Torronto_web-3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import json \n",
    "from geopy.geocoders import Nominatim\n",
    "from geopy.exc import GeocoderTimedOut\n",
    "import folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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rel=\"stylesheet\" href=\"/w/load.php?lang=en&amp;modules=ext.3d.styles%7Cext.cite.styles%7Cext.uls.interlanguage%7Cext.visualEditor.desktopArticleTarget.noscript%7Cext.wikimediaBadges%7Cjquery.tablesorter.styles%7Cmediawiki.legacy.commonPrint%2Cshared%7Cmediawiki.skinning.interface%7Cskins.vector.styles%7Cwikibase.client.init&amp;only=styles&amp;skin=vector\"/>\\n<script async=\"\" src=\"/w/load.php?lang=en&amp;modules=startup&amp;only=scripts&amp;raw=1&amp;skin=vector\"></script>\\n<meta name=\"ResourceLoaderDynamicStyles\" content=\"\"/>\\n<link rel=\"stylesheet\" href=\"/w/load.php?lang=en&amp;modules=site.styles&amp;only=styles&amp;skin=vector\"/>\\n<meta name=\"generator\" content=\"MediaWiki 1.35.0-wmf.4\"/>\\n<meta name=\"referrer\" content=\"origin\"/>\\n<meta name=\"referrer\" content=\"origin-when-crossorigin\"/>\\n<meta name=\"referrer\" content=\"origin-when-cross-origin\"/>\\n<link rel=\"alternate\" href=\"android-app://org.wikipedia/http/en.m.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"/>\\n<link rel=\"alternate\" type=\"application/x-wiki\" title=\"Edit this page\" href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit\"/>\\n<link rel=\"edit\" title=\"Edit this page\" href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit\"/>\\n<link rel=\"apple-touch-icon\" href=\"/static/apple-touch/wikipedia.png\"/>\\n<link rel=\"shortcut icon\" href=\"/static/favicon/wikipedia.ico\"/>\\n<link rel=\"search\" type=\"application/opensearchdescription+xml\" href=\"/w/opensearch_desc.php\" title=\"Wikipedia (en)\"/>\\n<link rel=\"EditURI\" type=\"application/rsd+xml\" href=\"//en.wikipedia.org/w/api.php?action=rsd\"/>\\n<link rel=\"license\" href=\"//creativecommons.org/licenses/by-sa/3.0/\"/>\\n<link rel=\"canonical\" href=\"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"/>\\n<link rel=\"dns-prefetch\" href=\"//login.wikimedia.org\"/>\\n<link rel=\"dns-prefetch\" href=\"//meta.wikimedia.org\" />\\n<!--[if lt IE 9]><script src=\"/w/resources/lib/html5shiv/html5shiv.js\"></script><![endif]-->\\n</head>\\n<body class=\"mediawiki ltr sitedir-ltr mw-hide-empty-elt ns-0 ns-subject mw-editable page-List_of_postal_codes_of_Canada_M rootpage-List_of_postal_codes_of_Canada_M skin-vector action-view\">\\n<div id=\"mw-page-base\" class=\"noprint\"></div>\\n<div id=\"mw-head-base\" class=\"noprint\"></div>\\n<div id=\"content\" class=\"mw-body\" role=\"main\">\\n\\t<a id=\"top\"></a>\\n\\t<div id=\"siteNotice\" class=\"mw-body-content\"><!-- CentralNotice --></div>\\n\\t<div class=\"mw-indicators mw-body-content\">\\n</div>\\n\\n\\t<h1 id=\"firstHeading\" class=\"firstHeading\" lang=\"en\">List of postal codes of Canada: M</h1>\\n\\t\\n\\t<div id=\"bodyContent\" class=\"mw-body-content\">\\n\\t\\t<div id=\"siteSub\" class=\"noprint\">From Wikipedia, the free encyclopedia</div>\\n\\t\\t<div id=\"contentSub\"></div>\\n\\t\\t\\n\\t\\t\\n\\t\\t\\n\\t\\t<div id=\"jump-to-nav\"></div>\\n\\t\\t<a class=\"mw-jump-link\" href=\"#mw-head\">Jump to navigation</a>\\n\\t\\t<a class=\"mw-jump-link\" href=\"#p-search\">Jump to search</a>\\n\\t\\t<div id=\"mw-content-text\" lang=\"en\" dir=\"ltr\" class=\"mw-content-ltr\"><div class=\"mw-parser-output\"><p>This is a list of <a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">postal codes in Canada</a> where the first letter is M. Postal codes beginning with M are located within the city of <a href=\"/wiki/Toronto\" title=\"Toronto\">Toronto</a> in the province of <a href=\"/wiki/Ontario\" title=\"Ontario\">Ontario</a>. Only the first three characters are listed, corresponding to the Forward Sortation Area.\\n</p><p><a href=\"/wiki/Canada_Post\" title=\"Canada Post\">Canada Post</a> provides a free postal code look-up tool on its website,<sup id=\"cite_ref-1\" class=\"reference\"><a href=\"#cite_note-1\">&#91;1&#93;</a></sup> via its <a href=\"/wiki/Mobile_app\" title=\"Mobile app\">applications</a> for such <a href=\"/wiki/Smartphones\" class=\"mw-redirect\" title=\"Smartphones\">smartphones</a> as the <a href=\"/wiki/IPhone\" title=\"IPhone\">iPhone</a> and <a href=\"/wiki/BlackBerry\" title=\"BlackBerry\">BlackBerry</a>,<sup id=\"cite_ref-2\" class=\"reference\"><a href=\"#cite_note-2\">&#91;2&#93;</a></sup>  and sells hard-copy directories and <a href=\"/wiki/CD-ROM\" title=\"CD-ROM\">CD-ROMs</a>. Many vendors also sell validation tools, which allow customers to properly match addresses and postal codes. Hard-copy directories can also be consulted in all post offices, and some libraries.\\n</p>\\n<h2><span class=\"mw-headline\" id=\"Toronto_-_FSAs\"><a href=\"/wiki/Toronto\" title=\"Toronto\">Toronto</a> - <a href=\"/wiki/Postal_codes_in_Canada#Forward_sortation_areas\" title=\"Postal codes in Canada\">FSAs</a></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=1\" title=\"Edit section: Toronto - FSAs\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\\n<p>Note: There are no rural FSAs in Toronto, hence no postal codes should start with M0, however, the postal code M0R 8T0 is assigned to an <a href=\"/wiki/Amazon_(company)\" title=\"Amazon (company)\">Amazon (company)</a> warehouse in Mississauga, suggesting that Canada Post may be allocating the M0 FSA for high volume addresses.\\n</p>\\n<table class=\"wikitable sortable\">\\n<tbody><tr>\\n<th>Postcode</th>\\n<th>Borough</th>\\n<th>Neighbourhood\\n</th></tr>\\n<tr>\\n<td>M1A</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M2A</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3A</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Parkwoods\" title=\"Parkwoods\">Parkwoods</a>\\n</td></tr>\\n<tr>\\n<td>M4A</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Victoria_Village\" title=\"Victoria Village\">Victoria Village</a>\\n</td></tr>\\n<tr>\\n<td>M5A</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Harbourfront_(Toronto)\" title=\"Harbourfront (Toronto)\">Harbourfront</a>\\n</td></tr>\\n<tr>\\n<td>M5A</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Regent_Park\" title=\"Regent Park\">Regent Park</a>\\n</td></tr>\\n<tr>\\n<td>M6A</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Lawrence_Heights\" title=\"Lawrence Heights\">Lawrence Heights</a>\\n</td></tr>\\n<tr>\\n<td>M6A</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Lawrence_Manor\" title=\"Lawrence Manor\">Lawrence Manor</a>\\n</td></tr>\\n<tr>\\n<td>M7A</td>\\n<td><a href=\"/wiki/Queen%27s_Park_(Toronto)\" title=\"Queen&#39;s Park (Toronto)\">Queen\\'s Park</a></td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8A</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9A</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Islington_Avenue\" class=\"mw-redirect\" title=\"Islington Avenue\">Islington Avenue</a>\\n</td></tr>\\n<tr>\\n<td>M1B</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Rouge,_Toronto\" title=\"Rouge, Toronto\">Rouge</a>\\n</td></tr>\\n<tr>\\n<td>M1B</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Malvern,_Toronto\" title=\"Malvern, Toronto\">Malvern</a>\\n</td></tr>\\n<tr>\\n<td>M2B</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3B</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Don Mills North\\n</td></tr>\\n<tr>\\n<td>M4B</td>\\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\\n<td><a href=\"/wiki/Woodbine_Gardens\" class=\"mw-redirect\" title=\"Woodbine Gardens\">Woodbine Gardens</a>\\n</td></tr>\\n<tr>\\n<td>M4B</td>\\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\\n<td><a href=\"/wiki/Parkview_Hill\" class=\"mw-redirect\" title=\"Parkview Hill\">Parkview Hill</a>\\n</td></tr>\\n<tr>\\n<td>M5B</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Ryerson\\n</td></tr>\\n<tr>\\n<td>M5B</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Garden District\\n</td></tr>\\n<tr>\\n<td>M6B</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Glencairn\\n</td></tr>\\n<tr>\\n<td>M7B</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8B</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9B</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Cloverdale\\n</td></tr>\\n<tr>\\n<td>M9B</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Islington,_Toronto\" class=\"mw-redirect\" title=\"Islington, Toronto\">Islington</a>\\n</td></tr>\\n<tr>\\n<td>M9B</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Martin Grove\\n</td></tr>\\n<tr>\\n<td>M9B</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Princess_Gardens\" title=\"Princess Gardens\">Princess Gardens</a>\\n</td></tr>\\n<tr>\\n<td>M9B</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/West_Deane_Park\" class=\"mw-redirect\" title=\"West Deane Park\">West Deane Park</a>\\n</td></tr>\\n<tr>\\n<td>M1C</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Highland_Creek_(Toronto)\" title=\"Highland Creek (Toronto)\">Highland Creek</a>\\n</td></tr>\\n<tr>\\n<td>M1C</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Rouge_Hill\" class=\"mw-redirect\" title=\"Rouge Hill\">Rouge Hill</a>\\n</td></tr>\\n<tr>\\n<td>M1C</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Port_Union,_Toronto\" title=\"Port Union, Toronto\">Port Union</a>\\n</td></tr>\\n<tr>\\n<td>M2C</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3C</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Flemingdon_Park\" title=\"Flemingdon Park\">Flemingdon Park</a>\\n</td></tr>\\n<tr>\\n<td>M3C</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Don Mills South\\n</td></tr>\\n<tr>\\n<td>M4C</td>\\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\\n<td><a href=\"/wiki/Woodbine_Heights\" class=\"mw-redirect\" title=\"Woodbine Heights\">Woodbine Heights</a>\\n</td></tr>\\n<tr>\\n<td>M5C</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/St._James_Town\" title=\"St. James Town\">St. James Town</a>\\n</td></tr>\\n<tr>\\n<td>M6C</td>\\n<td>York</td>\\n<td><a href=\"/wiki/Humewood-Cedarvale\" class=\"mw-redirect\" title=\"Humewood-Cedarvale\">Humewood-Cedarvale</a>\\n</td></tr>\\n<tr>\\n<td>M7C</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8C</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9C</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Bloordale Gardens\\n</td></tr>\\n<tr>\\n<td>M9C</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Eringate\\n</td></tr>\\n<tr>\\n<td>M9C</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Markland_Wood\" title=\"Markland Wood\">Markland Wood</a>\\n</td></tr>\\n<tr>\\n<td>M9C</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Old Burnhamthorpe\\n</td></tr>\\n<tr>\\n<td>M1E</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Guildwood\\n</td></tr>\\n<tr>\\n<td>M1E</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Morningside,_Toronto\" title=\"Morningside, Toronto\">Morningside</a>\\n</td></tr>\\n<tr>\\n<td>M1E</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/West_Hill,_Toronto\" title=\"West Hill, Toronto\">West Hill</a>\\n</td></tr>\\n<tr>\\n<td>M2E</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3E</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4E</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td><a href=\"/wiki/The_Beaches\" title=\"The Beaches\">The Beaches</a>\\n</td></tr>\\n<tr>\\n<td>M5E</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Berczy_Park\" title=\"Berczy Park\">Berczy Park</a>\\n</td></tr>\\n<tr>\\n<td>M6E</td>\\n<td>York</td>\\n<td>Caledonia-Fairbanks\\n</td></tr>\\n<tr>\\n<td>M7E</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8E</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9E</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1G</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Woburn,_Toronto\" title=\"Woburn, Toronto\">Woburn</a>\\n</td></tr>\\n<tr>\\n<td>M2G</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3G</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4G</td>\\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\\n<td><a href=\"/wiki/Leaside\" title=\"Leaside\">Leaside</a>\\n</td></tr>\\n<tr>\\n<td>M5G</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Central Bay Street\\n</td></tr>\\n<tr>\\n<td>M6G</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Christie\\n</td></tr>\\n<tr>\\n<td>M7G</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8G</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9G</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1H</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Cedarbrae\\n</td></tr>\\n<tr>\\n<td>M2H</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Hillcrest_Village\" title=\"Hillcrest Village\">Hillcrest Village</a>\\n</td></tr>\\n<tr>\\n<td>M3H</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Bathurst_Manor\" title=\"Bathurst Manor\">Bathurst Manor</a>\\n</td></tr>\\n<tr>\\n<td>M3H</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Downsview North\\n</td></tr>\\n<tr>\\n<td>M3H</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Wilson_Heights,_Toronto\" class=\"mw-redirect\" title=\"Wilson Heights, Toronto\">Wilson Heights</a>\\n</td></tr>\\n<tr>\\n<td>M4H</td>\\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\\n<td><a href=\"/wiki/Thorncliffe_Park\" title=\"Thorncliffe Park\">Thorncliffe Park</a>\\n</td></tr>\\n<tr>\\n<td>M5H</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Adelaide\\n</td></tr>\\n<tr>\\n<td>M5H</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>King\\n</td></tr>\\n<tr>\\n<td>M5H</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Richmond\\n</td></tr>\\n<tr>\\n<td>M6H</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Dovercourt_Village\" class=\"mw-redirect\" title=\"Dovercourt Village\">Dovercourt Village</a>\\n</td></tr>\\n<tr>\\n<td>M6H</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td>Dufferin\\n</td></tr>\\n<tr>\\n<td>M7H</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8H</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9H</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1J</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Scarborough_Village\" title=\"Scarborough Village\">Scarborough Village</a>\\n</td></tr>\\n<tr>\\n<td>M2J</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Fairview\\n</td></tr>\\n<tr>\\n<td>M2J</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Henry_Farm\" title=\"Henry Farm\">Henry Farm</a>\\n</td></tr>\\n<tr>\\n<td>M2J</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Oriole\\n</td></tr>\\n<tr>\\n<td>M3J</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Northwood_Park\" class=\"mw-redirect\" title=\"Northwood Park\">Northwood Park</a>\\n</td></tr>\\n<tr>\\n<td>M3J</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/York_University\" title=\"York University\">York University</a>\\n</td></tr>\\n<tr>\\n<td>M4J</td>\\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a>\\n</td></tr>\\n<tr>\\n<td>M5J</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Harbourfront East\\n</td></tr>\\n<tr>\\n<td>M5J</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Toronto_Islands\" title=\"Toronto Islands\">Toronto Islands</a>\\n</td></tr>\\n<tr>\\n<td>M5J</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Union_Station_(Toronto)\" title=\"Union Station (Toronto)\">Union Station</a>\\n</td></tr>\\n<tr>\\n<td>M6J</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Little_Portugal,_Toronto\" title=\"Little Portugal, Toronto\">Little Portugal</a>\\n</td></tr>\\n<tr>\\n<td>M6J</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Trinity%E2%80%93Bellwoods\" title=\"Trinity–Bellwoods\">Trinity</a>\\n</td></tr>\\n<tr>\\n<td>M7J</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8J</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9J</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1K</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>East Birchmount Park\\n</td></tr>\\n<tr>\\n<td>M1K</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Ionview\" title=\"Ionview\">Ionview</a>\\n</td></tr>\\n<tr>\\n<td>M1K</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Kennedy_Park,_Toronto\" class=\"mw-redirect\" title=\"Kennedy Park, Toronto\">Kennedy Park</a>\\n</td></tr>\\n<tr>\\n<td>M2K</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Bayview_Village\" title=\"Bayview Village\">Bayview Village</a>\\n</td></tr>\\n<tr>\\n<td>M3K</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/CFB_Toronto\" title=\"CFB Toronto\">CFB Toronto</a>\\n</td></tr>\\n<tr>\\n<td>M3K</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Downsview East\\n</td></tr>\\n<tr>\\n<td>M4K</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td>The Danforth West\\n</td></tr>\\n<tr>\\n<td>M4K</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td><a href=\"/wiki/Riverdale,_Toronto\" title=\"Riverdale, Toronto\">Riverdale</a>\\n</td></tr>\\n<tr>\\n<td>M5K</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Design_Exchange\" title=\"Design Exchange\">Design Exchange</a>\\n</td></tr>\\n<tr>\\n<td>M5K</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Toronto_Dominion_Centre\" class=\"mw-redirect\" title=\"Toronto Dominion Centre\">Toronto Dominion Centre</a>\\n</td></tr>\\n<tr>\\n<td>M6K</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td>Brockton\\n</td></tr>\\n<tr>\\n<td>M6K</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Exhibition_Place\" title=\"Exhibition Place\">Exhibition Place</a>\\n</td></tr>\\n<tr>\\n<td>M6K</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Parkdale_Village\" class=\"mw-redirect\" title=\"Parkdale Village\">Parkdale Village</a>\\n</td></tr>\\n<tr>\\n<td>M7K</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8K</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9K</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1L</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Clairlea\" title=\"Clairlea\">Clairlea</a>\\n</td></tr>\\n<tr>\\n<td>M1L</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Golden_Mile,_Toronto\" title=\"Golden Mile, Toronto\">Golden Mile</a>\\n</td></tr>\\n<tr>\\n<td>M1L</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Oakridge,_Toronto\" title=\"Oakridge, Toronto\">Oakridge</a>\\n</td></tr>\\n<tr>\\n<td>M2L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Silver Hills\\n</td></tr>\\n<tr>\\n<td>M2L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/York_Mills\" title=\"York Mills\">York Mills</a>\\n</td></tr>\\n<tr>\\n<td>M3L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Downsview\" title=\"Downsview\">Downsview West</a>\\n</td></tr>\\n<tr>\\n<td>M4L</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td>The Beaches West\\n</td></tr>\\n<tr>\\n<td>M4L</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td><a href=\"/wiki/India_Bazaar\" class=\"mw-redirect\" title=\"India Bazaar\">India Bazaar</a>\\n</td></tr>\\n<tr>\\n<td>M5L</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Commerce_Court\" title=\"Commerce Court\">Commerce Court</a>\\n</td></tr>\\n<tr>\\n<td>M5L</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Victoria