{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### This demo is a brief overview of the documentation https://lets-plot.org/python/pages/geocoding.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:47.026820Z",
     "iopub.status.busy": "2024-04-17T07:26:47.026429Z",
     "iopub.status.idle": "2024-04-17T07:26:47.367951Z",
     "shell.execute_reply": "2024-04-17T07:26:47.367625Z"
    }
   },
   "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 shapely\n",
    "from IPython.display import display, Markdown\n",
    "\n",
    "from lets_plot import *\n",
    "from lets_plot.geo_data import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:47.381349Z",
     "iopub.status.busy": "2024-04-17T07:26:47.381131Z",
     "iopub.status.idle": "2024-04-17T07:26:47.383065Z",
     "shell.execute_reply": "2024-04-17T07:26:47.382883Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"o9vozr\"></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@v4.3.1/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(\"o9vozr\").appendChild(div);\n",
       "                    };\n",
       "                    var e = document.getElementById(\"o9vozr\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:47.384117Z",
     "iopub.status.busy": "2024-04-17T07:26:47.383977Z",
     "iopub.status.idle": "2024-04-17T07:26:47.385679Z",
     "shell.execute_reply": "2024-04-17T07:26:47.385490Z"
    }
   },
   "outputs": [],
   "source": [
    "def run_catching(f):\n",
    "    def colored(s):\n",
    "        return Markdown('<span style=\"color: #ff0000\">{}</span>'.format(s))\n",
    "    try:\n",
    "        f()\n",
    "        assert False, 'Error expected'\n",
    "    except Exception as e:\n",
    "        display(colored('{}'.format(e)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:47.386689Z",
     "iopub.status.busy": "2024-04-17T07:26:47.386548Z",
     "iopub.status.idle": "2024-04-17T07:26:47.655661Z",
     "shell.execute_reply": "2024-04-17T07:26:47.655347Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>162050</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>[-81.664617414276, 28.0571937561035]</td>\n",
       "      <td>[-87.6348964869976, 25.1162923872471, -80.0309...</td>\n",
       "      <td>[-87.6348964869976, 24.5230695605278, -80.0309...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>114690</td>\n",
       "      <td>tx</td>\n",
       "      <td>Texas</td>\n",
       "      <td>[-99.6829525269137, 31.1685702949762]</td>\n",
       "      <td>[-106.645845472813, 25.8370596170425, -93.5078...</td>\n",
       "      <td>[-106.645845472813, 25.8370596170425, -93.5078...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    state found name                               centroid  \\\n",
       "0  162050  florida    Florida   [-81.664617414276, 28.0571937561035]   \n",
       "1  114690       tx      Texas  [-99.6829525269137, 31.1685702949762]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-87.6348964869976, 25.1162923872471, -80.0309...   \n",
       "1  [-106.645845472813, 25.8370596170425, -93.5078...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-87.6348964869976, 24.5230695605278, -80.0309...  \n",
       "1  [-106.645845472813, 25.8370596170425, -93.5078...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Level autodetection\n",
    "geocode(names=['florida', 'tx']).get_geocodes()\n",
    "\n",
    "# Result may contain the following columns:\n",
    "# id - for internal use. Only in geocodes DataFrame.\n",
    "# request - column with lowest administrative level. The request belongs to this level. Can be a city/county/state/country.\n",
    "# parents - if provided. Can be a county/state/country.\n",
    "# found name - name that found by geocoding.\n",
    "# geometry - only in geometry DataFrame.\n",
    "\n",
    "# Thanks to request column it's obvious that level was detected as state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:47.656928Z",
     "iopub.status.busy": "2024-04-17T07:26:47.656845Z",
     "iopub.status.idle": "2024-04-17T07:26:47.875328Z",
     "shell.execute_reply": "2024-04-17T07:26:47.875019Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>162050</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>[-81.664617414276, 28.0571937561035]</td>\n",
       "      <td>[-87.6348964869976, 25.1162923872471, -80.0309...</td>\n",
       "      <td>[-87.6348964869976, 24.5230695605278, -80.0309...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>114690</td>\n",
       "      <td>tx</td>\n",
       "      <td>Texas</td>\n",
       "      <td>[-99.6829525269137, 31.1685702949762]</td>\n",
       "      <td>[-106.645845472813, 25.8370596170425, -93.5078...</td>\n",
       "      <td>[-106.645845472813, 25.8370596170425, -93.5078...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    state found name                               centroid  \\\n",
       "0  162050  florida    Florida   [-81.664617414276, 28.0571937561035]   \n",
       "1  114690       tx      Texas  [-99.6829525269137, 31.1685702949762]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-87.6348964869976, 25.1162923872471, -80.0309...   \n",
       "1  [-106.645845472813, 25.8370596170425, -93.5078...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-87.6348964869976, 24.5230695605278, -80.0309...  \n",
       "1  [-106.645845472813, 25.8370596170425, -93.5078...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explicit level\n",
    "geocode_states(['florida', 'tx']).get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:47.876563Z",
     "iopub.status.busy": "2024-04-17T07:26:47.876462Z",
     "iopub.status.idle": "2024-04-17T07:26:48.587938Z",
     "shell.execute_reply": "2024-04-17T07:26:48.587641Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>country</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>162050</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>usa</td>\n",
       "      <td>[-81.664617414276, 28.0571937561035]</td>\n",
       "      <td>[-87.6348964869976, 25.1162923872471, -80.0309...</td>\n",
       "      <td>[-87.6348964869976, 24.5230695605278, -80.0309...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    state found name country                              centroid  \\\n",
       "0  162050  florida    Florida     usa  [-81.664617414276, 28.0571937561035]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-87.6348964869976, 25.1162923872471, -80.0309...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-87.6348964869976, 24.5230695605278, -80.0309...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>country</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1635164</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>uruguay</td>\n",
       "      <td>[-55.8642029687055, -33.7640165537596]</td>\n",
       "      <td>[-56.5363445878029, -34.4264329969883, -55.098...</td>\n",
       "      <td>[-56.5363445878029, -34.4264329969883, -55.098...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id    state found name  country  \\\n",
       "0  1635164  florida    Florida  uruguay   \n",
       "\n",
       "                                 centroid  \\\n",
       "0  [-55.8642029687055, -33.7640165537596]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-56.5363445878029, -34.4264329969883, -55.098...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-56.5363445878029, -34.4264329969883, -55.098...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>162050</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>[-81.664617414276, 28.0571937561035]</td>\n",
       "      <td>[-87.6348964869976, 25.1162923872471, -80.0309...</td>\n",
       "      <td>[-87.6348964869976, 24.5230695605278, -80.0309...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id    state found name                              centroid  \\\n",
       "0  162050  florida    Florida  [-81.664617414276, 28.0571937561035]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-87.6348964869976, 25.1162923872471, -80.0309...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-87.6348964869976, 24.5230695605278, -80.0309...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parameters can be change between searches\n",
    "florida = geocode_states('florida')\n",
    "\n",
    "display(florida.countries('usa').get_geocodes())\n",
    "display(florida.countries('uruguay').get_geocodes())\n",
    "display(florida.countries(None).get_geocodes())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scope"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:48.589147Z",
     "iopub.status.busy": "2024-04-17T07:26:48.589075Z",
     "iopub.status.idle": "2024-04-17T07:26:48.834692Z",
     "shell.execute_reply": "2024-04-17T07:26:48.834367Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1635164</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>[-55.8642029687055, -33.7640165537596]</td>\n",
       "      <td>[-56.5363445878029, -34.4264329969883, -55.098...</td>\n",
       "      <td>[-56.5363445878029, -34.4264329969883, -55.098...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id    state found name                                centroid  \\\n",
       "0  1635164  florida    Florida  [-55.8642029687055, -33.7640165537596]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-56.5363445878029, -34.4264329969883, -55.098...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-56.5363445878029, -34.4264329969883, -55.098...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# str scope uses level autodetection.\n",
    "# NB: Florida in USA is the most relevant result.\n",
    "#     We can't find Florida in Uruguay using only the name - parent (country or scope) is required.\n",
    "geocode_states('florida').scope('uruguay').get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:48.835886Z",
     "iopub.status.busy": "2024-04-17T07:26:48.835768Z",
     "iopub.status.idle": "2024-04-17T07:26:49.294822Z",
     "shell.execute_reply": "2024-04-17T07:26:49.294516Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1635164</td>\n",
       "      <td>florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>[-55.8642029687055, -33.7640165537596]</td>\n",
       "      <td>[-56.5363445878029, -34.4264329969883, -55.098...</td>\n",