Hotel\\n</td></tr>\\n<tr>\\n<td>M6L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Downsview,_Toronto\" class=\"mw-redirect\" title=\"Downsview, Toronto\">Downsview</a>\\n</td></tr>\\n<tr>\\n<td>M6L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>North Park\\n</td></tr>\\n<tr>\\n<td>M6L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Upwood Park\\n</td></tr>\\n<tr>\\n<td>M7L</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8L</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9L</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Humber_Summit\" title=\"Humber Summit\">Humber Summit</a>\\n</td></tr>\\n<tr>\\n<td>M1M</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Cliffcrest\" title=\"Cliffcrest\">Cliffcrest</a>\\n</td></tr>\\n<tr>\\n<td>M1M</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Cliffside,_Toronto\" title=\"Cliffside, Toronto\">Cliffside</a>\\n</td></tr>\\n<tr>\\n<td>M1M</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Scarborough Village West\\n</td></tr>\\n<tr>\\n<td>M2M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Newtonbrook\" title=\"Newtonbrook\">Newtonbrook</a>\\n</td></tr>\\n<tr>\\n<td>M2M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Willowdale,_Toronto\" title=\"Willowdale, Toronto\">Willowdale</a>\\n</td></tr>\\n<tr>\\n<td>M3M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Downsview Central\\n</td></tr>\\n<tr>\\n<td>M4M</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td>Studio District\\n</td></tr>\\n<tr>\\n<td>M5M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Bedford_Park,_Toronto\" title=\"Bedford Park, Toronto\">Bedford Park</a>\\n</td></tr>\\n<tr>\\n<td>M5M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Lawrence Manor East\\n</td></tr>\\n<tr>\\n<td>M6M</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td>Del Ray\\n</td></tr>\\n<tr>\\n<td>M6M</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td><a href=\"/wiki/Keelesdale\" class=\"mw-redirect\" title=\"Keelesdale\">Keelesdale</a>\\n</td></tr>\\n<tr>\\n<td>M6M</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td><a href=\"/wiki/Mount_Dennis\" title=\"Mount Dennis\">Mount Dennis</a>\\n</td></tr>\\n<tr>\\n<td>M6M</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td><a href=\"/wiki/Silverthorn,_Toronto\" title=\"Silverthorn, Toronto\">Silverthorn</a>\\n</td></tr>\\n<tr>\\n<td>M7M</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8M</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Emery,_Toronto\" class=\"mw-redirect\" title=\"Emery, Toronto\">Emery</a>\\n</td></tr>\\n<tr>\\n<td>M9M</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Humberlea\" class=\"mw-redirect\" title=\"Humberlea\">Humberlea</a>\\n</td></tr>\\n<tr>\\n<td>M1N</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Birch_Cliff\" title=\"Birch Cliff\">Birch Cliff</a>\\n</td></tr>\\n<tr>\\n<td>M1N</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Cliffside West\\n</td></tr>\\n<tr>\\n<td>M2N</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Willowdale South\\n</td></tr>\\n<tr>\\n<td>M3N</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>Downsview Northwest\\n</td></tr>\\n<tr>\\n<td>M4N</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/Lawrence_Park,_Toronto\" title=\"Lawrence Park, Toronto\">Lawrence Park</a>\\n</td></tr>\\n<tr>\\n<td>M5N</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Roselawn\\n</td></tr>\\n<tr>\\n<td>M6N</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td>The Junction North\\n</td></tr>\\n<tr>\\n<td>M6N</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td>Runnymede\\n</td></tr>\\n<tr>\\n<td>M7N</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8N</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9N</td>\\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\\n<td><a href=\"/wiki/Weston,_Toronto\" title=\"Weston, Toronto\">Weston</a>\\n</td></tr>\\n<tr>\\n<td>M1P</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Dorset_Park\" title=\"Dorset Park\">Dorset Park</a>\\n</td></tr>\\n<tr>\\n<td>M1P</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Scarborough_Town_Centre\" title=\"Scarborough Town Centre\">Scarborough Town Centre</a>\\n</td></tr>\\n<tr>\\n<td>M1P</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Wexford_Heights\" class=\"mw-redirect\" title=\"Wexford Heights\">Wexford Heights</a>\\n</td></tr>\\n<tr>\\n<td>M2P</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td>York Mills West\\n</td></tr>\\n<tr>\\n<td>M3P</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4P</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Davisville North\\n</td></tr>\\n<tr>\\n<td>M5P</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/Forest_Hill_North\" class=\"mw-redirect\" title=\"Forest Hill North\">Forest Hill North</a>\\n</td></tr>\\n<tr>\\n<td>M5P</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Forest Hill West\\n</td></tr>\\n<tr>\\n<td>M6P</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/High_Park\" title=\"High Park\">High Park</a>\\n</td></tr>\\n<tr>\\n<td>M6P</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td>The Junction South\\n</td></tr>\\n<tr>\\n<td>M7P</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8P</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9P</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Westmount\\n</td></tr>\\n<tr>\\n<td>M1R</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Maryvale,_Toronto\" title=\"Maryvale, Toronto\">Maryvale</a>\\n</td></tr>\\n<tr>\\n<td>M1R</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Wexford,_Toronto\" title=\"Wexford, Toronto\">Wexford</a>\\n</td></tr>\\n<tr>\\n<td>M2R</td>\\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\\n<td><a href=\"/wiki/Willowdale_West\" class=\"mw-redirect\" title=\"Willowdale West\">Willowdale West</a>\\n</td></tr>\\n<tr>\\n<td>M3R</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4R</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>North Toronto West\\n</td></tr>\\n<tr>\\n<td>M5R</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/The_Annex\" title=\"The Annex\">The Annex</a>\\n</td></tr>\\n<tr>\\n<td>M5R</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>North Midtown\\n</td></tr>\\n<tr>\\n<td>M5R</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/Yorkville,_Toronto\" title=\"Yorkville, Toronto\">Yorkville</a>\\n</td></tr>\\n<tr>\\n<td>M6R</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Parkdale,_Toronto\" title=\"Parkdale, Toronto\">Parkdale</a>\\n</td></tr>\\n<tr>\\n<td>M6R</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Roncesvalles,_Toronto\" title=\"Roncesvalles, Toronto\">Roncesvalles</a>\\n</td></tr>\\n<tr>\\n<td>M7R</td>\\n<td>Mississauga</td>\\n<td>Canada Post Gateway Processing Centre\\n</td></tr>\\n<tr>\\n<td>M8R</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9R</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Kingsview_Village\" title=\"Kingsview Village\">Kingsview Village</a>\\n</td></tr>\\n<tr>\\n<td>M9R</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Martin Grove Gardens\\n</td></tr>\\n<tr>\\n<td>M9R</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Richview Gardens\\n</td></tr>\\n<tr>\\n<td>M9R</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>St. Phillips\\n</td></tr>\\n<tr>\\n<td>M1S</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Agincourt,_Toronto\" title=\"Agincourt, Toronto\">Agincourt</a>\\n</td></tr>\\n<tr>\\n<td>M2S</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3S</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4S</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Davisville\\n</td></tr>\\n<tr>\\n<td>M5S</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Harbord\\n</td></tr>\\n<tr>\\n<td>M5S</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/University_of_Toronto\" title=\"University of Toronto\">University of Toronto</a>\\n</td></tr>\\n<tr>\\n<td>M6S</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Runnymede,_Toronto\" title=\"Runnymede, Toronto\">Runnymede</a>\\n</td></tr>\\n<tr>\\n<td>M6S</td>\\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\\n<td><a href=\"/wiki/Swansea,_Toronto\" title=\"Swansea, Toronto\">Swansea</a>\\n</td></tr>\\n<tr>\\n<td>M7S</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8S</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9S</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1T</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Clarks Corners\\n</td></tr>\\n<tr>\\n<td>M1T</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Sullivan\\n</td></tr>\\n<tr>\\n<td>M1T</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Tam_O%27Shanter_%E2%80%93_Sullivan\" title=\"Tam O&#39;Shanter – Sullivan\">Tam O\\'Shanter</a>\\n</td></tr>\\n<tr>\\n<td>M2T</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3T</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4T</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/Moore_Park,_Toronto\" title=\"Moore Park, Toronto\">Moore Park</a>\\n</td></tr>\\n<tr>\\n<td>M4T</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Summerhill East\\n</td></tr>\\n<tr>\\n<td>M5T</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Chinatown,_Toronto\" title=\"Chinatown, Toronto\">Chinatown</a>\\n</td></tr>\\n<tr>\\n<td>M5T</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Grange_Park_(Toronto)\" title=\"Grange Park (Toronto)\">Grange Park</a>\\n</td></tr>\\n<tr>\\n<td>M5T</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Kensington_Market\" title=\"Kensington Market\">Kensington Market</a>\\n</td></tr>\\n<tr>\\n<td>M6T</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M7T</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8T</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M9T</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1V</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Agincourt_North\" class=\"mw-redirect\" title=\"Agincourt North\">Agincourt North</a>\\n</td></tr>\\n<tr>\\n<td>M1V</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>L\\'Amoreaux East\\n</td></tr>\\n<tr>\\n<td>M1V</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Milliken,_Ontario\" title=\"Milliken, Ontario\">Milliken</a>\\n</td></tr>\\n<tr>\\n<td>M1V</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>Steeles East\\n</td></tr>\\n<tr>\\n<td>M2V</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3V</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4V</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/Deer_Park,_Toronto\" title=\"Deer Park, Toronto\">Deer Park</a>\\n</td></tr>\\n<tr>\\n<td>M4V</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Forest Hill SE\\n</td></tr>\\n<tr>\\n<td>M4V</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/Rathnelly\" class=\"mw-redirect\" title=\"Rathnelly\">Rathnelly</a>\\n</td></tr>\\n<tr>\\n<td>M4V</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td><a href=\"/wiki/South_Hill,_Toronto\" title=\"South Hill, Toronto\">South Hill</a>\\n</td></tr>\\n<tr>\\n<td>M4V</td>\\n<td><a href=\"/wiki/Central_Toronto\" class=\"mw-redirect\" title=\"Central Toronto\">Central Toronto</a></td>\\n<td>Summerhill West\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/CN_Tower\" title=\"CN Tower\">CN Tower</a>\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Bathurst Quay\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Island airport\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Harbourfront West\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/King_and_Spadina\" class=\"mw-redirect\" title=\"King and Spadina\">King and Spadina</a>\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Railway_Lands\" title=\"Railway Lands\">Railway Lands</a>\\n</td></tr>\\n<tr>\\n<td>M5V</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/South_Niagara\" class=\"mw-redirect\" title=\"South Niagara\">South Niagara</a>\\n</td></tr>\\n<tr>\\n<td>M6V</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M7V</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Humber Bay Shores\\n</td></tr>\\n<tr>\\n<td>M8V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Mimico South\\n</td></tr>\\n<tr>\\n<td>M8V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/New_Toronto\" title=\"New Toronto\">New Toronto</a>\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Albion Gardens\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Beaumond_Heights\" class=\"mw-redirect\" title=\"Beaumond Heights\">Beaumond Heights</a>\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Humbergate\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" class=\"mw-redirect\" title=\"Mount Olive-Silverstone-Jamestown\">Jamestown</a>\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" class=\"mw-redirect\" title=\"Mount Olive-Silverstone-Jamestown\">Mount Olive</a>\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Silverstone,_Toronto\" class=\"mw-redirect\" title=\"Silverstone, Toronto\">Silverstone</a>\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/South_Steeles\" class=\"mw-redirect\" title=\"South Steeles\">South Steeles</a>\\n</td></tr>\\n<tr>\\n<td>M9V</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Thistletown\" title=\"Thistletown\">Thistletown</a>\\n</td></tr>\\n<tr>\\n<td>M1W</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td>L\\'Amoreaux West\\n</td></tr>\\n<tr>\\n<td>M2W</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3W</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4W</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Rosedale,_Toronto\" title=\"Rosedale, Toronto\">Rosedale</a>\\n</td></tr>\\n<tr>\\n<td>M5W</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td>Stn A PO Boxes 25 The Esplanade\\n</td></tr>\\n<tr>\\n<td>M6W</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M7W</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8W</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Alderwood,_Toronto\" title=\"Alderwood, Toronto\">Alderwood</a>\\n</td></tr>\\n<tr>\\n<td>M8W</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Long_Branch,_Toronto\" title=\"Long Branch, Toronto\">Long Branch</a>\\n</td></tr>\\n<tr>\\n<td>M9W</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Northwest\\n</td></tr>\\n<tr>\\n<td>M1X</td>\\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\\n<td><a href=\"/wiki/Upper_Rouge\" class=\"mw-redirect\" title=\"Upper Rouge\">Upper Rouge</a>\\n</td></tr>\\n<tr>\\n<td>M2X</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3X</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4X</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Cabbagetown,_Toronto\" title=\"Cabbagetown, Toronto\">Cabbagetown</a>\\n</td></tr>\\n<tr>\\n<td>M4X</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/St._James_Town\" title=\"St. James Town\">St. James Town</a>\\n</td></tr>\\n<tr>\\n<td>M5X</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/First_Canadian_Place\" title=\"First Canadian Place\">First Canadian Place</a>\\n</td></tr>\\n<tr>\\n<td>M5X</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Underground_city\" title=\"Underground city\">Underground city</a>\\n</td></tr>\\n<tr>\\n<td>M6X</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M7X</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8X</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/The_Kingsway\" title=\"The Kingsway\">The Kingsway</a>\\n</td></tr>\\n<tr>\\n<td>M8X</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Montgomery Road\\n</td></tr>\\n<tr>\\n<td>M8X</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Old Mill North\\n</td></tr>\\n<tr>\\n<td>M9X</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1Y</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M2Y</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3Y</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4Y</td>\\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\\n<td><a href=\"/wiki/Church_and_Wellesley\" title=\"Church and Wellesley\">Church and Wellesley</a>\\n</td></tr>\\n<tr>\\n<td>M5Y</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M6Y</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M7Y</td>\\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\\n<td>Business Reply Mail Processing Centre 969 Eastern\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Humber_Bay\" title=\"Humber Bay\">Humber Bay</a>\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>King\\'s Mill Park\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Kingsway Park South East\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Mimico\" title=\"Mimico\">Mimico NE</a>\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Old_Mill,_Toronto\" title=\"Old Mill, Toronto\">Old Mill South</a>\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/The_Queensway\" title=\"The Queensway\">The Queensway East</a>\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Fairmont_Royal_York_Hotel\" class=\"mw-redirect\" title=\"Fairmont Royal York Hotel\">Royal York South East</a>\\n</td></tr>\\n<tr>\\n<td>M8Y</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Sunnylea\" class=\"mw-redirect\" title=\"Sunnylea\">Sunnylea</a>\\n</td></tr>\\n<tr>\\n<td>M9Y</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M1Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M2Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M3Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M4Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M5Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M6Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M7Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n<tr>\\n<td>M8Z</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Kingsway Park South West\\n</td></tr>\\n<tr>\\n<td>M8Z</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/Mimico\" title=\"Mimico\">Mimico NW</a>\\n</td></tr>\\n<tr>\\n<td>M8Z</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td><a href=\"/wiki/The_Queensway\" title=\"The Queensway\">The Queensway West</a>\\n</td></tr>\\n<tr>\\n<td>M8Z</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>Royal York South West\\n</td></tr>\\n<tr>\\n<td>M8Z</td>\\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\\n<td>South of Bloor\\n</td></tr>\\n<tr>\\n<td>M9Z</td>\\n<td>Not assigned</td>\\n<td>Not assigned\\n</td></tr>\\n</tbody></table>\\n<div>\\n<table class=\"multicol\" role=\"presentation\" style=\"border-collapse: collapse; padding: 0; border: 0; background:transparent; width:100%;\">\\n\\n</table><h2><span id=\"Most_populated_FSAs.5B3.5D\"></span><span class=\"mw-headline\" id=\"Most_populated_FSAs[3]\">Most populated FSAs<sup id=\"cite_ref-statcan_3-0\" class=\"reference\"><a href=\"#cite_note-statcan-3\">&#91;3&#93;</a></sup></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=2\" title=\"Edit section: Most populated FSAs[3]\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2><ol><li>M1B, 65,129</li>\\n<li>M2N, 60,124</li>\\n<li>M1V, 55,250</li>\\n<li>M9V, 55,159</li>\\n<li>M2J, 54,391</li></ol><p>&#32;\\n</p><table rules=\"all\" cellspacing=\"0\" cellpadding=\"2\" style=\"width:100%; border-collapse:collapse; border:1px solid #ccc;\">\\n\\n\\n\\n\\n<tbody><tr><td></td></tr></tbody></table></div>\\n<p>&#32;\\n</p>\\n\\n\\n<h2><span id=\"Least_populated_FSAs.5B3.5D\"></span><span class=\"mw-headline\" id=\"Least_populated_FSAs[3]\">Least populated FSAs<sup id=\"cite_ref-statcan_3-1\" class=\"reference\"><a href=\"#cite_note-statcan-3\">&#91;3&#93;</a></sup></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=3\" title=\"Edit section: Least populated FSAs[3]\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\\n<ol><li>M5K, 5</li>\\n<li>M5L, 5</li>\\n<li>M5W, 5</li>\\n<li>M5X, 5</li>\\n<li>M7A, 5</li></ol>\\n<p>&#32;\\n</p>\\n\\n<h2><span class=\"mw-headline\" id=\"References\">References</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=4\" title=\"Edit section: References\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\\n<div class=\"mw-references-wrap\"><ol class=\"references\">\\n<li id=\"cite_note-1\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-1\">^</a></b></span> <span class=\"reference-text\">\\n<cite class=\"citation web\">Canada Post. <a rel=\"nofollow\" class=\"external text\" href=\"https://www.canadapost.ca/cpotools/apps/fpc/personal/findByCity?execution=e2s1\">\"Canada Post - Find a Postal Code\"</a><span class=\"reference-accessdate\">. Retrieved <span class=\"nowrap\">9 November</span> 2008</span>.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Canada+Post+-+Find+a+Postal+Code&amp;rft.au=Canada+Post&amp;rft_id=https%3A%2F%2Fwww.canadapost.ca%2Fcpotools%2Fapps%2Ffpc%2Fpersonal%2FfindByCity%3Fexecution%3De2s1&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\" class=\"Z3988\"></span><style data-mw-deduplicate=\"TemplateStyles:r886058088\">.mw-parser-output cite.citation{font-style:inherit}.mw-parser-output .citation q{quotes:\"\\\\\"\"\"\\\\\"\"\"\\'\"\"\\'\"}.mw-parser-output .citation .cs1-lock-free a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/6/65/Lock-green.svg/9px-Lock-green.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .citation .cs1-lock-limited a,.mw-parser-output .citation .cs1-lock-registration a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/d/d6/Lock-gray-alt-2.svg/9px-Lock-gray-alt-2.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .citation .cs1-lock-subscription a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/a/aa/Lock-red-alt-2.svg/9px-Lock-red-alt-2.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration{color:#555}.mw-parser-output .cs1-subscription span,.mw-parser-output .cs1-registration span{border-bottom:1px dotted;cursor:help}.mw-parser-output .cs1-ws-icon a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/4/4c/Wikisource-logo.svg/12px-Wikisource-logo.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output code.cs1-code{color:inherit;background:inherit;border:inherit;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;font-size:100%}.mw-parser-output .cs1-visible-error{font-size:100%}.mw-parser-output .cs1-maint{display:none;color:#33aa33;margin-left:0.3em}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration,.mw-parser-output .cs1-format{font-size:95%}.mw-parser-output .cs1-kern-left,.mw-parser-output .cs1-kern-wl-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right,.mw-parser-output .cs1-kern-wl-right{padding-right:0.2em}</style></span>\\n</li>\\n<li id=\"cite_note-2\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-2\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web\"><a rel=\"nofollow\" class=\"external text\" href=\"https://web.archive.org/web/20110519093024/http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\">\"Mobile Apps\"</a>. Canada Post. Archived from <a rel=\"nofollow\" class=\"external text\" href=\"http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\">the original</a> on 2011-05-19.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Mobile+Apps&amp;rft.pub=Canada+Post&amp;rft_id=http%3A%2F%2Fwww.canadapost.ca%2Fcpo%2Fmc%2Fpersonal%2Ftools%2Fmobileapp%2Fdefault.jsf&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\" class=\"Z3988\"></span><link rel=\"mw-deduplicated-inline-style\" href=\"mw-data:TemplateStyles:r886058088\"/></span>\\n</li>\\n<li id=\"cite_note-statcan-3\"><span class=\"mw-cite-backlink\">^ <a href=\"#cite_ref-statcan_3-0\"><sup><i><b>a</b></i></sup></a> <a href=\"#cite_ref-statcan_3-1\"><sup><i><b>b</b></i></sup></a></span> <span class=\"reference-text\"><cite class=\"citation web\"><a rel=\"nofollow\" class=\"external text\" href=\"http://www12.statcan.ca/english/census06/data/popdwell/Table.cfm?T=1201&amp;SR=1&amp;S=0&amp;O=A&amp;RPP=9999&amp;PR=0&amp;CMA=0\">\"2006 Census of Population\"</a>. 15 October 2008.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=2006+Census+of+Population&amp;rft.date=2008-10-15&amp;rft_id=http%3A%2F%2Fwww12.statcan.ca%2Fenglish%2Fcensus06%2Fdata%2Fpopdwell%2FTable.cfm%3FT%3D1201%26SR%3D1%26S%3D0%26O%3DA%26RPP%3D9999%26PR%3D0%26CMA%3D0&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\" class=\"Z3988\"></span><link rel=\"mw-deduplicated-inline-style\" href=\"mw-data:TemplateStyles:r886058088\"/></span>\\n</li>\\n</ol></div>\\n<table class=\"navbox\">\\n<tbody><tr>\\n<td style=\"width:36px; text-align:center\"><a href=\"/wiki/File:Flag_of_Canada.svg\" class=\"image\" title=\"Flag of Canada\"><img alt=\"Flag of Canada\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/36px-Flag_of_Canada.svg.png\" decoding=\"async\" width=\"36\" height=\"18\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/54px-Flag_of_Canada.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/72px-Flag_of_Canada.svg.png 2x\" data-file-width=\"1200\" data-file-height=\"600\" /></a>\\n</td>\\n<th class=\"navbox-title\" style=\"font-size:110%\"><a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">Canadian postal codes</a>\\n</th>\\n<td style=\"width:36px; text-align:center\"><a href=\"/wiki/File:Canadian_postal_district_map_(without_legends).svg\" class=\"image\"><img alt=\"Canadian postal district map (without legends).svg\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/21px-Canadian_postal_district_map_%28without_legends%29.svg.png\" decoding=\"async\" width=\"21\" height=\"18\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/32px-Canadian_postal_district_map_%28without_legends%29.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/43px-Canadian_postal_district_map_%28without_legends%29.svg.png 2x\" data-file-width=\"1000\" data-file-height=\"846\" /></a>\\n</td></tr>\\n<tr>\\n<td style=\"text-align:center; font-size: 100%;\" colspan=\"3\">\\n<table width=\"100%\" style=\"background-color: #F8F8F8;\" cellspacing=\"0\">\\n<tbody><tr>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Newfoundland_and_Labrador\" title=\"Newfoundland and Labrador\">NL</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Nova_Scotia\" title=\"Nova Scotia\">NS</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Prince_Edward_Island\" title=\"Prince Edward Island\">PE</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/New_Brunswick\" title=\"New Brunswick\">NB</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\" colspan=\"3\"><a href=\"/wiki/Quebec\" title=\"Quebec\">QC</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\" colspan=\"5\"><a href=\"/wiki/Ontario\" title=\"Ontario\">ON</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Manitoba\" title=\"Manitoba\">MB</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Saskatchewan\" title=\"Saskatchewan\">SK</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Alberta\" title=\"Alberta\">AB</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/British_Columbia\" title=\"British Columbia\">BC</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Nunavut\" title=\"Nunavut\">NU</a>/<a href=\"/wiki/Northwest_Territories\" title=\"Northwest Territories\">NT</a>\\n</td>\\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Yukon\" title=\"Yukon\">YT</a>\\n</td></tr>\\n<tr>\\n<td style=\"border: 1px solid #FF0000; background-color: #FFE0E0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_A\" title=\"List of postal codes of Canada: A\">A</a>\\n</td>\\n<td style=\"border: 1px solid #FF4000; background-color: #FFE8E0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_B\" title=\"List of postal codes of Canada: B\">B</a>\\n</td>\\n<td style=\"border: 1px solid #FF8000; background-color: #FFF0E0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_C\" title=\"List of postal codes of Canada: C\">C</a>\\n</td>\\n<td style=\"border: 1px solid #FFC000; background-color: #FFF8E0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_E\" title=\"List of postal codes of Canada: E\">E</a>\\n</td>\\n<td style=\"border: 1px solid #FFFF00; background-color: #FFFFE0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_G\" title=\"List of postal codes of Canada: G\">G</a>\\n</td>\\n<td style=\"border: 1px solid #C0FF00; background-color: #F8FFE0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_H\" title=\"List of postal codes of Canada: H\">H</a>\\n</td>\\n<td style=\"border: 1px solid #80FF00; background-color: #F0FFE0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_J\" title=\"List of postal codes of Canada: J\">J</a>\\n</td>\\n<td style=\"border: 1px solid #00FF00; background-color: #E0FFE0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_K\" title=\"List of postal codes of Canada: K\">K</a>\\n</td>\\n<td style=\"border: 1px solid #00FF80; background-color: #E0FFF0; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_L\" title=\"List of postal codes of Canada: L\">L</a>\\n</td>\\n<td style=\"border: 1px solid #E0FFF8; background-color: #00FFC0; font-size: 135%; color: black;\" align=\"center\" width=\"5%\"><a class=\"mw-selflink selflink\">M</a>\\n</td>\\n<td style=\"border: 1px solid #00FFE0; background-color: #E0FFFC; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_N\" title=\"List of postal codes of Canada: N\">N</a>\\n</td>\\n<td style=\"border: 1px solid #00FFFF; background-color: #E0FFFF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_P\" title=\"List of postal codes of Canada: P\">P</a>\\n</td>\\n<td style=\"border: 1px solid #00C0FF; background-color: #E0F8FF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_R\" title=\"List of postal codes of Canada: R\">R</a>\\n</td>\\n<td style=\"border: 1px solid #0080FF; background-color: #E0F0FF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_S\" title=\"List of postal codes of Canada: S\">S</a>\\n</td>\\n<td style=\"border: 1px solid #0040FF; background-color: #E0E8FF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_T\" title=\"List of postal codes of Canada: T\">T</a>\\n</td>\\n<td style=\"border: 1px solid #0000FF; background-color: #E0E0FF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_V\" title=\"List of postal codes of Canada: V\">V</a>\\n</td>\\n<td style=\"border: 1px solid #A000FF; background-color: #E8E0FF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_X\" title=\"List of postal codes of Canada: X\">X</a>\\n</td>\\n<td style=\"border: 1px solid #FF00FF; background-color: #FFE0FF; font-size: 135%;\" align=\"center\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_Y\" title=\"List of postal codes of Canada: Y\">Y</a>\\n</td></tr></tbody></table>\\n</td></tr></tbody></table>\\n<!-- \\nNewPP limit report\\nParsed by mw1265\\nCached time: 20191013031038\\nCache expiry: 2592000\\nDynamic content: false\\nComplications: [vary‐revision‐sha1]\\nCPU time usage: 0.156 seconds\\nReal time usage: 0.193 seconds\\nPreprocessor visited node count: 574/1000000\\nPreprocessor generated node count: 0/1500000\\nPost‐expand include size: 10232/2097152 bytes\\nTemplate argument size: 13/2097152 bytes\\nHighest expansion depth: 5/40\\nExpensive parser function count: 0/500\\nUnstrip recursion depth: 1/20\\nUnstrip post‐expand size: 9025/5000000 bytes\\nNumber of Wikibase entities loaded: 0/400\\nLua time usage: 0.049/10.000 seconds\\nLua memory usage: 1.75 MB/50 MB\\n-->\\n<!--\\nTransclusion expansion time report (%,ms,calls,template)\\n100.00%  108.387      1 -total\\n 71.89%   77.915      3 Template:Cite_web\\n 13.42%   14.549      1 Template:Col-2\\n 11.73%   12.711      1 Template:Col-break\\n  4.01%    4.349      1 Template:Canadian_postal_codes\\n  2.99%    3.236      1 Template:Col-begin\\n  2.37%    2.568      2 Template:Col-end\\n-->\\n\\n<!-- Saved in parser cache with key enwiki:pcache:idhash:539066-0!canonical and timestamp 20191013031038 and revision id 920980179\\n -->\\n</div><noscript><img src=\"//en.wikipedia.org/wiki/Special:CentralAutoLogin/start?type=1x1\" alt=\"\" title=\"\" width=\"1\" height=\"1\" style=\"border: none; 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     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = requests.get('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M').text\n",
    "data"
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    "## Parse the data"
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    {
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       "<h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"en\">List of postal codes of Canada: M</h1>\n",
       "<div class=\"mw-body-content\" id=\"bodyContent\">\n",
       "<div class=\"noprint\" id=\"siteSub\">From Wikipedia, the free encyclopedia</div>\n",
       "<div id=\"contentSub\"></div>\n",
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       "<div class=\"mw-content-ltr\" dir=\"ltr\" id=\"mw-content-text\" lang=\"en\"><div class=\"mw-parser-output\"><p>This is a list of <a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">postal codes in Canada</a> where the first letter is M. Postal codes beginning with M are located within the city of <a href=\"/wiki/Toronto\" title=\"Toronto\">Toronto</a> in the province of <a href=\"/wiki/Ontario\" title=\"Ontario\">Ontario</a>. Only the first three characters are listed, corresponding to the Forward Sortation Area.\n",
       "</p><p><a href=\"/wiki/Canada_Post\" title=\"Canada Post\">Canada Post</a> provides a free postal code look-up tool on its website,<sup class=\"reference\" id=\"cite_ref-1\"><a href=\"#cite_note-1\">[1]</a></sup> via its <a href=\"/wiki/Mobile_app\" title=\"Mobile app\">applications</a> for such <a class=\"mw-redirect\" href=\"/wiki/Smartphones\" title=\"Smartphones\">smartphones</a> as the <a href=\"/wiki/IPhone\" title=\"IPhone\">iPhone</a> and <a href=\"/wiki/BlackBerry\" title=\"BlackBerry\">BlackBerry</a>,<sup class=\"reference\" id=\"cite_ref-2\"><a href=\"#cite_note-2\">[2]</a></sup>  and sells hard-copy directories and <a href=\"/wiki/CD-ROM\" title=\"CD-ROM\">CD-ROMs</a>. Many vendors also sell validation tools, which allow customers to properly match addresses and postal codes. Hard-copy directories can also be consulted in all post offices, and some libraries.\n",
       "</p>\n",
       "<h2><span class=\"mw-headline\" id=\"Toronto_-_FSAs\"><a href=\"/wiki/Toronto\" title=\"Toronto\">Toronto</a> - <a href=\"/wiki/Postal_codes_in_Canada#Forward_sortation_areas\" title=\"Postal codes in Canada\">FSAs</a></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=1\" title=\"Edit section: Toronto - FSAs\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n",
       "<p>Note: There are no rural FSAs in Toronto, hence no postal codes should start with M0, however, the postal code M0R 8T0 is assigned to an <a href=\"/wiki/Amazon_(company)\" title=\"Amazon (company)\">Amazon (company)</a> warehouse in Mississauga, suggesting that Canada Post may be allocating the M0 FSA for high volume addresses.\n",
       "</p>\n",
       "<table class=\"wikitable sortable\">\n",
       "<tbody><tr>\n",
       "<th>Postcode</th>\n",
       "<th>Borough</th>\n",
       "<th>Neighbourhood\n",
       "</th></tr>\n",
       "<tr>\n",
       "<td>M1A</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2A</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3A</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Parkwoods\" title=\"Parkwoods\">Parkwoods</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4A</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Victoria_Village\" title=\"Victoria Village\">Victoria Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5A</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Harbourfront_(Toronto)\" title=\"Harbourfront (Toronto)\">Harbourfront</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5A</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Regent_Park\" title=\"Regent Park\">Regent Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6A</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Lawrence_Heights\" title=\"Lawrence Heights\">Lawrence Heights</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6A</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Lawrence_Manor\" title=\"Lawrence Manor\">Lawrence Manor</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7A</td>\n",
       "<td><a href=\"/wiki/Queen%27s_Park_(Toronto)\" title=\"Queen's Park (Toronto)\">Queen's Park</a></td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8A</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9A</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Islington_Avenue\" title=\"Islington Avenue\">Islington Avenue</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1B</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Rouge,_Toronto\" title=\"Rouge, Toronto\">Rouge</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1B</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Malvern,_Toronto\" title=\"Malvern, Toronto\">Malvern</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2B</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3B</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Don Mills North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4B</td>\n",
       "<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Woodbine_Gardens\" title=\"Woodbine Gardens\">Woodbine Gardens</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4B</td>\n",
       "<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Parkview_Hill\" title=\"Parkview Hill\">Parkview Hill</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5B</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Ryerson\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5B</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Garden District\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6B</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Glencairn\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7B</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8B</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9B</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Cloverdale\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9B</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Islington,_Toronto\" title=\"Islington, Toronto\">Islington</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9B</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Martin Grove\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9B</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Princess_Gardens\" title=\"Princess Gardens\">Princess Gardens</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9B</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/West_Deane_Park\" title=\"West Deane Park\">West Deane Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1C</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Highland_Creek_(Toronto)\" title=\"Highland Creek (Toronto)\">Highland Creek</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1C</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Rouge_Hill\" title=\"Rouge Hill\">Rouge Hill</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1C</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Port_Union,_Toronto\" title=\"Port Union, Toronto\">Port Union</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2C</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3C</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Flemingdon_Park\" title=\"Flemingdon Park\">Flemingdon Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3C</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Don Mills South\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4C</td>\n",