       "      <td>[-56.5363445878029, -34.4264329969883, -55.098...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id    state found name                                centroid  \\\n",
       "0  1635164  florida    Florida  [-55.8642029687055, -33.7640165537596]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-56.5363445878029, -34.4264329969883, -55.098...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-56.5363445878029, -34.4264329969883, -55.098...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Geocoder scope\n",
    "uruguay = geocode_countries('uruguay')\n",
    "geocode_states('florida').scope(uruguay).get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:49.296024Z",
     "iopub.status.busy": "2024-04-17T07:26:49.295927Z",
     "iopub.status.idle": "2024-04-17T07:26:49.297717Z",
     "shell.execute_reply": "2024-04-17T07:26:49.297560Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Unsupported 'scope' type. Expected 'str' or 'Geocoder' but was 'list'</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scope is a singleton. Collections are not allowed.\n",
    "scope = ['uruguay']\n",
    "run_catching(\n",
    "    lambda: geocode_states('florida').scope(scope).get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:49.298916Z",
     "iopub.status.busy": "2024-04-17T07:26:49.298772Z",
     "iopub.status.idle": "2024-04-17T07:26:49.547003Z",
     "shell.execute_reply": "2024-04-17T07:26:49.546719Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">'scope' has 2 entries, but expected to have exactly 1</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Geocoder with more than one entry is not allowed too.\n",
    "scope = geocode_countries(['uruguay', 'usa'])\n",
    "run_catching(\n",
    "    lambda: geocode_states('florida').scope(scope).get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:49.548140Z",
     "iopub.status.busy": "2024-04-17T07:26:49.548065Z",
     "iopub.status.idle": "2024-04-17T07:26:50.032575Z",
     "shell.execute_reply": "2024-04-17T07:26:50.032171Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Region is not found: worcester county</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Multiple objects (2) were found for worcester county:\n",
       "- Worcester County (United States, Maryland)\n",
       "- Worcester County (United States, Massachusetts)\n",
       "</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# str scope can be ambiguous.\n",
    "run_catching(\n",
    "    lambda: geocode_cities('worcester').scope('worcester county').get_geocodes()\n",
    ")\n",
    "\n",
    "# Let's geocode Worcester County in a way how the service does - using level detection without parents.\n",
    "# In fact Worcester County was found, but error message in case of parent ambiguity is not clear. We will improve it.\n",
    "run_catching(\n",
    "    lambda: geocode_counties('worcester county').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:50.033702Z",
     "iopub.status.busy": "2024-04-17T07:26:50.033627Z",
     "iopub.status.idle": "2024-04-17T07:26:50.288817Z",
     "shell.execute_reply": "2024-04-17T07:26:50.288403Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>county</th>\n",
       "      <th>state</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>119776</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>Worth County</td>\n",
       "      <td>georgia</td>\n",
       "      <td>[-83.9205776783726, 31.8303624540567]</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>worcester county</td>\n",
       "      <td>massachusetts</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name            county          state  \\\n",
       "0     119776    warwick    Warwick      Worth County        georgia   \n",
       "1  158851900  worcester  Worcester  worcester county  massachusetts   \n",
       "\n",
       "                                centroid  \\\n",
       "0  [-83.9205776783726, 31.8303624540567]   \n",
       "1  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-83.9291015267372, 31.8222776055336, -83.9120...   \n",
       "1  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-83.9291015267372, 31.8222776055336, -83.9120...  \n",
       "1  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parents should have same length as names\n",
    "geocode_cities(['warwick', 'worcester'])\\\n",
    "    .counties(['Worth County', 'worcester county'])\\\n",
    "    .states(['georgia', 'massachusetts'])\\\n",
    "    .get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:50.290039Z",
     "iopub.status.busy": "2024-04-17T07:26:50.289957Z",
     "iopub.status.idle": "2024-04-17T07:26:50.530151Z",
     "shell.execute_reply": "2024-04-17T07:26:50.529830Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>119776</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>USA</td>\n",
       "      <td>[-83.9205776783726, 31.8303624540567]</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20971097</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>None</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>[-2.2095610731112, 52.1965283900499]</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id       city found name    state         country  \\\n",
       "0    119776    warwick    Warwick  Georgia             USA   \n",
       "1  20971097  worcester  Worcester     None  United Kingdom   \n",
       "\n",
       "                                centroid  \\\n",
       "0  [-83.9205776783726, 31.8303624540567]   \n",
       "1   [-2.2095610731112, 52.1965283900499]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-83.9291015267372, 31.8222776055336, -83.9120...   \n",
       "1  [-2.2632023692131, 52.1616362035275, -2.157303...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-83.9291015267372, 31.8222776055336, -83.9120...  \n",
       "1  [-2.2632023692131, 52.1616362035275, -2.157303...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parents can contain None items (e.g., countries with different administrative divisions).\n",
    "geocode_cities(['warwick', 'worcester'])\\\n",
    "    .states(['Georgia', None])\\\n",
    "    .countries(['USA', 'United Kingdom'])\\\n",
    "    .get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:50.531187Z",
     "iopub.status.busy": "2024-04-17T07:26:50.531108Z",
     "iopub.status.idle": "2024-04-17T07:26:51.026959Z",
     "shell.execute_reply": "2024-04-17T07:26:51.026660Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60759</td>\n",
       "      <td>vermont</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>[-72.772353529363, 43.8718488067389]</td>\n",
       "      <td>[-73.4377402067184, 42.7269606292248, -71.4653...</td>\n",
       "      <td>[-73.4377402067184, 42.7269606292248, -71.4653...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>161957</td>\n",
       "      <td>georgia</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>[-83.2514879869572, 32.6792977005243]</td>\n",
       "      <td>[-85.6052421033382, 30.3557570278645, -80.8400...</td>\n",
       "      <td>[-85.6052421033382, 30.3557570278645, -80.8400...</td>\n",
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      ],
      "text/plain": [
       "       id    state found name                               centroid  \\\n",
       "0   60759  vermont    Vermont   [-72.772353529363, 43.8718488067389]   \n",
       "1  161957  georgia    Georgia  [-83.2514879869572, 32.6792977005243]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-73.4377402067184, 42.7269606292248, -71.4653...   \n",
       "1  [-85.6052421033382, 30.3557570278645, -80.8400...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-73.4377402067184, 42.7269606292248, -71.4653...  \n",
       "1  [-85.6052421033382, 30.3557570278645, -80.8400...  "
      ]
     },
     "metadata": {},
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    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>state</th>\n",
       "      <th>centroid</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8898137</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>vermont</td>\n",
       "      <td>[-72.5724501055639, 44.4132962822914]</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>119776</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>georgia</td>\n",
       "      <td>[-83.9205776783726, 31.8303624540567]</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "        id       city found name    state  \\\n",
       "0  8898137  worcester  Worcester  vermont   \n",
       "1   119776    warwick    Warwick  georgia   \n",
       "\n",
       "                                centroid  \\\n",
       "0  [-72.5724501055639, 44.4132962822914]   \n",
       "1  [-83.9205776783726, 31.8303624540567]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-72.6543393731117, 44.3454243242741, -72.4935...   \n",
       "1  [-83.9291015267372, 31.8222776055336, -83.9120...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-72.6543393731117, 44.3454243242741, -72.4935...  \n",
       "1  [-83.9291015267372, 31.8222776055336, -83.9120...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Geocoder object can be used as parent. Number of entries should be same as the number of names.\n",
    "s = geocode_states(['vermont', 'georgia']).scope('usa')\n",
    "display(s.get_geocodes())\n",
    "\n",
    "# NB: Parent request will be present in result as a column.\n",
    "display(geocode_cities(['worcester', 'warwick']).states(s).get_geocodes())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.028211Z",
     "iopub.status.busy": "2024-04-17T07:26:51.028120Z",
     "iopub.status.idle": "2024-04-17T07:26:51.272236Z",
     "shell.execute_reply": "2024-04-17T07:26:51.271840Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>county</th>\n",
       "      <th>found name</th>\n",
       "      <th>state</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1425447</td>\n",
       "      <td>Dakota County</td>\n",
       "      <td>Dakota County</td>\n",
       "      <td>NE</td>\n",
       "      <td>[-96.5715826334556, 42.4019493162632]</td>\n",
       "      <td>[-96.7274482548237, 42.2765184938908, -96.3566...</td>\n",
       "      <td>[-96.7274482548237, 42.2765184938908, -96.3566...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1826825</td>\n",
       "      <td>Nevada County</td>\n",