       "<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Woodbine_Heights\" title=\"Woodbine Heights\">Woodbine Heights</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5C</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/St._James_Town\" title=\"St. James Town\">St. James Town</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6C</td>\n",
       "<td>York</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Humewood-Cedarvale\" title=\"Humewood-Cedarvale\">Humewood-Cedarvale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7C</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8C</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9C</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Bloordale Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9C</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Eringate\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9C</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Markland_Wood\" title=\"Markland Wood\">Markland Wood</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9C</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Old Burnhamthorpe\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1E</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Guildwood\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1E</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Morningside,_Toronto\" title=\"Morningside, Toronto\">Morningside</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1E</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/West_Hill,_Toronto\" title=\"West Hill, Toronto\">West Hill</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2E</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3E</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4E</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td><a href=\"/wiki/The_Beaches\" title=\"The Beaches\">The Beaches</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5E</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Berczy_Park\" title=\"Berczy Park\">Berczy Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6E</td>\n",
       "<td>York</td>\n",
       "<td>Caledonia-Fairbanks\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7E</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8E</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9E</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1G</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Woburn,_Toronto\" title=\"Woburn, Toronto\">Woburn</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2G</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3G</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4G</td>\n",
       "<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n",
       "<td><a href=\"/wiki/Leaside\" title=\"Leaside\">Leaside</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5G</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Central Bay Street\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6G</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Christie\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7G</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8G</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9G</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1H</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Cedarbrae\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2H</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Hillcrest_Village\" title=\"Hillcrest Village\">Hillcrest Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3H</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Bathurst_Manor\" title=\"Bathurst Manor\">Bathurst Manor</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3H</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Downsview North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3H</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Wilson_Heights,_Toronto\" title=\"Wilson Heights, Toronto\">Wilson Heights</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4H</td>\n",
       "<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n",
       "<td><a href=\"/wiki/Thorncliffe_Park\" title=\"Thorncliffe Park\">Thorncliffe Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5H</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Adelaide\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5H</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>King\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5H</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Richmond\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6H</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Dovercourt_Village\" title=\"Dovercourt Village\">Dovercourt Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6H</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td>Dufferin\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7H</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8H</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9H</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1J</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Scarborough_Village\" title=\"Scarborough Village\">Scarborough Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2J</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Fairview\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2J</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Henry_Farm\" title=\"Henry Farm\">Henry Farm</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2J</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Oriole\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3J</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Northwood_Park\" title=\"Northwood Park\">Northwood Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3J</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/York_University\" title=\"York University\">York University</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4J</td>\n",
       "<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5J</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Harbourfront East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5J</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Toronto_Islands\" title=\"Toronto Islands\">Toronto Islands</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5J</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Union_Station_(Toronto)\" title=\"Union Station (Toronto)\">Union Station</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6J</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Little_Portugal,_Toronto\" title=\"Little Portugal, Toronto\">Little Portugal</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6J</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Trinity%E2%80%93Bellwoods\" title=\"Trinity–Bellwoods\">Trinity</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7J</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8J</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9J</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1K</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>East Birchmount Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1K</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Ionview\" title=\"Ionview\">Ionview</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1K</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Kennedy_Park,_Toronto\" title=\"Kennedy Park, Toronto\">Kennedy Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2K</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Bayview_Village\" title=\"Bayview Village\">Bayview Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3K</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/CFB_Toronto\" title=\"CFB Toronto\">CFB Toronto</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3K</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Downsview East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4K</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td>The Danforth West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4K</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td><a href=\"/wiki/Riverdale,_Toronto\" title=\"Riverdale, Toronto\">Riverdale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5K</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Design_Exchange\" title=\"Design Exchange\">Design Exchange</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5K</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Toronto_Dominion_Centre\" title=\"Toronto Dominion Centre\">Toronto Dominion Centre</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6K</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td>Brockton\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6K</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Exhibition_Place\" title=\"Exhibition Place\">Exhibition Place</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6K</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Parkdale_Village\" title=\"Parkdale Village\">Parkdale Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7K</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8K</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9K</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1L</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Clairlea\" title=\"Clairlea\">Clairlea</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1L</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Golden_Mile,_Toronto\" title=\"Golden Mile, Toronto\">Golden Mile</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1L</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Oakridge,_Toronto\" title=\"Oakridge, Toronto\">Oakridge</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Silver Hills\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/York_Mills\" title=\"York Mills\">York Mills</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Downsview\" title=\"Downsview\">Downsview West</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4L</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td>The Beaches West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4L</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/India_Bazaar\" title=\"India Bazaar\">India Bazaar</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5L</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Commerce_Court\" title=\"Commerce Court\">Commerce Court</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5L</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Victoria Hotel\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Downsview,_Toronto\" title=\"Downsview, Toronto\">Downsview</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>North Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Upwood Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7L</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8L</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9L</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Humber_Summit\" title=\"Humber Summit\">Humber Summit</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1M</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Cliffcrest\" title=\"Cliffcrest\">Cliffcrest</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1M</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Cliffside,_Toronto\" title=\"Cliffside, Toronto\">Cliffside</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1M</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Scarborough Village West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Newtonbrook\" title=\"Newtonbrook\">Newtonbrook</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Willowdale,_Toronto\" title=\"Willowdale, Toronto\">Willowdale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Downsview Central\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4M</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td>Studio District\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a href=\"/wiki/Bedford_Park,_Toronto\" title=\"Bedford Park, Toronto\">Bedford Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Lawrence Manor East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6M</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td>Del Ray\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6M</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Keelesdale\" title=\"Keelesdale\">Keelesdale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6M</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td><a href=\"/wiki/Mount_Dennis\" title=\"Mount Dennis\">Mount Dennis</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6M</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td><a href=\"/wiki/Silverthorn,_Toronto\" title=\"Silverthorn, Toronto\">Silverthorn</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7M</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8M</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Emery,_Toronto\" title=\"Emery, Toronto\">Emery</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9M</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Humberlea\" title=\"Humberlea\">Humberlea</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1N</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Birch_Cliff\" title=\"Birch Cliff\">Birch Cliff</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1N</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Cliffside West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2N</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Willowdale South\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3N</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>Downsview Northwest\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4N</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a href=\"/wiki/Lawrence_Park,_Toronto\" title=\"Lawrence Park, Toronto\">Lawrence Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5N</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Roselawn\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6N</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td>The Junction North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6N</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td>Runnymede\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7N</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8N</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9N</td>\n",
       "<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n",
       "<td><a href=\"/wiki/Weston,_Toronto\" title=\"Weston, Toronto\">Weston</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1P</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Dorset_Park\" title=\"Dorset Park\">Dorset Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1P</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Scarborough_Town_Centre\" title=\"Scarborough Town Centre\">Scarborough Town Centre</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1P</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Wexford_Heights\" title=\"Wexford Heights\">Wexford Heights</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2P</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td>York Mills West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3P</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4P</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Davisville North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5P</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Forest_Hill_North\" title=\"Forest Hill North\">Forest Hill North</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5P</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Forest Hill West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6P</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/High_Park\" title=\"High Park\">High Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6P</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td>The Junction South\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7P</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8P</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9P</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Westmount\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1R</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Maryvale,_Toronto\" title=\"Maryvale, Toronto\">Maryvale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1R</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Wexford,_Toronto\" title=\"Wexford, Toronto\">Wexford</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2R</td>\n",
       "<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Willowdale_West\" title=\"Willowdale West\">Willowdale West</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3R</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4R</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>North Toronto West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5R</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a href=\"/wiki/The_Annex\" title=\"The Annex\">The Annex</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5R</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>North Midtown\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5R</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a href=\"/wiki/Yorkville,_Toronto\" title=\"Yorkville, Toronto\">Yorkville</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6R</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Parkdale,_Toronto\" title=\"Parkdale, Toronto\">Parkdale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6R</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Roncesvalles,_Toronto\" title=\"Roncesvalles, Toronto\">Roncesvalles</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7R</td>\n",
       "<td>Mississauga</td>\n",