       "      <td>Nevada County</td>\n",
       "      <td>AR</td>\n",
       "      <td>[-93.2913903139467, 33.6979349702597]</td>\n",
       "      <td>[-93.4838207066059, 33.4403765201569, -93.1042...</td>\n",
       "      <td>[-93.4838207066059, 33.4403765201569, -93.1042...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id         county     found name state  \\\n",
       "0  1425447  Dakota County  Dakota County    NE   \n",
       "1  1826825  Nevada County  Nevada County    AR   \n",
       "\n",
       "                                centroid  \\\n",
       "0  [-96.5715826334556, 42.4019493162632]   \n",
       "1  [-93.2913903139467, 33.6979349702597]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-96.7274482548237, 42.2765184938908, -96.3566...   \n",
       "1  [-93.4838207066059, 33.4403765201569, -93.1042...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-96.7274482548237, 42.2765184938908, -96.3566...  \n",
       "1  [-93.4838207066059, 33.4403765201569, -93.1042...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# counties and states can be combined with scope. scope acts as a top level parent.\n",
    "geocode_counties(['Dakota County', 'Nevada County']).states(['NE', 'AR']).scope('USA').get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.273520Z",
     "iopub.status.busy": "2024-04-17T07:26:51.273429Z",
     "iopub.status.idle": "2024-04-17T07:26:51.275636Z",
     "shell.execute_reply": "2024-04-17T07:26:51.275441Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Invalid request: countries and scope can't be used simultaneously</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scope can't be combined with countries - geocoding won't try to guess what level is it\n",
    "run_catching(\n",
    "    lambda: geocode_counties('Nevada County').countries('usa').scope('Arizona').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.276859Z",
     "iopub.status.busy": "2024-04-17T07:26:51.276715Z",
     "iopub.status.idle": "2024-04-17T07:26:51.278444Z",
     "shell.execute_reply": "2024-04-17T07:26:51.278282Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Invalid request: countries count(1) != names count(2)</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parents and names should have same length\n",
    "run_catching(\n",
    "    lambda: geocode_states(['florida', 'rivera']).countries('uruguay').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.279574Z",
     "iopub.status.busy": "2024-04-17T07:26:51.279463Z",
     "iopub.status.idle": "2024-04-17T07:26:51.507886Z",
     "shell.execute_reply": "2024-04-17T07:26:51.507578Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Invalid request: countries count(1) != names count(2)</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Same for Geocoder\n",
    "countries = geocode_countries('uruguay')\n",
    "run_catching(\n",
    "    lambda: geocode_states(['florida', 'rivera']).countries(countries).get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ignoring an ambiguity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.509179Z",
     "iopub.status.busy": "2024-04-17T07:26:51.509096Z",
     "iopub.status.idle": "2024-04-17T07:26:51.750556Z",
     "shell.execute_reply": "2024-04-17T07:26:51.750200Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Multiple objects (15) were found for warwick:\n",
       "- Warwick (United States, Georgia, Worth County)\n",
       "- Warwick (United States, New York, Orange County)\n",
       "- Warwick (United Kingdom, England, West Midlands, Warwickshire)\n",
       "- Warwick (United States, North Dakota, Benson County)\n",
       "- Warwick (United States, Oklahoma, Lincoln County)\n",
       "- Warwick (Canada, Ontario, Southwestern Ontario, Lambton County)\n",
       "- Warwick (United States, Massachusetts, Franklin County)\n",
       "- Warwick (United States, Rhode Island, Kent County)\n",
       "- Warwick (Canada, Arthabaska, Québec, Centre-du-Québec)\n",
       "- Warwick (Australia, Queensland)\n",
       "Multiple objects (5) were found for worcester:\n",
       "- Worcester (United States, Vermont, Washington County)\n",
       "- Worcester (United Kingdom, England, West Midlands, Worcestershire)\n",
       "- Worcester (South Africa, Western Cape, Cape Winelands District Municipality)\n",
       "- Worcester (United States, Massachusetts, Worcester County)\n",
       "- Worcester Township (United States, Pennsylvania, Montgomery County)\n",
       "</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Ambiguous result generates an error:\n",
    "run_catching(\n",
    "    lambda: geocode_cities(['warwick', 'worcester']).get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.751818Z",
     "iopub.status.busy": "2024-04-17T07:26:51.751706Z",
     "iopub.status.idle": "2024-04-17T07:26:51.991108Z",
     "shell.execute_reply": "2024-04-17T07:26:51.990665Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>119776</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-83.9205776783726, 31.8303624540567]</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "      <td>[-83.9291015267372, 31.8222776055336, -83.9120...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>176086</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-74.3590787617065, 41.2538411468267]</td>\n",
       "      <td>[-74.374563395977, 41.2334154546261, -74.33202...</td>\n",
       "      <td>[-74.374563395977, 41.2334154546261, -74.33202...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>176448</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-1.58227695103754, 52.3015402257442]</td>\n",
       "      <td>[-1.78017809987068, 52.2137045860291, -1.40608...</td>\n",
       "      <td>[-1.78017809987068, 52.2137045860291, -1.40608...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>181594</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-98.7057320814883, 47.8541030734777]</td>\n",
       "      <td>[-98.7164886295795, 47.8475135564804, -98.6948...</td>\n",
       "      <td>[-98.7164886295795, 47.8475135564804, -98.6948...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>184249</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-96.9995924696813, 35.6883452832699]</td>\n",
       "      <td>[-97.0261216163635, 35.6740544736385, -96.9776...</td>\n",
       "      <td>[-97.0261216163635, 35.6740544736385, -96.9776...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4072420</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-81.8960721893947, 43.0157359689474]</td>\n",
       "      <td>[-82.0060113072395, 42.9303230345249, -81.7887...</td>\n",
       "      <td>[-82.0060113072395, 42.9303230345249, -81.7887...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>158818247</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-72.3365538645007, 42.667919844389]</td>\n",
       "      <td>[-72.4120393395424, 42.6094262301922, -72.2719...</td>\n",
       "      <td>[-72.4120393395424, 42.6094262301922, -72.2719...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>158863860</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-71.4332938210472, 41.715542525053]</td>\n",
       "      <td>[-71.5189133584499, 41.6628210246563, -71.3564...</td>\n",
       "      <td>[-71.5189133584499, 41.6293966770172, -71.3564...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>159726256</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-72.0051031618881, 45.952380001545]</td>\n",
       "      <td>[-72.0792764425278, 45.8764761686325, -71.9089...</td>\n",
       "      <td>[-72.0792764425278, 45.8764761686325, -71.9089...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1817489924</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[152.032703831792, -28.2163204997778]</td>\n",
       "      <td>[152.023720443249, -28.224236369133, 152.04168...</td>\n",
       "      <td>[152.023720443249, -28.224236369133, 152.04168...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3049373</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick Township</td>\n",
       "      <td>[-75.757813608352, 40.1801763474941]</td>\n",
       "      <td>[-75.8212745189667, 40.1465494930744, -75.6930...</td>\n",
       "      <td>[-75.8212745189667, 40.1465494930744, -75.6930...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3521480</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick Township</td>\n",
       "      <td>[-75.0764330968138, 40.2491855621338]</td>\n",
       "      <td>[-75.1225188374519, 40.2152167260647, -75.0345...</td>\n",
       "      <td>[-75.1225188374519, 40.2152167260647, -75.0345...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9244563</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick Mountain</td>\n",
       "      <td>[-63.3714760496144, 45.5978938937187]</td>\n",
       "      <td>[-63.4091444313526, 45.5644172430038, -63.3474...</td>\n",
       "      <td>[-63.4091444313526, 45.5644172430038, -63.3474...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>158903676</td>\n",
       "      <td>warwick</td>\n",
       "      <td>West Warwick</td>\n",
       "      <td>[-71.5257788638961, 41.6969098895788]</td>\n",
       "      <td>[-71.5342850983143, 41.6620793938637, -71.4839...</td>\n",
       "      <td>[-71.5342850983143, 41.6620793938637, -71.4839...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7997266</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Sainte-Élizabeth-de-Warwick</td>\n",
       "      <td>[-72.1010115992802, 45.9195195883512]</td>\n",
       "      <td>[-72.1493585407734, 45.8681344985962, -72.0435...</td>\n",
       "      <td>[-72.1493585407734, 45.8681344985962, -72.0435...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8898137</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-72.5724501055639, 44.4132962822914]</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20971097</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-2.2095610731112, 52.1965283900499]</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>30670038</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[19.4459268450737, -33.6462374031544]</td>\n",
       "      <td>[19.4369441270828, -33.6537154018879, 19.45490...</td>\n",
       "      <td>[19.4369441270828, -33.6537154018879, 19.45490...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3076291</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester Township</td>\n",
       "      <td>[-75.3438698875367, 40.1926231384277]</td>\n",
       "      <td>[-75.4107637703419, 40.1558580994606, -75.2932...</td>\n",
       "      <td>[-75.4107637703419, 40.1558580994606, -75.2932...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id       city                   found name  \\\n",
       "0       119776    warwick                      Warwick   \n",
       "1       176086    warwick                      Warwick   \n",
       "2       176448    warwick                      Warwick   \n",
       "3       181594    warwick                      Warwick   \n",
       "4       184249    warwick                      Warwick   \n",
       "5      4072420    warwick                      Warwick   \n",
       "6    158818247    warwick                      Warwick   \n",
       "7    158863860    warwick                      Warwick   \n",
       "8    159726256    warwick                      Warwick   \n",
       "9   1817489924    warwick                      Warwick   \n",
       "10     3049373    warwick             Warwick Township   \n",
       "11     3521480    warwick             Warwick Township   \n",
       "12     9244563    warwick             Warwick Mountain   \n",
       "13   158903676    warwick                 West Warwick   \n",
       "14     7997266    warwick  Sainte-Élizabeth-de-Warwick   \n",
       "15     8898137  worcester                    Worcester   \n",
       "16    20971097  worcester                    Worcester   \n",
       "17    30670038  worcester                    Worcester   \n",
       "18   158851900  worcester                    Worcester   \n",
       "19     3076291  worcester           Worcester Township   \n",
       "\n",
       "                                 centroid  \\\n",
       "0   [-83.9205776783726, 31.8303624540567]   \n",
       "1   [-74.3590787617065, 41.2538411468267]   \n",
       "2   [-1.58227695103754, 52.3015402257442]   \n",
       "3   [-98.7057320814883, 47.8541030734777]   \n",
       "4   [-96.9995924696813, 35.6883452832699]   \n",
       "5   [-81.8960721893947, 43.0157359689474]   \n",
       "6    [-72.3365538645007, 42.667919844389]   \n",
       "7    [-71.4332938210472, 41.715542525053]   \n",
       "8    [-72.0051031618881, 45.952380001545]   \n",
       "9   [152.032703831792, -28.2163204997778]   \n",
       "10   [-75.757813608352, 40.1801763474941]   \n",
       "11  [-75.0764330968138, 40.2491855621338]   \n",
       "12  [-63.3714760496144, 45.5978938937187]   \n",
       "13  [-71.5257788638961, 41.6969098895788]   \n",
       "14  [-72.1010115992802, 45.9195195883512]   \n",
       "15  [-72.5724501055639, 44.4132962822914]   \n",
       "16   [-2.2095610731112, 52.1965283900499]   \n",
       "17  [19.4459268450737, -33.6462374031544]   \n",
       "18  [-71.8154652712922, 42.2678737342358]   \n",
       "19  [-75.3438698875367, 40.1926231384277]   \n",
       "\n",
       "                                             position  \\\n",
       "0   [-83.9291015267372, 31.8222776055336, -83.9120...   \n",
       "1   [-74.374563395977, 41.2334154546261, -74.33202...   \n",
       "2   [-1.78017809987068, 52.2137045860291, -1.40608...   \n",
       "3   [-98.7164886295795, 47.8475135564804, -98.6948...   \n",
       "4   [-97.0261216163635, 35.6740544736385, -96.9776...   \n",
       "5   [-82.0060113072395, 42.9303230345249, -81.7887...   \n",
       "6   [-72.4120393395424, 42.6094262301922, -72.2719...   \n",
       "7   [-71.5189133584499, 41.6628210246563, -71.3564...   \n",
       "8   [-72.0792764425278, 45.8764761686325, -71.9089...   \n",
       "9   [152.023720443249, -28.224236369133, 152.04168...   \n",
       "10  [-75.8212745189667, 40.1465494930744, -75.6930...   \n",
       "11  [-75.1225188374519, 40.2152167260647, -75.0345...   \n",
       "12  [-63.4091444313526, 45.5644172430038, -63.3474...   \n",
       "13  [-71.5342850983143, 41.6620793938637, -71.4839...   \n",
       "14  [-72.1493585407734, 45.8681344985962, -72.0435...   \n",
       "15  [-72.6543393731117, 44.3454243242741, -72.4935...   \n",
       "16  [-2.2632023692131, 52.1616362035275, -2.157303...   \n",
       "17  [19.4369441270828, -33.6537154018879, 19.45490...   \n",
       "18  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "19  [-75.4107637703419, 40.1558580994606, -75.2932...   \n",
       "\n",
       "                                                limit  \n",
       "0   [-83.9291015267372, 31.8222776055336, -83.9120...  \n",
       "1   [-74.374563395977, 41.2334154546261, -74.33202...  \n",
       "2   [-1.78017809987068, 52.2137045860291, -1.40608...  \n",
       "3   [-98.7164886295795, 47.8475135564804, -98.6948...  \n",
       "4   [-97.0261216163635, 35.6740544736385, -96.9776...  \n",
       "5   [-82.0060113072395, 42.9303230345249, -81.7887...  \n",
       "6   [-72.4120393395424, 42.6094262301922, -72.2719...  \n",
       "7   [-71.5189133584499, 41.6293966770172, -71.3564...  \n",
       "8   [-72.0792764425278, 45.8764761686325, -71.9089...  \n",
       "9   [152.023720443249, -28.224236369133, 152.04168...  \n",
       "10  [-75.8212745189667, 40.1465494930744, -75.6930...  \n",
       "11  [-75.1225188374519, 40.2152167260647, -75.0345...  \n",
       "12  [-63.4091444313526, 45.5644172430038, -63.3474...  \n",
       "13  [-71.5342850983143, 41.6620793938637, -71.4839...  \n",
       "14  [-72.1493585407734, 45.8681344985962, -72.0435...  \n",
       "15  [-72.6543393731117, 44.3454243242741, -72.4935...  \n",
       "16  [-2.2632023692131, 52.1616362035275, -2.157303...  \n",
       "17  [19.4369441270828, -33.6537154018879, 19.45490...  \n",
       "18  [-71.8840424716473, 42.2100399434566, -71.7312...  \n",
       "19  [-75.4107637703419, 40.1558580994606, -75.2932...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ambiguous result can be converted to a matching result (e.g., for drawing on a map)\n",
    "geocode_cities(['warwick', 'worcester']).allow_ambiguous().get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:51.992190Z",
     "iopub.status.busy": "2024-04-17T07:26:51.992110Z",
     "iopub.status.idle": "2024-04-17T07:26:52.458075Z",
     "shell.execute_reply": "2024-04-17T07:26:52.457762Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">No objects were found for foo.\n",
       "</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Region is not found: foo</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Missing name gives an error\n",
    "run_catching(\n",
    "    lambda: geocode_cities(names=['paris', 'worcester', 'foo']).get_geocodes()\n",
    ")\n",
    "\n",
    "# Missing parent also gives an error\n",
    "run_catching(\n",
    "    lambda: geocode_cities('paris').countries('foo').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:52.459153Z",
     "iopub.status.busy": "2024-04-17T07:26:52.459076Z",
     "iopub.status.idle": "2024-04-17T07:26:52.928734Z",
     "shell.execute_reply": "2024-04-17T07:26:52.928411Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Multiple objects (5) were found for worcester:\n",
       "- Worcester (United States, Vermont, Washington County)\n",
       "- Worcester (United Kingdom, England, West Midlands, Worcestershire)\n",
       "- Worcester (South Africa, Western Cape, Cape Winelands District Municipality)\n",
       "- Worcester (United States, Massachusetts, Worcester County)\n",
       "- Worcester Township (United States, Pennsylvania, Montgomery County)\n",
       "</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Multiple objects (5) were found for worcester:\n",
       "- Worcester (United States, Vermont, Washington County)\n",
       "- Worcester (United Kingdom, England, West Midlands, Worcestershire)\n",
       "- Worcester (South Africa, Western Cape, Cape Winelands District Municipality)\n",
       "- Worcester (United States, Massachusetts, Worcester County)\n",
       "- Worcester Township (United States, Pennsylvania, Montgomery County)\n",
       "</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ignore_not_found() - ingore unknown names, keep everything else, including ambiguous names\n",
    "run_catching(\n",
    "    lambda: geocode_cities(['paris', 'worcester', 'foo']).ignore_not_found().get_geocodes()\n",
    ")\n",
    "\n",
    "# Missing parent also gives an error\n",
    "run_catching(\n",
    "    lambda: geocode_cities(['paris', 'worcester']).countries(['foo', None]).ignore_not_found().get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:52.929912Z",
     "iopub.status.busy": "2024-04-17T07:26:52.929838Z",
     "iopub.status.idle": "2024-04-17T07:26:53.400018Z",
     "shell.execute_reply": "2024-04-17T07:26:53.399610Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>country</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17807753</td>\n",
       "      <td>paris</td>\n",
       "      <td>Paris</td>\n",
       "      <td>france</td>\n",
       "      <td>[2.32002815231681, 48.8587861508131]</td>\n",
       "      <td>[2.22412258386612, 48.8155750930309, 2.4697606...</td>\n",
       "      <td>[2.22412258386612, 48.8155750930309, 2.4697606...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "         id   city found name country                              centroid  \\\n",
       "0  17807753  paris      Paris  france  [2.32002815231681, 48.8587861508131]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [2.22412258386612, 48.8155750930309, 2.4697606...   \n",
       "\n",
       "                                               limit  \n",
       "0  [2.22412258386612, 48.8155750930309, 2.4697606...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ignore_all_errors() - keep only exactly matched names\n",
    "geocode_cities(['paris', 'worcester', 'foo']).ignore_all_errors().get_geocodes()\n",
    "\n",
    "geocode_cities(['paris', 'worcester']).countries(['france', 'foo']).ignore_all_errors().get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:53.401215Z",
     "iopub.status.busy": "2024-04-17T07:26:53.401129Z",
     "iopub.status.idle": "2024-04-17T07:26:53.642465Z",
     "shell.execute_reply": "2024-04-17T07:26:53.642299Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17807753</td>\n",