       "<td>Canada Post Gateway Processing Centre\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8R</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9R</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Kingsview_Village\" title=\"Kingsview Village\">Kingsview Village</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9R</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Martin Grove Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9R</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Richview Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9R</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>St. Phillips\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1S</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Agincourt,_Toronto\" title=\"Agincourt, Toronto\">Agincourt</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2S</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3S</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4S</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Davisville\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5S</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Harbord\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5S</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/University_of_Toronto\" title=\"University of Toronto\">University of Toronto</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6S</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Runnymede,_Toronto\" title=\"Runnymede, Toronto\">Runnymede</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6S</td>\n",
       "<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n",
       "<td><a href=\"/wiki/Swansea,_Toronto\" title=\"Swansea, Toronto\">Swansea</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7S</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8S</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9S</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1T</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Clarks Corners\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1T</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Sullivan\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1T</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Tam_O%27Shanter_%E2%80%93_Sullivan\" title=\"Tam O'Shanter – Sullivan\">Tam O'Shanter</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2T</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3T</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4T</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a href=\"/wiki/Moore_Park,_Toronto\" title=\"Moore Park, Toronto\">Moore Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4T</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Summerhill East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5T</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Chinatown,_Toronto\" title=\"Chinatown, Toronto\">Chinatown</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5T</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Grange_Park_(Toronto)\" title=\"Grange Park (Toronto)\">Grange Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5T</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Kensington_Market\" title=\"Kensington Market\">Kensington Market</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6T</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7T</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8T</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9T</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1V</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Agincourt_North\" title=\"Agincourt North\">Agincourt North</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1V</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>L'Amoreaux East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1V</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a href=\"/wiki/Milliken,_Ontario\" title=\"Milliken, Ontario\">Milliken</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1V</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>Steeles East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2V</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3V</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4V</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a href=\"/wiki/Deer_Park,_Toronto\" title=\"Deer Park, Toronto\">Deer Park</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4V</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Forest Hill SE\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4V</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Rathnelly\" title=\"Rathnelly\">Rathnelly</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4V</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td><a href=\"/wiki/South_Hill,_Toronto\" title=\"South Hill, Toronto\">South Hill</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4V</td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n",
       "<td>Summerhill West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/CN_Tower\" title=\"CN Tower\">CN Tower</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Bathurst Quay\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Island airport\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Harbourfront West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/King_and_Spadina\" title=\"King and Spadina\">King and Spadina</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Railway_Lands\" title=\"Railway Lands\">Railway Lands</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5V</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/South_Niagara\" title=\"South Niagara\">South Niagara</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6V</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7V</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Humber Bay Shores\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Mimico South\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/New_Toronto\" title=\"New Toronto\">New Toronto</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Albion Gardens\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Beaumond_Heights\" title=\"Beaumond Heights\">Beaumond Heights</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Humbergate\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" title=\"Mount Olive-Silverstone-Jamestown\">Jamestown</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" title=\"Mount Olive-Silverstone-Jamestown\">Mount Olive</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Silverstone,_Toronto\" title=\"Silverstone, Toronto\">Silverstone</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/South_Steeles\" title=\"South Steeles\">South Steeles</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9V</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Thistletown\" title=\"Thistletown\">Thistletown</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1W</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td>L'Amoreaux West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2W</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3W</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4W</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Rosedale,_Toronto\" title=\"Rosedale, Toronto\">Rosedale</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5W</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td>Stn A PO Boxes 25 The Esplanade\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6W</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7W</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8W</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Alderwood,_Toronto\" title=\"Alderwood, Toronto\">Alderwood</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8W</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Long_Branch,_Toronto\" title=\"Long Branch, Toronto\">Long Branch</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9W</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Northwest\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1X</td>\n",
       "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Upper_Rouge\" title=\"Upper Rouge\">Upper Rouge</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2X</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3X</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4X</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Cabbagetown,_Toronto\" title=\"Cabbagetown, Toronto\">Cabbagetown</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4X</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/St._James_Town\" title=\"St. James Town\">St. James Town</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5X</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/First_Canadian_Place\" title=\"First Canadian Place\">First Canadian Place</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5X</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Underground_city\" title=\"Underground city\">Underground city</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6X</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7X</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8X</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/The_Kingsway\" title=\"The Kingsway\">The Kingsway</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8X</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Montgomery Road\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8X</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Old Mill North\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9X</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1Y</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2Y</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3Y</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4Y</td>\n",
       "<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n",
       "<td><a href=\"/wiki/Church_and_Wellesley\" title=\"Church and Wellesley\">Church and Wellesley</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5Y</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6Y</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7Y</td>\n",
       "<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n",
       "<td>Business Reply Mail Processing Centre 969 Eastern\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Humber_Bay\" title=\"Humber Bay\">Humber Bay</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>King's Mill Park\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Kingsway Park South East\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Mimico\" title=\"Mimico\">Mimico NE</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Old_Mill,_Toronto\" title=\"Old Mill, Toronto\">Old Mill South</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/The_Queensway\" title=\"The Queensway\">The Queensway East</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Fairmont_Royal_York_Hotel\" title=\"Fairmont Royal York Hotel\">Royal York South East</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Y</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a class=\"mw-redirect\" href=\"/wiki/Sunnylea\" title=\"Sunnylea\">Sunnylea</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9Y</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M1Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M2Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M3Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M4Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M5Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M6Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M7Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Z</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Kingsway Park South West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Z</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/Mimico\" title=\"Mimico\">Mimico NW</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Z</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td><a href=\"/wiki/The_Queensway\" title=\"The Queensway\">The Queensway West</a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Z</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>Royal York South West\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M8Z</td>\n",
       "<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n",
       "<td>South of Bloor\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td>M9Z</td>\n",
       "<td>Not assigned</td>\n",
       "<td>Not assigned\n",
       "</td></tr>\n",
       "</tbody></table>\n",
       "<div>\n",
       "<table class=\"multicol\" role=\"presentation\" style=\"border-collapse: collapse; padding: 0; border: 0; background:transparent; width:100%;\">\n",
       "</table><h2><span id=\"Most_populated_FSAs.5B3.5D\"></span><span class=\"mw-headline\" id=\"Most_populated_FSAs[3]\">Most populated FSAs<sup class=\"reference\" id=\"cite_ref-statcan_3-0\"><a href=\"#cite_note-statcan-3\">[3]</a></sup></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=2\" title=\"Edit section: Most populated FSAs[3]\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2><ol><li>M1B, 65,129</li>\n",
       "<li>M2N, 60,124</li>\n",
       "<li>M1V, 55,250</li>\n",
       "<li>M9V, 55,159</li>\n",
       "<li>M2J, 54,391</li></ol><p>\n",
       "</p><table cellpadding=\"2\" cellspacing=\"0\" rules=\"all\" style=\"width:100%; border-collapse:collapse; border:1px solid #ccc;\">\n",
       "<tbody><tr><td></td></tr></tbody></table></div>\n",
       "<p>\n",
       "</p>\n",
       "<h2><span id=\"Least_populated_FSAs.5B3.5D\"></span><span class=\"mw-headline\" id=\"Least_populated_FSAs[3]\">Least populated FSAs<sup class=\"reference\" id=\"cite_ref-statcan_3-1\"><a href=\"#cite_note-statcan-3\">[3]</a></sup></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=3\" title=\"Edit section: Least populated FSAs[3]\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n",
       "<ol><li>M5K, 5</li>\n",
       "<li>M5L, 5</li>\n",
       "<li>M5W, 5</li>\n",
       "<li>M5X, 5</li>\n",
       "<li>M7A, 5</li></ol>\n",
       "<p>\n",
       "</p>\n",
       "<h2><span class=\"mw-headline\" id=\"References\">References</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=4\" title=\"Edit section: References\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n",
       "<div class=\"mw-references-wrap\"><ol class=\"references\">\n",
       "<li id=\"cite_note-1\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-1\">^</a></b></span> <span class=\"reference-text\">\n",
       "<cite class=\"citation web\">Canada Post. <a class=\"external text\" href=\"https://www.canadapost.ca/cpotools/apps/fpc/personal/findByCity?execution=e2s1\" rel=\"nofollow\">\"Canada Post - Find a Postal Code\"</a><span class=\"reference-accessdate\">. Retrieved <span class=\"nowrap\">9 November</span> 2008</span>.</cite><span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Canada+Post+-+Find+a+Postal+Code&amp;rft.au=Canada+Post&amp;rft_id=https%3A%2F%2Fwww.canadapost.ca%2Fcpotools%2Fapps%2Ffpc%2Fpersonal%2FfindByCity%3Fexecution%3De2s1&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\"></span><style data-mw-deduplicate=\"TemplateStyles:r886058088\">.mw-parser-output cite.citation{font-style:inherit}.mw-parser-output .citation q{quotes:\"\\\"\"\"\\\"\"\"'\"\"'\"}.mw-parser-output .citation .cs1-lock-free a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/6/65/Lock-green.svg/9px-Lock-green.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .citation .cs1-lock-limited a,.mw-parser-output .citation .cs1-lock-registration a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/d/d6/Lock-gray-alt-2.svg/9px-Lock-gray-alt-2.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .citation .cs1-lock-subscription a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/a/aa/Lock-red-alt-2.svg/9px-Lock-red-alt-2.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration{color:#555}.mw-parser-output .cs1-subscription span,.mw-parser-output .cs1-registration span{border-bottom:1px dotted;cursor:help}.mw-parser-output .cs1-ws-icon a{background:url(\"//upload.wikimedia.org/wikipedia/commons/thumb/4/4c/Wikisource-logo.svg/12px-Wikisource-logo.svg.png\")no-repeat;background-position:right .1em center}.mw-parser-output code.cs1-code{color:inherit;background:inherit;border:inherit;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;font-size:100%}.mw-parser-output .cs1-visible-error{font-size:100%}.mw-parser-output .cs1-maint{display:none;color:#33aa33;margin-left:0.3em}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration,.mw-parser-output .cs1-format{font-size:95%}.mw-parser-output .cs1-kern-left,.mw-parser-output .cs1-kern-wl-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right,.mw-parser-output .cs1-kern-wl-right{padding-right:0.2em}</style></span>\n",
       "</li>\n",
       "<li id=\"cite_note-2\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-2\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web\"><a class=\"external text\" href=\"https://web.archive.org/web/20110519093024/http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\" rel=\"nofollow\">\"Mobile Apps\"</a>. Canada Post. Archived from <a class=\"external text\" href=\"http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\" rel=\"nofollow\">the original</a> on 2011-05-19.</cite><span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Mobile+Apps&amp;rft.pub=Canada+Post&amp;rft_id=http%3A%2F%2Fwww.canadapost.ca%2Fcpo%2Fmc%2Fpersonal%2Ftools%2Fmobileapp%2Fdefault.jsf&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\"></span><link href=\"mw-data:TemplateStyles:r886058088\" rel=\"mw-deduplicated-inline-style\"/></span>\n",
       "</li>\n",
       "<li id=\"cite_note-statcan-3\"><span class=\"mw-cite-backlink\">^ <a href=\"#cite_ref-statcan_3-0\"><sup><i><b>a</b></i></sup></a> <a href=\"#cite_ref-statcan_3-1\"><sup><i><b>b</b></i></sup></a></span> <span class=\"reference-text\"><cite class=\"citation web\"><a class=\"external text\" href=\"http://www12.statcan.ca/english/census06/data/popdwell/Table.cfm?T=1201&amp;SR=1&amp;S=0&amp;O=A&amp;RPP=9999&amp;PR=0&amp;CMA=0\" rel=\"nofollow\">\"2006 Census of Population\"</a>. 15 October 2008.</cite><span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=2006+Census+of+Population&amp;rft.date=2008-10-15&amp;rft_id=http%3A%2F%2Fwww12.statcan.ca%2Fenglish%2Fcensus06%2Fdata%2Fpopdwell%2FTable.cfm%3FT%3D1201%26SR%3D1%26S%3D0%26O%3DA%26RPP%3D9999%26PR%3D0%26CMA%3D0&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\"></span><link href=\"mw-data:TemplateStyles:r886058088\" rel=\"mw-deduplicated-inline-style\"/></span>\n",
       "</li>\n",
       "</ol></div>\n",
       "<table class=\"navbox\">\n",
       "<tbody><tr>\n",
       "<td style=\"width:36px; text-align:center\"><a class=\"image\" href=\"/wiki/File:Flag_of_Canada.svg\" title=\"Flag of Canada\"><img alt=\"Flag of Canada\" data-file-height=\"600\" data-file-width=\"1200\" decoding=\"async\" height=\"18\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/36px-Flag_of_Canada.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/54px-Flag_of_Canada.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/72px-Flag_of_Canada.svg.png 2x\" width=\"36\"/></a>\n",
       "</td>\n",
       "<th class=\"navbox-title\" style=\"font-size:110%\"><a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">Canadian postal codes</a>\n",
       "</th>\n",
       "<td style=\"width:36px; text-align:center\"><a class=\"image\" href=\"/wiki/File:Canadian_postal_district_map_(without_legends).svg\"><img alt=\"Canadian postal district map (without legends).svg\" data-file-height=\"846\" data-file-width=\"1000\" decoding=\"async\" height=\"18\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/21px-Canadian_postal_district_map_%28without_legends%29.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/32px-Canadian_postal_district_map_%28without_legends%29.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/43px-Canadian_postal_district_map_%28without_legends%29.svg.png 2x\" width=\"21\"/></a>\n",