       "      <td>paris</td>\n",
       "      <td>Paris</td>\n",
       "      <td>[2.32002815231681, 48.8587861508131]</td>\n",
       "      <td>[2.22412258386612, 48.8155750930309, 2.4697606...</td>\n",
       "      <td>[2.22412258386612, 48.8155750930309, 2.4697606...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8898137</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-72.5724501055639, 44.4132962822914]</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20971097</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-2.2095610731112, 52.1965283900499]</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30670038</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[19.4459268450737, -33.6462374031544]</td>\n",
       "      <td>[19.4369441270828, -33.6537154018879, 19.45490...</td>\n",
       "      <td>[19.4369441270828, -33.6537154018879, 19.45490...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3076291</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester Township</td>\n",
       "      <td>[-75.3438698875367, 40.1926231384277]</td>\n",
       "      <td>[-75.4107637703419, 40.1558580994606, -75.2932...</td>\n",
       "      <td>[-75.4107637703419, 40.1558580994606, -75.2932...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city          found name  \\\n",
       "0   17807753      paris               Paris   \n",
       "1    8898137  worcester           Worcester   \n",
       "2   20971097  worcester           Worcester   \n",
       "3   30670038  worcester           Worcester   \n",
       "4  158851900  worcester           Worcester   \n",
       "5    3076291  worcester  Worcester Township   \n",
       "\n",
       "                                centroid  \\\n",
       "0   [2.32002815231681, 48.8587861508131]   \n",
       "1  [-72.5724501055639, 44.4132962822914]   \n",
       "2   [-2.2095610731112, 52.1965283900499]   \n",
       "3  [19.4459268450737, -33.6462374031544]   \n",
       "4  [-71.8154652712922, 42.2678737342358]   \n",
       "5  [-75.3438698875367, 40.1926231384277]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [2.22412258386612, 48.8155750930309, 2.4697606...   \n",
       "1  [-72.6543393731117, 44.3454243242741, -72.4935...   \n",
       "2  [-2.2632023692131, 52.1616362035275, -2.157303...   \n",
       "3  [19.4369441270828, -33.6537154018879, 19.45490...   \n",
       "4  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "5  [-75.4107637703419, 40.1558580994606, -75.2932...   \n",
       "\n",
       "                                               limit  \n",
       "0  [2.22412258386612, 48.8155750930309, 2.4697606...  \n",
       "1  [-72.6543393731117, 44.3454243242741, -72.4935...  \n",
       "2  [-2.2632023692131, 52.1616362035275, -2.157303...  \n",
       "3  [19.4369441270828, -33.6537154018879, 19.45490...  \n",
       "4  [-71.8840424716473, 42.2100399434566, -71.7312...  \n",
       "5  [-75.4107637703419, 40.1558580994606, -75.2932...  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ignore_not_found() + allow_ambiguous() - see all ambiguous names without \"not found\" error\n",
    "geocode_cities(['paris', 'worcester', 'foo']).ignore_not_found().allow_ambiguous().get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:53.644054Z",
     "iopub.status.busy": "2024-04-17T07:26:53.643960Z",
     "iopub.status.idle": "2024-04-17T07:26:53.880973Z",
     "shell.execute_reply": "2024-04-17T07:26:53.880629Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">No objects were found for foo, foo4, foo5, foo6, foo7, foo8, foo9, foo10, foo11, foo12 and (3) more.\n",
       "</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# List only 10 first distinct not found names\n",
    "run_catching(\n",
    "    lambda: geocode_cities(['foo', 'foo', 'foo', 'foo4', 'foo5', 'foo6', 'foo7', 'foo8', 'foo9', 'foo10', 'foo11', 'foo12', 'foo13', 'foo14', 'foo15']).get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:53.882249Z",
     "iopub.status.busy": "2024-04-17T07:26:53.882132Z",
     "iopub.status.idle": "2024-04-17T07:26:54.108033Z",
     "shell.execute_reply": "2024-04-17T07:26:54.107840Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [id, city, found name, centroid, position, limit]\n",
       "Index: []"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Empty DataFrame if no matching names left\n",
    "geocode_cities('worcester').ignore_all_errors().get_geocodes()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `where()` function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:54.109140Z",
     "iopub.status.busy": "2024-04-17T07:26:54.109037Z",
     "iopub.status.idle": "2024-04-17T07:26:54.810703Z",
     "shell.execute_reply": "2024-04-17T07:26:54.810367Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name                               centroid  \\\n",
       "0  158851900  worcester  Worcester  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take object closest to a place.\n",
    "boston = geocode_cities('boston')\n",
    "geocode_cities('worcester').where('worcester', closest_to=boston).get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:54.811856Z",
     "iopub.status.busy": "2024-04-17T07:26:54.811759Z",
     "iopub.status.idle": "2024-04-17T07:26:55.293383Z",
     "shell.execute_reply": "2024-04-17T07:26:55.293179Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>found name</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name                               centroid  \\\n",
       "0  158851900  worcester  Worcester  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Take object closest to a coordinate.\n",
    "boston_coord = boston.get_centroids().geometry[0]\n",
    "geocode_cities('worcester').where('worcester', closest_to=boston_coord).get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:55.294566Z",
     "iopub.status.busy": "2024-04-17T07:26:55.294470Z",
     "iopub.status.idle": "2024-04-17T07:26:55.519573Z",
     "shell.execute_reply": "2024-04-17T07:26:55.519293Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name                               centroid  \\\n",
       "0  158851900  worcester  Worcester  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Or take object within rectangular area\n",
    "geocode_cities('worcester')\\\n",
    "    .where('worcester', scope=shapely.geometry.box(-71.00, 42.00, -72.00, 43.00))\\\n",
    "    .get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:55.520618Z",
     "iopub.status.busy": "2024-04-17T07:26:55.520521Z",
     "iopub.status.idle": "2024-04-17T07:26:55.985129Z",
     "shell.execute_reply": "2024-04-17T07:26:55.984938Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name                               centroid  \\\n",
       "0  158851900  worcester  Worcester  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Or by defining a query scope. In this case name from the scope will not go into the result DataFrame\n",
    "massachusetts = geocode_states('massachusetts')\n",
    "geocode_cities('worcester').where('worcester', scope=massachusetts).get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:55.986217Z",
     "iopub.status.busy": "2024-04-17T07:26:55.986110Z",
     "iopub.status.idle": "2024-04-17T07:26:56.212528Z",
     "shell.execute_reply": "2024-04-17T07:26:56.212248Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name                               centroid  \\\n",
       "0  158851900  worcester  Worcester  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Query scope also can be a string\n",
    "geocode_cities('worcester').where('worcester', scope='massachusetts').get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:56.213612Z",
     "iopub.status.busy": "2024-04-17T07:26:56.213511Z",
     "iopub.status.idle": "2024-04-17T07:26:56.686831Z",
     "shell.execute_reply": "2024-04-17T07:26:56.686333Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "      <th>0</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>USA</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20971097</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>[-2.2095610731112, 52.1965283900499]</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "      <td>[-2.2632023692131, 52.1616362035275, -2.157303...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name         country  \\\n",
       "0  158851900  worcester  Worcester             USA   \n",
       "1   20971097  worcester  Worcester  United Kingdom   \n",
       "\n",
       "                                centroid  \\\n",
       "0  [-71.8154652712922, 42.2678737342358]   \n",
       "1   [-2.2095610731112, 52.1965283900499]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "1  [-2.2632023692131, 52.1616362035275, -2.157303...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.8840424716473, 42.2100399434566, -71.7312...  \n",
       "1  [-2.2632023692131, 52.1616362035275, -2.157303...  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Query scope overrides parents while keeping parents in a result dataframe.\n",
    "worcester_county=geocode_counties('Worcester County').states('massachusetts').countries('usa')\n",
    "\n",
    "geocode_cities(['worcester', 'worcester'])\\\n",
    "    .countries(['USA', 'United Kingdom'])\\\n",
    "    .where('worcester', country='USA', scope=worcester_county)\\\n",
    "    .get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:56.687951Z",
     "iopub.status.busy": "2024-04-17T07:26:56.687845Z",
     "iopub.status.idle": "2024-04-17T07:26:56.939394Z",
     "shell.execute_reply": "2024-04-17T07:26:56.938965Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">'scope' has 2 entries, but expected to have exactly 1</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Query scope should contain single object\n",
    "countries = geocode_countries(['usa', 'uruguay'])\n",
    "run_catching(\n",
    "    lambda: geocode_states('florida').where('florida', scope=countries).get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:56.940444Z",
     "iopub.status.busy": "2024-04-17T07:26:56.940359Z",
     "iopub.status.idle": "2024-04-17T07:26:56.942538Z",
     "shell.execute_reply": "2024-04-17T07:26:56.942370Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">worcester(county=worcester county, state=iowa, country=USA) is not found in names</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NB: Parent is used only for searching exact row in request. \n",