       "</td></tr>\n",
       "<tr>\n",
       "<td colspan=\"3\" style=\"text-align:center; font-size: 100%;\">\n",
       "<table cellspacing=\"0\" style=\"background-color: #F8F8F8;\" width=\"100%\">\n",
       "<tbody><tr>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Newfoundland_and_Labrador\" title=\"Newfoundland and Labrador\">NL</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Nova_Scotia\" title=\"Nova Scotia\">NS</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Prince_Edward_Island\" title=\"Prince Edward Island\">PE</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/New_Brunswick\" title=\"New Brunswick\">NB</a>\n",
       "</td>\n",
       "<td colspan=\"3\" style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Quebec\" title=\"Quebec\">QC</a>\n",
       "</td>\n",
       "<td colspan=\"5\" style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Ontario\" title=\"Ontario\">ON</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Manitoba\" title=\"Manitoba\">MB</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Saskatchewan\" title=\"Saskatchewan\">SK</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Alberta\" title=\"Alberta\">AB</a>\n",
       "</td>\n",
       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/British_Columbia\" title=\"British Columbia\">BC</a>\n",
       "</td>\n",
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       "<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Yukon\" title=\"Yukon\">YT</a>\n",
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       "<tr>\n",
       "<td align=\"center\" style=\"border: 1px solid #FF0000; background-color: #FFE0E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_A\" title=\"List of postal codes of Canada: A\">A</a>\n",
       "</td>\n",
       "<td align=\"center\" style=\"border: 1px solid #FF4000; background-color: #FFE8E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_B\" title=\"List of postal codes of Canada: B\">B</a>\n",
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       "</td>\n",
       "<td align=\"center\" style=\"border: 1px solid #FFC000; background-color: #FFF8E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_E\" title=\"List of postal codes of Canada: E\">E</a>\n",
       "</td>\n",
       "<td align=\"center\" style=\"border: 1px solid #FFFF00; background-color: #FFFFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_G\" title=\"List of postal codes of Canada: G\">G</a>\n",
       "</td>\n",
       "<td align=\"center\" style=\"border: 1px solid #C0FF00; background-color: #F8FFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_H\" title=\"List of postal codes of Canada: H\">H</a>\n",
       "</td>\n",
       "<td align=\"center\" style=\"border: 1px solid #80FF00; background-color: #F0FFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_J\" title=\"List of postal codes of Canada: J\">J</a>\n",
       "</td>\n",
       "<td align=\"center\" style=\"border: 1px solid #00FF00; background-color: #E0FFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_K\" title=\"List of postal codes of Canada: K\">K</a>\n",
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       "<td align=\"center\" style=\"border: 1px solid #E0FFF8; background-color: #00FFC0; font-size: 135%; color: black;\" width=\"5%\"><a class=\"mw-selflink selflink\">M</a>\n",
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       "</td>\n",
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       "</td>\n",
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       "<script type=\"application/ld+json\">{\"@context\":\"https:\\/\\/schema.org\",\"@type\":\"Article\",\"name\":\"List of postal codes of Canada: M\",\"url\":\"https:\\/\\/en.wikipedia.org\\/wiki\\/List_of_postal_codes_of_Canada:_M\",\"sameAs\":\"http:\\/\\/www.wikidata.org\\/entity\\/Q3248240\",\"mainEntity\":\"http:\\/\\/www.wikidata.org\\/entity\\/Q3248240\",\"author\":{\"@type\":\"Organization\",\"name\":\"Contributors to Wikimedia projects\"},\"publisher\":{\"@type\":\"Organization\",\"name\":\"Wikimedia Foundation, Inc.\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\/\\/www.wikimedia.org\\/static\\/images\\/wmf-hor-googpub.png\"}},\"datePublished\":\"2004-03-20T10:02:13Z\",\"dateModified\":\"2019-10-13T03:10:35Z\",\"headline\":\"Wikimedia list article\"}</script>\n",
       "<script>(RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgBackendResponseTime\":102,\"wgHostname\":\"mw1323\"});});</script>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup = BeautifulSoup(data ,'html.parser')\n",
    "soup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### create three lists to store table data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create three lists to store table data\n",
    "postalCodeList = []\n",
    "boroughList = []\n",
    "neighborhoodList = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### find the table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<td>M9Z</td>, <td>Not assigned</td>, <td>Not assigned\n",
       " </td>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find the table\n",
    "soup.find('table').find_all('tr')\n",
    "\n",
    "# find all the rows of the table\n",
    "soup.find('table').find_all('tr')\n",
    "\n",
    "# for each row of the table, find all the table data\n",
    "for row in soup.find('table').find_all('tr'):\n",
    "    cells = row.find_all('td')\n",
    "cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in soup.find('table').find_all('tr'):\n",
    "    cells = row.find_all('td')\n",
    "    if(len(cells) > 0):\n",
    "        postalCodeList.append(cells[0].text)\n",
    "        boroughList.append(cells[1].text)\n",
    "        neighborhoodList.append(cells[2].text.rstrip('\\n')) # avoid new lines in neighborhood cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode           Borough      Neighborhood\n",
       "0        M1A      Not assigned      Not assigned\n",
       "1        M2A      Not assigned      Not assigned\n",
       "2        M3A        North York         Parkwoods\n",
       "3        M4A        North York  Victoria Village\n",
       "4        M5A  Downtown Toronto      Harbourfront"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a new DataFrame from the three lists\n",
    "toronto_df = pd.DataFrame({\"PostalCode\": postalCodeList,\n",
    "                           \"Borough\": boroughList,\n",
    "                           \"Neighborhood\": neighborhoodList})\n",
    "\n",
    "toronto_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Heights</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode           Borough      Neighborhood\n",
       "0        M3A        North York         Parkwoods\n",
       "1        M4A        North York  Victoria Village\n",
       "2        M5A  Downtown Toronto      Harbourfront\n",
       "3        M5A  Downtown Toronto       Regent Park\n",
       "4        M6A        North York  Lawrence Heights"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df_dropna = toronto_df[toronto_df.Borough != \"Not assigned\"].reset_index(drop=True)\n",
    "toronto_df_dropna.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### group neighborhoods in the same borough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood\n",
       "0        M1B  Scarborough                          Rouge, Malvern\n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union\n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill\n",
       "3        M1G  Scarborough                                  Woburn\n",
       "4        M1H  Scarborough                               Cedarbrae"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# group neighborhoods in the same borough\n",
    "toronto_df_grouped = toronto_df_dropna.groupby([\"PostalCode\", \"Borough\"], as_index=False).agg(lambda x: \", \".join(x))\n",
    "toronto_df_grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood\n",
       "0        M1B  Scarborough                          Rouge, Malvern\n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union\n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill\n",
       "3        M1G  Scarborough                                  Woburn\n",
       "4        M1H  Scarborough                               Cedarbrae"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for Neighborhood=\"Not assigned\", make the value the same as Borough\n",
    "for index, row in toronto_df_grouped.iterrows():\n",
    "    if row[\"Neighborhood\"] == \"Not assigned\":\n",
    "        row[\"Neighborhood\"] = row[\"Borough\"]\n",
    "        \n",
    "toronto_df_grouped.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### create a new test dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "0         M5G  Downtown Toronto   \n",
       "1         M2H        North York   \n",
       "2         M4B         East York   \n",
       "3         M1J       Scarborough   \n",
       "4         M4G         East York   \n",
       "5         M4M      East Toronto   \n",
       "6         M1R       Scarborough   \n",
       "7         M9V         Etobicoke   \n",
       "8         M9L        North York   \n",
       "9         M5V  Downtown Toronto   \n",
       "10        M1B       Scarborough   \n",
       "11        M5A  Downtown Toronto   \n",
       "\n",
       "                                         Neighborhood  \n",
       "0                                  Central Bay Street  \n",
       "1                                   Hillcrest Village  \n",
       "2                     Woodbine Gardens, Parkview Hill  \n",
       "3                                 Scarborough Village  \n",
       "4                                             Leaside  \n",
       "5                                     Studio District  \n",
       "6                                   Maryvale, Wexford  \n",
       "7   Albion Gardens, Beaumond Heights, Humbergate, ...  \n",
       "8                                       Humber Summit  \n",
       "9   CN Tower, Bathurst Quay, Island airport, Harbo...  \n",
       "10                                     Rouge, Malvern  \n",
       "11                          Harbourfront, Regent Park  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a new test dataframe\n",
    "column_names = [\"PostalCode\", \"Borough\", \"Neighborhood\"]\n",
    "test_df = pd.DataFrame(columns=column_names)\n",
    "\n",
    "test_list = [\"M5G\", \"M2H\", \"M4B\", \"M1J\", \"M4G\", \"M4M\", \"M1R\", \"M9V\", \"M9L\", \"M5V\", \"M1B\", \"M5A\"]\n",
    "\n",
    "for postcode in test_list:\n",
    "    test_df = test_df.append(toronto_df_grouped[toronto_df_grouped[\"PostalCode\"]==postcode], ignore_index=True)\n",
    "    \n",
    "test_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the number of rows of the cleaned dataframe\n",
    "toronto_df_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the coordinates from the csv file on Coursera"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "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",
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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>Postal Code</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code   Latitude  Longitude\n",
       "0         M1B  43.806686 -79.194353\n",
       "1         M1C  43.784535 -79.160497\n",
       "2         M1E  43.763573 -79.188711\n",
       "3         M1G  43.770992 -79.216917\n",
       "4         M1H  43.773136 -79.239476"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coordinates = pd.read_csv(\"https://cocl.us/Geospatial_data\")\n",
    "coordinates.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "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>PostalCode</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode   Latitude  Longitude\n",
       "0        M1B  43.806686 -79.194353\n",
       "1        M1C  43.784535 -79.160497\n",
       "2        M1E  43.763573 -79.188711\n",
       "3        M1G  43.770992 -79.216917\n",
       "4        M1H  43.773136 -79.239476"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rename the column \"PostalCode\"\n",
    "coordinates.rename(columns={\"Postal Code\": \"PostalCode\"}, inplace=True)\n",
    "coordinates.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge the Dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                            Neighborhood   Latitude  \\\n",
       "0        M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3        M1G  Scarborough                                  Woburn  43.770992   \n",
       "4        M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df_new = toronto_df_grouped.merge(coordinates, on=\"PostalCode\", how=\"left\")\n",
    "toronto_df_new.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finally, check to make sure the coordinates are added as required by the question¶\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>43.657952</td>\n",
       "      <td>-79.387383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4B</td>\n",
       "      <td>East York</td>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "      <td>43.706397</td>\n",
       "      <td>-79.309937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4G</td>\n",
       "      <td>East York</td>\n",
       "      <td>Leaside</td>\n",
       "      <td>43.709060</td>\n",
       "      <td>-79.363452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>43.739416</td>\n",
       "      <td>-79.588437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.756303</td>\n",
       "      <td>-79.565963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "0         M5G  Downtown Toronto   \n",
       "1         M2H        North York   \n",
       "2         M4B         East York   \n",
       "3         M1J       Scarborough   \n",
       "4         M4G         East York   \n",
       "5         M4M      East Toronto   \n",
       "6         M1R       Scarborough   \n",
       "7         M9V         Etobicoke   \n",
       "8         M9L        North York   \n",
       "9         M5V  Downtown Toronto   \n",
       "10        M1B       Scarborough   \n",
       "11        M5A  Downtown Toronto   \n",
       "\n",
       "                                         Neighborhood   Latitude  Longitude  \n",
       "0                                  Central Bay Street  43.657952 -79.387383  \n",
       "1                                   Hillcrest Village  43.803762 -79.363452  \n",
       "2                     Woodbine Gardens, Parkview Hill  43.706397 -79.309937  \n",
       "3                                 Scarborough Village  43.744734 -79.239476  \n",
       "4                                             Leaside  43.709060 -79.363452  \n",
       "5                                     Studio District  43.659526 -79.340923  \n",
       "6                                   Maryvale, Wexford  43.750072 -79.295849  \n",
       "7   Albion Gardens, Beaumond Heights, Humbergate, ...  43.739416 -79.588437  \n",
       "8                                       Humber Summit  43.756303 -79.565963  \n",
       "9   CN Tower, Bathurst Quay, Island airport, Harbo...  43.628947 -79.394420  \n",
       "10                                     Rouge, Malvern  43.806686 -79.194353  \n",
       "11                          Harbourfront, Regent Park  43.654260 -79.360636  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a new test dataframe\n",
    "column_names = [\"PostalCode\", \"Borough\", \"Neighborhood\", \"Latitude\", \"Longitude\"]\n",
    "test_df = pd.DataFrame(columns=column_names)\n",
    "\n",
    "test_list = [\"M5G\", \"M2H\", \"M4B\", \"M1J\", \"M4G\", \"M4M\", \"M1R\", \"M9V\", \"M9L\", \"M5V\", \"M1B\", \"M5A\"]\n",
    "\n",
    "for postcode in test_list:\n",
    "    test_df = test_df.append(toronto_df_new[toronto_df_new[\"PostalCode\"]==postcode], ignore_index=True)\n",
    "    \n",
    "test_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use geopy library to get the latitude and longitude values of Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shkumarv\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: DeprecationWarning: Using Nominatim with the default \"geopy/1.20.0\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto'\n",
    "\n",
    "geolocator = Nominatim()\n",
    "location = geolocator.geocode(address, timeout=180)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1da3382c940>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(toronto_df_new['Latitude'], toronto_df_new['Longitude'], toronto_df_new['Borough'], toronto_df_new['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filter only boroughs that contain the word Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['East Toronto', 'Central Toronto', 'Downtown Toronto', 'West Toronto']"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "borough_names = list(toronto_df_new.Borough.unique())\n",
    "\n",
    "borough_with_toronto = []\n",
    "\n",
    "for x in borough_names:\n",
    "    if \"toronto\" in x.lower():\n",
    "        borough_with_toronto.append(x)\n",
    "        \n",
    "borough_with_toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
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       "      <td>The Danforth West, Riverdale</td>\n",
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       "      <td>-79.352188</td>\n",
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       "    <tr>\n",
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       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
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       "      <td>43.728020</td>\n",
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       "0        M4E     East Toronto                     The Beaches  43.676357   \n",
       "1        M4K     East Toronto    The Danforth West, Riverdale  43.679557   \n",
       "2        M4L     East Toronto  The Beaches West, India Bazaar  43.668999   \n",
       "3        M4M     East Toronto                 Studio District  43.659526   \n",
       "4        M4N  Central Toronto                   Lawrence Park  43.728020   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.293031  \n",
       "1 -79.352188  \n",
       "2 -79.315572  \n",
       "3 -79.340923  \n",
       "4 -79.388790  "
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     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# create a new DataFrame with only boroughs that contain the word Toronto\n",
    "toronto_df_new = toronto_df_new[toronto_df_new['Borough'].isin(borough_with_toronto)].reset_index(drop=True)\n",
    "print(toronto_df_new.shape)\n",
    "toronto_df_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
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            circle_marker_2787669912c64bf4aac97adb7a81374c.bindPopup(popup_57f08ec1b99248b6b0d1208f800125d7);