    "#     It doesn't modify any parent (neither existing or empty).\n",
    "run_catching(\n",
    "    lambda: geocode_cities('worcester')\\\n",
    "        .countries('USA')\\\n",
    "        .where('worcester', country='USA', state='iowa', county='worcester county')\\\n",
    "        .get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:56.943524Z",
     "iopub.status.busy": "2024-04-17T07:26:56.943448Z",
     "iopub.status.idle": "2024-04-17T07:26:57.157092Z",
     "shell.execute_reply": "2024-04-17T07:26:57.156777Z"
    }
   },
   "outputs": [
    {
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       "      <td>158863860</td>\n",
       "      <td>warwick</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>[-71.4332938210472, 41.715542525053]</td>\n",
       "      <td>[-71.5189133584499, 41.6628210246563, -71.3564...</td>\n",
       "      <td>[-71.5189133584499, 41.6293966770172, -71.3564...</td>\n",
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       "      <td>158903676</td>\n",
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       "      <td>West Warwick</td>\n",
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       "      <td>[-71.5342850983143, 41.6620793938637, -71.4839...</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id     city    found name                               centroid  \\\n",
       "0  158863860  warwick       Warwick   [-71.4332938210472, 41.715542525053]   \n",
       "1  158903676  warwick  West Warwick  [-71.5257788638961, 41.6969098895788]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.5189133584499, 41.6628210246563, -71.3564...   \n",
       "1  [-71.5342850983143, 41.6620793938637, -71.4839...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.5189133584499, 41.6293966770172, -71.3564...  \n",
       "1  [-71.5342850983143, 41.6620793938637, -71.4839...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geocode_cities('warwick') \\\n",
    "    .where('warwick', scope=shapely.geometry.box(-72, 41.5, -71, 42)) \\\n",
    "    .allow_ambiguous() \\\n",
    "    .get_geocodes()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Error handling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:57.158303Z",
     "iopub.status.busy": "2024-04-17T07:26:57.158205Z",
     "iopub.status.idle": "2024-04-17T07:26:57.388013Z",
     "shell.execute_reply": "2024-04-17T07:26:57.387720Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Region is not found: foo</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Failed to find parent\n",
    "run_catching(\n",
    "    lambda: geocode_states('florida').countries('foo').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:57.389096Z",
     "iopub.status.busy": "2024-04-17T07:26:57.388995Z",
     "iopub.status.idle": "2024-04-17T07:26:57.624270Z",
     "shell.execute_reply": "2024-04-17T07:26:57.624080Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Region is not found: worcester county</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ambiguous parent - Worcester County. Better message required.\n",
    "run_catching(\n",
    "    lambda : geocode_cities('worcester').counties('worcester county').scope('usa').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:57.625393Z",
     "iopub.status.busy": "2024-04-17T07:26:57.625300Z",
     "iopub.status.idle": "2024-04-17T07:26:57.836839Z",
     "shell.execute_reply": "2024-04-17T07:26:57.836574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<span style=\"color: #ff0000\">Invalid level for request with us-48. Should be STATE, but was COUNTY.</span>"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# No us-48 at non-state level\n",
    "run_catching(\n",
    "    lambda: geocode_counties('us-48').get_geocodes()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Geocoding and geoms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:57.837888Z",
     "iopub.status.busy": "2024-04-17T07:26:57.837810Z",
     "iopub.status.idle": "2024-04-17T07:26:57.839615Z",
     "shell.execute_reply": "2024-04-17T07:26:57.839441Z"
    }
   },
   "outputs": [],
   "source": [
    "cities = geocode_cities(['boston', 'new york'])\n",
    "p = ggplot() + ggsize(300, 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:57.840604Z",
     "iopub.status.busy": "2024-04-17T07:26:57.840496Z",
     "iopub.status.idle": "2024-04-17T07:26:58.825628Z",
     "shell.execute_reply": "2024-04-17T07:26:58.825320Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"M4vc2J\"></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\":null,\n",
       "\"height\":null,\n",
       "\"feature_spec\":{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"geom_map()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\"],\n",
       "\"found name\":[\"Boston\",\"New York\"],\n",
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       "},\n",
       "\"fill\":\"gray\",\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":300.0,\n",
       "\"y\":0.0,\n",
       "\"width\":null,\n",
       "\"height\":null,\n",
       "\"feature_spec\":{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"geom_rect()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"rect\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\"],\n",
       "\"found name\":[\"Boston\",\"New York\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-70.9244620800018, 42.2279115021229], [-70.9244620800018, 42.3969778418541], [-71.1912493407726, 42.3969778418541], [-71.1912493407726, 42.2279115021229], [-70.9244620800018, 42.2279115021229]]]}\",\"{\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-73.7001809477806, 40.4960802197456], [-73.7001809477806, 40.9161785244942], [-74.2556785047054, 40.9161785244942], [-74.2556785047054, 40.4960802197456], [-73.7001809477806, 40.4960802197456]]]}\"]\n",
       "},\n",
       "\"fill\":\"gray\",\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":600.0,\n",
       "\"y\":0.0,\n",
       "\"width\":null,\n",
       "\"height\":null,\n",
       "\"feature_spec\":{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"geom_point()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\"],\n",
       "\"found name\":[\"Boston\",\"New York\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.0884755326693, 42.3110405355692]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-73.8673749469137, 40.6847005337477]}\"]\n",
       "},\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"M4vc2J\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.plot.GGBunch at 0x7834456659c0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# geocoder object can be used as map parameter to simply display a geometry\n",
    "plots = GGBunch()\n",
    "plots.add_plot(p + geom_map(map=cities, fill='gray') + ggtitle('geom_map()'), 0, 0)\n",
    "plots.add_plot(p + geom_rect(map=cities, fill='gray') + ggtitle('geom_rect()'), 300, 0)\n",
    "plots.add_plot(p + geom_point(map=cities) + ggtitle('geom_point()'), 600, 0)\n",
    "plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:26:58.826679Z",
     "iopub.status.busy": "2024-04-17T07:26:58.826596Z",
     "iopub.status.idle": "2024-04-17T07:27:00.289016Z",
     "shell.execute_reply": "2024-04-17T07:27:00.288638Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"CXnAGr\"></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\":null,\n",
       "\"height\":null,\n",
       "\"feature_spec\":{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"geom_map()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"mapping\":{\n",
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       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\"],\n",
       "\"found name\":[\"Boston\",\"New York\"],\n",
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[-73.997853845, 40.708334856], [-74.008354694, 40.700395615], [-74.014231414, 40.699837723]]], [[[-73.79115209, 40.854202305], [-73.788996935, 40.858217522], [-73.781505525, 40.848432944], [-73.782838583, 40.836069455], [-73.791511506, 40.846539328], [-73.79115209, 40.854202305]]], [[[-73.769862056, 40.859260888], [-73.765329123, 40.854905035], [-73.769483864, 40.852580929], [-73.768943399, 40.844841511], [-73.77245307, 40.851412842], [-73.769862056, 40.859260888]]], [[[-74.217251837, 40.503358963], [-74.247838408, 40.495812662], [-74.255678505, 40.507382226], [-74.251400381, 40.514237868], [-74.245790541, 40.515648692], [-74.2477566, 40.517404176], [-74.23987627, 40.51983825], [-74.242966175, 40.520999632], [-74.240979999, 40.533233036], [-74.247992635, 40.542828519], [-74.246163368, 40.545400726], [-74.228679389, 40.556024824], [-74.218669385, 40.554399425], [-74.21196118, 40.558308697], [-74.204684347, 40.589130919], [-74.196900576, 40.596215886], [-74.198351651, 40.608034893], 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       "},\n",
       "\"fill\":\"gray\",\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":300.0,\n",
       "\"y\":0.0,\n",
       "\"width\":null,\n",
       "\"height\":null,\n",
       "\"feature_spec\":{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"geom_rect()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"rect\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\"],\n",
       "\"found name\":[\"Boston\",\"New York\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-70.9244620800018, 42.2279115021229], [-70.9244620800018, 42.3969778418541], [-71.1912493407726, 42.3969778418541], [-71.1912493407726, 42.2279115021229], [-70.9244620800018, 42.2279115021229]]]}\",\"{\\\"type\\\": \\\"Polygon\\\", \\\"coordinates\\\": [[[-73.7001809477806, 40.4960802197456], [-73.7001809477806, 40.9161785244942], [-74.2556785047054, 40.9161785244942], [-74.2556785047054, 40.4960802197456], [-73.7001809477806, 40.4960802197456]]]}\"]\n",
       "},\n",
       "\"fill\":\"gray\",\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":600.0,\n",
       "\"y\":0.0,\n",
       "\"width\":null,\n",
       "\"height\":null,\n",
       "\"feature_spec\":{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"geom_point()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\"],\n",