            
        
    
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  "radius": 5,
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}
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                var html_6251b28847724c838431125077fdf1ce = $('<div id="html_6251b28847724c838431125077fdf1ce" style="width: 100.0%; height: 100.0%;">Christie, Downtown Toronto</div>')[0];
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            var popup_93aedcaaa42443d593f6ff023c104d2e = L.popup({maxWidth: '300'});

            
                var html_53e326b52ed44558ac977715a505255e = $('<div id="html_53e326b52ed44558ac977715a505255e" style="width: 100.0%; height: 100.0%;">Dovercourt Village, Dufferin, West Toronto</div>')[0];
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            circle_marker_9a937e672aab442cb35c3b3e7eeee037.bindPopup(popup_93aedcaaa42443d593f6ff023c104d2e);

            
        
    
            var circle_marker_2df82b81cf5f47ee8fe12aa947497f58 = L.circleMarker(
                [43.647926700000006,-79.4197497],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_bd6a3879b3e647dda3bede864b086fbc);
            
    
            var popup_d9113d0382064acf89dbe526b6657c9a = L.popup({maxWidth: '300'});

            
                var html_9bf26f8e24ef4ceeba2781a3bcbd00be = $('<div id="html_9bf26f8e24ef4ceeba2781a3bcbd00be" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity, West Toronto</div>')[0];
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            circle_marker_2df82b81cf5f47ee8fe12aa947497f58.bindPopup(popup_d9113d0382064acf89dbe526b6657c9a);

            
        
    
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                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_bd6a3879b3e647dda3bede864b086fbc);
            
    
            var popup_ed634de32fa04973983d6e205072a660 = L.popup({maxWidth: '300'});

            
                var html_a3286f5ea7aa4285b871f3f4a3f5a5d2 = $('<div id="html_a3286f5ea7aa4285b871f3f4a3f5a5d2" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village, West Toronto</div>')[0];
                popup_ed634de32fa04973983d6e205072a660.setContent(html_a3286f5ea7aa4285b871f3f4a3f5a5d2);
            

            circle_marker_68d94511199d4a57b5b059e464523bc4.bindPopup(popup_ed634de32fa04973983d6e205072a660);

            
        
    
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                [43.6616083,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_bd6a3879b3e647dda3bede864b086fbc);
            
    
            var popup_bdc21d384a79496886fafadfeb2189b0 = L.popup({maxWidth: '300'});

            
                var html_e08c2005e2624dfb8495f8f247ed5465 = $('<div id="html_e08c2005e2624dfb8495f8f247ed5465" style="width: 100.0%; height: 100.0%;">High Park, The Junction South, West Toronto</div>')[0];
                popup_bdc21d384a79496886fafadfeb2189b0.setContent(html_e08c2005e2624dfb8495f8f247ed5465);
            

            circle_marker_3c84c2116e2f4ad3aea55b4f39164f55.bindPopup(popup_bdc21d384a79496886fafadfeb2189b0);

            
        
    
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                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_bd6a3879b3e647dda3bede864b086fbc);
            
    
            var popup_64c11c2b8a36401fa61cd8f6e16d1faa = L.popup({maxWidth: '300'});

            
                var html_b1aec9f05dc649b880808adbacafaba2 = $('<div id="html_b1aec9f05dc649b880808adbacafaba2" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>')[0];
                popup_64c11c2b8a36401fa61cd8f6e16d1faa.setContent(html_b1aec9f05dc649b880808adbacafaba2);
            

            circle_marker_ddf93012eef344eaa7cbbd476c7c3185.bindPopup(popup_64c11c2b8a36401fa61cd8f6e16d1faa);

            
        
    
            var circle_marker_d4771865b72c42488b477b5436c5d620 = L.circleMarker(
                [43.6515706,-79.4844499],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_bd6a3879b3e647dda3bede864b086fbc);
            
    
            var popup_388285bcf2fa4acb975733f4320a4884 = L.popup({maxWidth: '300'});

            
                var html_7f1f047b1dee40f38264cfa947f8bc60 = $('<div id="html_7f1f047b1dee40f38264cfa947f8bc60" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea, West Toronto</div>')[0];
                popup_388285bcf2fa4acb975733f4320a4884.setContent(html_7f1f047b1dee40f38264cfa947f8bc60);
            

            circle_marker_d4771865b72c42488b477b5436c5d620.bindPopup(popup_388285bcf2fa4acb975733f4320a4884);

            
        
    
            var circle_marker_286ed069debb47ff9b74b6b0d90a8c49 = L.circleMarker(
                [43.6627439,-79.321558],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_bd6a3879b3e647dda3bede864b086fbc);
            
    
            var popup_5adf3dd2301946eeabc3f9ad8677f96a = L.popup({maxWidth: '300'});

            
                var html_e5c9ad659e3549f19e6c3aa79804634e = $('<div id="html_e5c9ad659e3549f19e6c3aa79804634e" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern, East Toronto</div>')[0];
                popup_5adf3dd2301946eeabc3f9ad8677f96a.setContent(html_e5c9ad659e3549f19e6c3aa79804634e);
            