       "\"found name\":[\"Boston\",\"New York\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.0884755326693, 42.3110405355692]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-73.8673749469137, 40.6847005337477]}\"]\n",
       "},\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"CXnAGr\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.plot.GGBunch at 0x7834457f9270>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# GeoDataFrame also can be also as map parameter to display a geometry - syntax is the same as with Geocoder.\n",
    "# It is usefull for optimisation - geocoder caches geocodes, but doesn't cache geometries.\n",
    "centroids = cities.get_centroids()\n",
    "bboxes = cities.get_limits()\n",
    "boundaries = cities.get_boundaries()\n",
    "p = ggplot() + ggsize(300, 200)\n",
    "plots = GGBunch()\n",
    "plots.add_plot(p + geom_map(map=cities.get_boundaries(), fill='gray') + ggtitle('geom_map()'), 0, 0)\n",
    "plots.add_plot(p + geom_rect(map=cities.get_limits(), fill='gray') + ggtitle('geom_rect()'), 300, 0)\n",
    "plots.add_plot(p + geom_point(map=cities.get_centroids()) + ggtitle('geom_point()'), 600, 0)\n",
    "plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### map and map_join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:00.290353Z",
     "iopub.status.busy": "2024-04-17T07:27:00.290235Z",
     "iopub.status.idle": "2024-04-17T07:27:00.539343Z",
     "shell.execute_reply": "2024-04-17T07:27:00.539021Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        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>id</th>\n",
       "      <th>city</th>\n",
       "      <th>found name</th>\n",
       "      <th>state</th>\n",
       "      <th>centroid</th>\n",
       "      <th>position</th>\n",
       "      <th>limit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158809705</td>\n",
       "      <td>boston</td>\n",
       "      <td>Boston</td>\n",
       "      <td>massachusetts</td>\n",
       "      <td>[-71.0884755326693, 42.3110405355692]</td>\n",
       "      <td>[-71.1912493407726, 42.2279115021229, -71.0096...</td>\n",
       "      <td>[-71.1912493407726, 42.2279115021229, -70.9244...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>61785451</td>\n",
       "      <td>new york</td>\n",
       "      <td>New York</td>\n",
       "      <td>new york</td>\n",
       "      <td>[-73.8673749469137, 40.6847005337477]</td>\n",
       "      <td>[-74.0417455136776, 40.5700233578682, -73.7001...</td>\n",
       "      <td>[-74.2556785047054, 40.4960802197456, -73.7001...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8898137</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>vermont</td>\n",
       "      <td>[-72.5724501055639, 44.4132962822914]</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "      <td>[-72.6543393731117, 44.3454243242741, -72.4935...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>158851900</td>\n",
       "      <td>worcester</td>\n",
       "      <td>Worcester</td>\n",
       "      <td>massachusetts</td>\n",
       "      <td>[-71.8154652712922, 42.2678737342358]</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "      <td>[-71.8840424716473, 42.2100399434566, -71.7312...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id       city found name          state  \\\n",
       "0  158809705     boston     Boston  massachusetts   \n",
       "1   61785451   new york   New York       new york   \n",
       "2    8898137  worcester  Worcester        vermont   \n",
       "3  158851900  worcester  Worcester  massachusetts   \n",
       "\n",
       "                                centroid  \\\n",
       "0  [-71.0884755326693, 42.3110405355692]   \n",
       "1  [-73.8673749469137, 40.6847005337477]   \n",
       "2  [-72.5724501055639, 44.4132962822914]   \n",
       "3  [-71.8154652712922, 42.2678737342358]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [-71.1912493407726, 42.2279115021229, -71.0096...   \n",
       "1  [-74.0417455136776, 40.5700233578682, -73.7001...   \n",
       "2  [-72.6543393731117, 44.3454243242741, -72.4935...   \n",
       "3  [-71.8840424716473, 42.2100399434566, -71.7312...   \n",
       "\n",
       "                                               limit  \n",
       "0  [-71.1912493407726, 42.2279115021229, -70.9244...  \n",
       "1  [-74.2556785047054, 40.4960802197456, -73.7001...  \n",
       "2  [-72.6543393731117, 44.3454243242741, -72.4935...  \n",
       "3  [-71.8840424716473, 42.2100399434566, -71.7312...  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# map_join allows to join data and geometry.\n",
    "# To make this exmaple more complex a demo data contains cities with same name (Worcester).\n",
    "# Also there is a city and state with same name (New York). \n",
    "# All names in DataFrame are in lower case to distinct user input from geocoding result.\n",
    "import pandas\n",
    "d = pandas.DataFrame({\n",
    "    'City_Name': ['boston', 'new york', 'worcester', 'worcester'],\n",
    "    'State_Name': ['massachusetts', 'new york', 'vermont', 'massachusetts'],\n",
    "    'mean': [523, 556, 600, 533]\n",
    "})\n",
    "\n",
    "geocoder = geocode_cities(d.City_Name).states(d.State_Name)\n",
    "geocoder.get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:00.540451Z",
     "iopub.status.busy": "2024-04-17T07:27:00.540366Z",
     "iopub.status.idle": "2024-04-17T07:27:01.048278Z",
     "shell.execute_reply": "2024-04-17T07:27:01.048066Z"
    }
   },
   "outputs": [],
   "source": [
    "# Cache boundaries\n",
    "background_states = geocode_states(['massachusetts', 'new york', 'vermont']).inc_res().get_boundaries()\n",
    "\n",
    "def draw_plot(map, map_join):\n",
    "    return ggplot() + \\\n",
    "        geom_map(map=background_states) + \\\n",
    "        geom_point(aes(size='mean', color='City_Name'), data=d, map=map, map_join=map_join) + \\\n",
    "        theme_void()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:01.049608Z",
     "iopub.status.busy": "2024-04-17T07:27:01.049500Z",
     "iopub.status.idle": "2024-04-17T07:27:01.286056Z",
     "shell.execute_reply": "2024-04-17T07:27:01.285750Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"Iycs1n\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"state\":[\"massachusetts\",\"new york\",\"vermont\"],\n",
       "\"found name\":[\"Massachusetts\",\"New York\",\"Vermont\"],\n",
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       "},\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "\"City_Name\":[\"boston\",\"new york\",\"worcester\",\"worcester\"],\n",
       "\"State_Name\":[\"massachusetts\",\"new york\",\"vermont\",\"massachusetts\"],\n",
       "\"mean\":[523.0,556.0,600.0,533.0]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"size\":\"mean\",\n",
       "\"color\":\"City_Name\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\",\"worcester\",\"worcester\"],\n",
       "\"found name\":[\"Boston\",\"New York\",\"Worcester\",\"Worcester\"],\n",
       "\"state\":[\"massachusetts\",\"new york\",\"vermont\",\"massachusetts\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.0884755326693, 42.3110405355692]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-73.8673749469137, 40.6847005337477]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-72.5724501055639, 44.4132962822914]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.8154652712922, 42.2678737342358]}\"]\n",
       "},\n",
       "\"map_join\":[[\"City_Name\",\"State_Name\"],[\"city\",\"state\"]],\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Iycs1n\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x783445501450>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Draw a GeoDataFrame with a data. \n",
    "# Names in GeoDataFrame from Geocoder are predefined: 'city', 'county', 'state', 'country'\n",
    "# Order of levels in map_join should match:\n",
    "draw_plot(map=geocoder.get_centroids(), map_join=[['City_Name', 'State_Name'], ['city', 'state']])\n",
    "\n",
    "# Note that Worcesters have proper position and data, but color is the same color. \n",
    "# To make the color distinct a new column with combination of city and state names can be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:01.287288Z",
     "iopub.status.busy": "2024-04-17T07:27:01.287189Z",
     "iopub.status.idle": "2024-04-17T07:27:01.526556Z",
     "shell.execute_reply": "2024-04-17T07:27:01.526349Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"eUdx2h\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\"\n",
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       "\"scales\":[],\n",
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       "\"geom\":\"map\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"state\":[\"massachusetts\",\"new york\",\"vermont\"],\n",
       "\"found name\":[\"Massachusetts\",\"New York\",\"Vermont\"],\n",
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       "},\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "\"City_Name\":[\"boston\",\"new york\",\"worcester\",\"worcester\"],\n",
       "\"State_Name\":[\"massachusetts\",\"new york\",\"vermont\",\"massachusetts\"],\n",
       "\"mean\":[523.0,556.0,600.0,533.0]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"size\":\"mean\",\n",
       "\"color\":\"City_Name\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\",\"worcester\",\"worcester\"],\n",
       "\"found name\":[\"Boston\",\"New York\",\"Worcester\",\"Worcester\"],\n",
       "\"state\":[\"massachusetts\",\"new york\",\"vermont\",\"massachusetts\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.0884755326693, 42.3110405355692]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-73.8673749469137, 40.6847005337477]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-72.5724501055639, 44.4132962822914]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.8154652712922, 42.2678737342358]}\"]\n",
       "},\n",
       "\"map_join\":[[\"City_Name\",\"State_Name\"],[\"city\",\"state\"]],\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"eUdx2h\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x783445503430>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# With Geocoder or GeoDataFrame returned by Geocoder we can omit generated map names.\n",
    "# Only data columns have to be defined. Map columns will be generated with the following order: \n",
    "# - city, county, state, country. \n",
    "# Not requested levels will be ommited.\n",
    "# Data columns should exactly follow this order.\n",
    "draw_plot(map=geocoder, map_join=[['City_Name', 'State_Name']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:01.527726Z",
     "iopub.status.busy": "2024-04-17T07:27:01.527620Z",
     "iopub.status.idle": "2024-04-17T07:27:01.771282Z",
     "shell.execute_reply": "2024-04-17T07:27:01.770936Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"ei9rXP\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
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       "},\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "\"City_Name\":[\"boston\",\"new york\",\"worcester\",\"worcester\"],\n",
       "\"State_Name\":[\"massachusetts\",\"new york\",\"vermont\",\"massachusetts\"],\n",
       "\"mean\":[523.0,556.0,600.0,533.0]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"size\":\"mean\",\n",
       "\"color\":\"City_Name\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"city\":[\"boston\",\"new york\",\"worcester\",\"worcester\"],\n",
       "\"found name\":[\"Boston\",\"New York\",\"Worcester\",\"Worcester\"],\n",
       "\"state\":[\"massachusetts\",\"new york\",\"vermont\",\"massachusetts\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.0884755326693, 42.3110405355692]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-73.8673749469137, 40.6847005337477]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-72.5724501055639, 44.4132962822914]}\",\"{\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-71.8154652712922, 42.2678737342358]}\"]\n",
       "},\n",
       "\"map_join\":[[\"State_Name\",\"City_Name\"],[\"city\",\"state\"]],\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"ei9rXP\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x783445536e30>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Not following the order leads to an unexpected result: \n",
    "draw_plot(map=geocoder, map_join=[['State_Name', 'City_Name']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:01.772520Z",
     "iopub.status.busy": "2024-04-17T07:27:01.772419Z",
     "iopub.status.idle": "2024-04-17T07:27:01.774444Z",
     "shell.execute_reply": "2024-04-17T07:27:01.774260Z"
    }
   },
   "outputs": [],
   "source": [
    "us48 = geocode_states('us-48').inc_res()\n",
    "p = ggplot() + \\\n",
    "    theme_void() + theme(legend_position='none') + \\\n",
    "    ggsize(600, 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:01.775406Z",
     "iopub.status.busy": "2024-04-17T07:27:01.775329Z",
     "iopub.status.idle": "2024-04-17T07:27:02.378962Z",
     "shell.execute_reply": "2024-04-17T07:27:02.378623Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"QvVVlX\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\",\n",
       "\"legend_position\":\"none\"\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":300.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"data\":{\n",
       "\"found name\":[\"Vermont\",\"Massachusetts\",\"New York\",\"Maine\",\"New Hampshire\",\"Texas\",\"Illinois\",\"Missouri\",\"Kansas\",\"Oklahoma\",\"Arkansas\",\"Nebraska\",\"Iowa\",\"South Dakota\",\"North Dakota\",\"Kentucky\",\"Indiana\",\"Tennessee\",\"Mississippi\",\"Alabama\",\"Georgia\",\"Colorado\",\"Wyoming\",\"Utah\",\"New Mexico\",\"Arizona\",\"Florida\",\"Ohio\",\"West Virginia\",\"Washington, D.C.\",\"Pennsylvania\",\"Delaware\",\"Maryland\",\"Montana\",\"Idaho\",\"Wisconsin\",\"Minnesota\",\"Nevada\",\"California\",\"Oregon\",\"Washington\",\"Michigan\",\"Connecticut\",\"South Carolina\",\"Virginia\",\"North Carolina\",\"Louisiana\",\"New Jersey\",\"Rhode Island\"]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"fill\":\"found name\"\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@{found name}\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"state\":[\"Vermont\",\"Massachusetts\",\"New York\",\"Maine\",\"New Hampshire\",\"Texas\",\"Illinois\",\"Missouri\",\"Kansas\",\"Oklahoma\",\"Arkansas\",\"Nebraska\",\"Iowa\",\"South Dakota\",\"North Dakota\",\"Kentucky\",\"Indiana\",\"Tennessee\",\"Mississippi\",\"Alabama\",\"Georgia\",\"Colorado\",\"Wyoming\",\"Utah\",\"New Mexico\",\"Arizona\",\"Florida\",\"Ohio\",\"West Virginia\",\"Washington, D.C.\",\"Pennsylvania\",\"Delaware\",\"Maryland\",\"Montana\",\"Idaho\",\"Wisconsin\",\"Minnesota\",\"Nevada\",\"California\",\"Oregon\",\"Washington\",\"Michigan\",\"Connecticut\",\"South Carolina\",\"Virginia\",\"North Carolina\",\"Louisiana\",\"New Jersey\",\"Rhode Island\"],\n",
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       "},\n",
       "\"map_join\":[[\"found name\"],[\"state\"]],\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"QvVVlX\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x783445535030>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Geocoder can be passed to a data parameter. In this case column 'found name' can be used for join and styling:\n",
    "p + geom_map(aes(fill='found name'), \n",
    "             data=us48, \n",
    "             map=us48, map_join='found name', \n",
    "             tooltips=layer_tooltips().line('@{found name}'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:02.380207Z",
     "iopub.status.busy": "2024-04-17T07:27:02.380102Z",
     "iopub.status.idle": "2024-04-17T07:27:02.771956Z",
     "shell.execute_reply": "2024-04-17T07:27:02.771760Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"DCnob5\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\",\n",
       "\"legend_position\":\"none\"\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":300.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"data\":{\n",
       "\"found name\":[\"Vermont\",\"Massachusetts\",\"New York\",\"Maine\",\"New Hampshire\",\"Texas\",\"Illinois\",\"Missouri\",\"Kansas\",\"Oklahoma\",\"Arkansas\",\"Nebraska\",\"Iowa\",\"South Dakota\",\"North Dakota\",\"Kentucky\",\"Indiana\",\"Tennessee\",\"Mississippi\",\"Alabama\",\"Georgia\",\"Colorado\",\"Wyoming\",\"Utah\",\"New Mexico\",\"Arizona\",\"Florida\",\"Ohio\",\"West Virginia\",\"Washington, D.C.\",\"Pennsylvania\",\"Delaware\",\"Maryland\",\"Montana\",\"Idaho\",\"Wisconsin\",\"Minnesota\",\"Nevada\",\"California\",\"Oregon\",\"Washington\",\"Michigan\",\"Connecticut\",\"South Carolina\",\"Virginia\",\"North Carolina\",\"Louisiana\",\"New Jersey\",\"Rhode Island\"],\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"fill\":\"found name\"\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@{found name}\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"DCnob5\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x78343f9456c0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# With GeoDataFrame as data a plot spec is even more compact\n",
    "p + geom_map(aes(fill='found name'), data=us48.get_boundaries(), tooltips=layer_tooltips().line('@{found name}'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:27:02.773212Z",
     "iopub.status.busy": "2024-04-17T07:27:02.773111Z",
     "iopub.status.idle": "2024-04-17T07:27:03.140722Z",
     "shell.execute_reply": "2024-04-17T07:27:03.140523Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"S8u4QO\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\",\n",
       "\"legend_position\":\"none\"\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":300.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
       "\"data\":{\n",
       "\"State_Name\":[\"Kansas\",\"Minnesota\",\"New Hampshire\",\"Indiana\",\"Missouri\",\"Delaware\",\"West Virginia\",\"Pennsylvania\",\"New Mexico\",\"South Dakota\",\"Illinois\",\"South Carolina\",\"Massachusetts\",\"Washington\",\"Ohio\",\"Vermont\",\"Connecticut\",\"Tennessee\",\"Utah\",\"Arizona\",\"Virginia\",\"Mississippi\",\"Maine\",\"Arkansas\",\"Montana\",\"Wisconsin\",\"Michigan\",\"Georgia\",\"Nevada\",\"Wyoming\"],\n",
       "\"Mean_Value\":[480.0,451.0,195.0,351.0,110.0,496.0,216.0,371.0,14.0,270.0,113.0,391.0,224.0,253.0,283.0,119.0,176.0,118.0,346.0,112.0,389.0,235.0,487.0,148.0,474.0,11.0,213.0,428.0,469.0,284.0]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"fill\":\"Mean_Value\"\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@{found name}\",\"mean:|@Mean_Value\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"map\":{\n",
       "\"state\":[\"Vermont\",\"Massachusetts\",\"New York\",\"Maine\",\"New Hampshire\",\"Texas\",\"Illinois\",\"Missouri\",\"Kansas\",\"Oklahoma\",\"Arkansas\",\"Nebraska\",\"Iowa\",\"South Dakota\",\"North Dakota\",\"Kentucky\",\"Indiana\",\"Tennessee\",\"Mississippi\",\"Alabama\",\"Georgia\",\"Colorado\",\"Wyoming\",\"Utah\",\"New Mexico\",\"Arizona\",\"Florida\",\"Ohio\",\"West Virginia\",\"Washington, D.C.\",\"Pennsylvania\",\"Delaware\",\"Maryland\",\"Montana\",\"Idaho\",\"Wisconsin\",\"Minnesota\",\"Nevada\",\"California\",\"Oregon\",\"Washington\",\"Michigan\",\"Connecticut\",\"South Carolina\",\"Virginia\",\"North Carolina\",\"Louisiana\",\"New Jersey\",\"Rhode Island\"],\n",
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       "},\n",
       "\"map_join\":[[\"State_Name\"],[\"state\"]],\n",
       "\"map_data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"S8u4QO\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x78343f905150>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# map_join works fine even when data and map rows doesn't match\n",
    "\n",
    "# For the simplicity I'll re-use states from us-48. Names can be provided by user.\n",
    "import random\n",
    "random.seed(1)\n",
    "area_of_interest = us48.get_geocodes().state.tolist()\n",
    "length = 30\n",
    "mean_by_state = {\n",
    "    'State_Name': random.sample(area_of_interest, length),\n",
    "    'Mean_Value': random.sample(range(0, 500), length)\n",
    "}\n",
    "\n",
    "p + geom_map(\n",
    "    aes(fill='Mean_Value'), \n",
    "    data=mean_by_state, map=us48, \n",
    "    map_join='State_Name', \n",
    "    tooltips=layer_tooltips()\n",
    "        .line('@{found name}')\n",
    "        .line('mean:|@Mean_Value')\n",
    ")\n",
    "\n",
    "# Note the variable 'found name' that is used in tooltip. \n",
    "# Thanks to map_join this variable is available for tooltip processor."
   ]
  }
 ],
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