            circle_marker_286ed069debb47ff9b74b6b0d90a8c49.bindPopup(popup_5adf3dd2301946eeabc3f9ad8677f96a);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1da33a17b38>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(toronto_df_new['Latitude'], toronto_df_new['Longitude'], toronto_df_new['Borough'], toronto_df_new['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use the Foursquare API to explore the neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: V4HK3Z2T3T1445O5ZBMJYA0CGWA4MLDNQSY03A2MWDUGZ2G3\n",
      "CLIENT_SECRET:1SUC44AH5JNEADAIYG4I3IDX523VPASCUH5TT2KFD2ZE1U40\n"
     ]
    }
   ],
   "source": [
    "# define Foursquare Credentials and Version\n",
    "CLIENT_ID = 'remove' # your Foursquare ID\n",
    "CLIENT_SECRET = '1SUC44AH5JNEADAIYG4I3IDX523VPASCUH5TT2KFD2ZE1U40' # your Foursquare Secret\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "radius = 500\n",
    "LIMIT = 100\n",
    "\n",
    "venues = []\n",
    "\n",
    "for lat, long, post, borough, neighborhood in zip(toronto_df_new['Latitude'], toronto_df_new['Longitude'], toronto_df_new['PostalCode'], toronto_df_new['Borough'], toronto_df_new['Neighborhood']):\n",
    "    url = \"https://api.foursquare.com/v2/venues/explore?client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}\".format(\n",
    "        CLIENT_ID,\n",
    "        CLIENT_SECRET,\n",
    "        VERSION,\n",
    "        lat,\n",
    "        long,\n",
    "        radius, \n",
    "        LIMIT)\n",
    "    \n",
    "    results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "    \n",
    "    for venue in results:\n",
    "        venues.append((\n",
    "            post, \n",
    "            borough,\n",
    "            neighborhood,\n",
    "            lat, \n",
    "            long, \n",
    "            venue['venue']['name'], \n",
    "            venue['venue']['location']['lat'], \n",
    "            venue['venue']['location']['lng'],  \n",
    "            venue['venue']['categories'][0]['name']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1710, 9)\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
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       "        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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>BoroughLatitude</th>\n",
       "      <th>BoroughLongitude</th>\n",
       "      <th>VenueName</th>\n",
       "      <th>VenueLatitude</th>\n",
       "      <th>VenueLongitude</th>\n",
       "      <th>VenueCategory</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Glen Manor Ravine</td>\n",
       "      <td>43.676821</td>\n",
       "      <td>-79.293942</td>\n",
       "      <td>Trail</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>The Big Carrot Natural Food Market</td>\n",
       "      <td>43.678879</td>\n",
       "      <td>-79.297734</td>\n",
       "      <td>Health Food Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Grover Pub and Grub</td>\n",
       "      <td>43.679181</td>\n",
       "      <td>-79.297215</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Glen Stewart Ravine</td>\n",
       "      <td>43.676300</td>\n",
       "      <td>-79.294784</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Upper Beaches</td>\n",
       "      <td>43.680563</td>\n",
       "      <td>-79.292869</td>\n",
       "      <td>Neighborhood</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode       Borough Neighborhood  BoroughLatitude  BoroughLongitude  \\\n",
       "0        M4E  East Toronto  The Beaches        43.676357        -79.293031   \n",
       "1        M4E  East Toronto  The Beaches        43.676357        -79.293031   \n",
       "2        M4E  East Toronto  The Beaches        43.676357        -79.293031   \n",
       "3        M4E  East Toronto  The Beaches        43.676357        -79.293031   \n",
       "4        M4E  East Toronto  The Beaches        43.676357        -79.293031   \n",
       "\n",
       "                            VenueName  VenueLatitude  VenueLongitude  \\\n",
       "0                   Glen Manor Ravine      43.676821      -79.293942   \n",
       "1  The Big Carrot Natural Food Market      43.678879      -79.297734   \n",
       "2                 Grover Pub and Grub      43.679181      -79.297215   \n",
       "3                 Glen Stewart Ravine      43.676300      -79.294784   \n",
       "4                       Upper Beaches      43.680563      -79.292869   \n",
       "\n",
       "          VenueCategory  \n",
       "0                 Trail  \n",
       "1     Health Food Store  \n",
       "2                   Pub  \n",
       "3  Other Great Outdoors  \n",
       "4          Neighborhood  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert the venues list into a new DataFrame\n",
    "venues_df = pd.DataFrame(venues)\n",
    "\n",
    "# define the column names\n",
    "venues_df.columns = ['PostalCode', 'Borough', 'Neighborhood', 'BoroughLatitude', 'BoroughLongitude', 'VenueName', 'VenueLatitude', 'VenueLongitude', 'VenueCategory']\n",
    "\n",
    "print(venues_df.shape)\n",
    "venues_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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></th>\n",
       "      <th></th>\n",
       "      <th>BoroughLatitude</th>\n",
       "      <th>BoroughLongitude</th>\n",
       "      <th>VenueName</th>\n",
       "      <th>VenueLatitude</th>\n",
       "      <th>VenueLongitude</th>\n",
       "      <th>VenueCategory</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>M4E</th>\n",
       "      <th>East Toronto</th>\n",
       "      <th>The Beaches</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4K</th>\n",
       "      <th>East Toronto</th>\n",
       "      <th>The Danforth West, Riverdale</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4L</th>\n",
       "      <th>East Toronto</th>\n",
       "      <th>The Beaches West, India Bazaar</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4M</th>\n",
       "      <th>East Toronto</th>\n",
       "      <th>Studio District</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4N</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Lawrence Park</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4P</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Davisville North</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4R</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>North Toronto West</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4S</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Davisville</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4T</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Moore Park, Summerhill East</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4V</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4W</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Rosedale</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4X</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Cabbagetown, St. James Town</th>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M4Y</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Church and Wellesley</th>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5A</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Harbourfront, Regent Park</th>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5B</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Ryerson, Garden District</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5C</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>St. James Town</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5E</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Berczy Park</th>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5G</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Central Bay Street</th>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5H</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Adelaide, King, Richmond</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5J</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Harbourfront East, Toronto Islands, Union Station</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5K</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Design Exchange, Toronto Dominion Centre</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5L</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Commerce Court, Victoria Hotel</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5N</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Roselawn</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5P</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>Forest Hill North, Forest Hill West</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5R</th>\n",
       "      <th>Central Toronto</th>\n",
       "      <th>The Annex, North Midtown, Yorkville</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5S</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Harbord, University of Toronto</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5T</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Chinatown, Grange Park, Kensington Market</th>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5V</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5W</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Stn A PO Boxes 25 The Esplanade</th>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M5X</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>First Canadian Place, Underground city</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6G</th>\n",
       "      <th>Downtown Toronto</th>\n",
       "      <th>Christie</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6H</th>\n",
       "      <th>West Toronto</th>\n",
       "      <th>Dovercourt Village, Dufferin</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6J</th>\n",
       "      <th>West Toronto</th>\n",
       "      <th>Little Portugal, Trinity</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6K</th>\n",
       "      <th>West Toronto</th>\n",
       "      <th>Brockton, Exhibition Place, Parkdale Village</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6P</th>\n",
       "      <th>West Toronto</th>\n",
       "      <th>High Park, The Junction South</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6R</th>\n",
       "      <th>West Toronto</th>\n",
       "      <th>Parkdale, Roncesvalles</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M6S</th>\n",
       "      <th>West Toronto</th>\n",
       "      <th>Runnymede, Swansea</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M7Y</th>\n",
       "      <th>East Toronto</th>\n",
       "      <th>Business Reply Mail Processing Centre 969 Eastern</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                BoroughLatitude  \\\n",
       "PostalCode Borough          Neighborhood                                                          \n",
       "M4E        East Toronto     The Beaches                                                       5   \n",
       "M4K        East Toronto     The Danforth West, Riverdale                                     42   \n",
       "M4L        East Toronto     The Beaches West, India Bazaar                                   22   \n",
       "M4M        East Toronto     Studio District                                                  38   \n",
       "M4N        Central Toronto  Lawrence Park                                                     3   \n",
       "M4P        Central Toronto  Davisville North                                                  9   \n",
       "M4R        Central Toronto  North Toronto West                                               19   \n",
       "M4S        Central Toronto  Davisville                                                       36   \n",
       "M4T        Central Toronto  Moore Park, Summerhill East                                       3   \n",
       "M4V        Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hil...               15   \n",
       "M4W        Downtown Toronto Rosedale                                                          4   \n",
       "M4X        Downtown Toronto Cabbagetown, St. James Town                                      47   \n",
       "M4Y        Downtown Toronto Church and Wellesley                                             91   \n",
       "M5A        Downtown Toronto Harbourfront, Regent Park                                        51   \n",
       "M5B        Downtown Toronto Ryerson, Garden District                                        100   \n",
       "M5C        Downtown Toronto St. James Town                                                  100   \n",
       "M5E        Downtown Toronto Berczy Park                                                      55   \n",
       "M5G        Downtown Toronto Central Bay Street                                               82   \n",
       "M5H        Downtown Toronto Adelaide, King, Richmond                                        100   \n",
       "M5J        Downtown Toronto Harbourfront East, Toronto Islands, Union Station               100   \n",
       "M5K        Downtown Toronto Design Exchange, Toronto Dominion Centre                        100   \n",
       "M5L        Downtown Toronto Commerce Court, Victoria Hotel                                  100   \n",
       "M5N        Central Toronto  Roselawn                                                          1   \n",
       "M5P        Central Toronto  Forest Hill North, Forest Hill West                               5   \n",
       "M5R        Central Toronto  The Annex, North Midtown, Yorkville                              23   \n",
       "M5S        Downtown Toronto Harbord, University of Toronto                                   35   \n",
       "M5T        Downtown Toronto Chinatown, Grange Park, Kensington Market                        96   \n",
       "M5V        Downtown Toronto CN Tower, Bathurst Quay, Island airport, Harbou...               17   \n",
       "M5W        Downtown Toronto Stn A PO Boxes 25 The Esplanade                                  98   \n",
       "M5X        Downtown Toronto First Canadian Place, Underground city                          100   \n",
       "M6G        Downtown Toronto Christie                                                         17   \n",
       "M6H        West Toronto     Dovercourt Village, Dufferin                                     16   \n",
       "M6J        West Toronto     Little Portugal, Trinity                                         64   \n",
       "M6K        West Toronto     Brockton, Exhibition Place, Parkdale Village                     22   \n",
       "M6P        West Toronto     High Park, The Junction South                                    26   \n",
       "M6R        West Toronto     Parkdale, Roncesvalles                                           15   \n",
       "M6S        West Toronto     Runnymede, Swansea                                               36   \n",
       "M7Y        East Toronto     Business Reply Mail Processing Centre 969 Eastern                17   \n",
       "\n",
       "                                                                                BoroughLongitude  \\\n",
       "PostalCode Borough          Neighborhood                                                           \n",
       "M4E        East Toronto     The Beaches                                                        5   \n",
       "M4K        East Toronto     The Danforth West, Riverdale                                      42   \n",
       "M4L        East Toronto     The Beaches West, India Bazaar                                    22   \n",
       "M4M        East Toronto     Studio District                                                   38   \n",
       "M4N        Central Toronto  Lawrence Park                                                      3   \n",
       "M4P        Central Toronto  Davisville North                                                   9   \n",
       "M4R        Central Toronto  North Toronto West                                                19   \n",
       "M4S        Central Toronto  Davisville                                                        36   \n",
       "M4T        Central Toronto  Moore Park, Summerhill East                                        3   \n",
       "M4V        Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hil...                15   \n",
       "M4W        Downtown Toronto Rosedale                                                           4   \n",
       "M4X        Downtown Toronto Cabbagetown, St. James Town                                       47   \n",
       "M4Y        Downtown Toronto Church and Wellesley                                              91   \n",
       "M5A        Downtown Toronto Harbourfront, Regent Park                                         51   \n",
       "M5B        Downtown Toronto Ryerson, Garden District                                         100   \n",
       "M5C        Downtown Toronto St. James Town                                                   100   \n",
       "M5E        Downtown Toronto Berczy Park                                                       55   \n",
       "M5G        Downtown Toronto Central Bay Street                                                82   \n",
       "M5H        Downtown Toronto Adelaide, King, Richmond                                         100   \n",
       "M5J        Downtown Toronto Harbourfront East, Toronto Islands, Union Station                100   \n",
       "M5K        Downtown Toronto Design Exchange, Toronto Dominion Centre                         100   \n",
       "M5L        Downtown Toronto Commerce Court, Victoria Hotel                                   100   \n",
       "M5N        Central Toronto  Roselawn                                                           1   \n",
       "M5P        Central Toronto  Forest Hill North, Forest Hill West                                5   \n",
       "M5R        Central Toronto  The Annex, North Midtown, Yorkville                               23   \n",
       "M5S        Downtown Toronto Harbord, University of Toronto                                    35   \n",
       "M5T        Downtown Toronto Chinatown, Grange Park, Kensington Market                         96   \n",
       "M5V        Downtown Toronto CN Tower, Bathurst Quay, Island airport, Harbou...                17   \n",
       "M5W        Downtown Toronto Stn A PO Boxes 25 The Esplanade                                   98   \n",
       "M5X        Downtown Toronto First Canadian Place, Underground city                           100   \n",
       "M6G        Downtown Toronto Christie                                                          17   \n",
       "M6H        West Toronto     Dovercourt Village, Dufferin                                      16   \n",
       "M6J        West Toronto     Little Portugal, Trinity                                          64   \n",
       "M6K        West Toronto     Brockton, Exhibition Place, Parkdale Village                      22   \n",
       "M6P        West Toronto     High Park, The Junction South                                     26   \n",
       "M6R        West Toronto     Parkdale, Roncesvalles                                            15   \n",
       "M6S        West Toronto     Runnymede, Swansea                                                36   \n",
       "M7Y        East Toronto     Business Reply Mail Processing Centre 969 Eastern                 17   \n",
       "\n",
       "                                                                                VenueName  \\\n",
       "PostalCode Borough          Neighborhood                                                    \n",
       "M4E        East Toronto     The Beaches                                                 5   \n",
       "M4K        East Toronto     The Danforth West, Riverdale                               42   \n",
       "M4L        East Toronto     The Beaches West, India Bazaar                             22   \n",
       "M4M        East Toronto     Studio District                                            38   \n",
       "M4N        Central Toronto  Lawrence Park                                               3   \n",
       "M4P        Central Toronto  Davisville North                                            9   \n",
       "M4R        Central Toronto  North Toronto West                                         19   \n",
       "M4S        Central Toronto  Davisville                                                 36   \n",
       "M4T        Central Toronto  Moore Park, Summerhill East                                 3   \n",
       "M4V        Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hil...         15   \n",
       "M4W        Downtown Toronto Rosedale                                                    4   \n",
       "M4X        Downtown Toronto Cabbagetown, St. James Town                                47   \n",
       "M4Y        Downtown Toronto Church and Wellesley                                       91   \n",
       "M5A        Downtown Toronto Harbourfront, Regent Park                                  51   \n",
       "M5B        Downtown Toronto Ryerson, Garden District                                  100   \n",
       "M5C        Downtown Toronto St. James Town                                            100   \n",
       "M5E        Downtown Toronto Berczy Park                                                55   \n",
       "M5G        Downtown Toronto Central Bay Street                                         82   \n",
       "M5H        Downtown Toronto Adelaide, King, Richmond                                  100   \n",
       "M5J        Downtown Toronto Harbourfront East, Toronto Islands, Union Station         100   \n",
       "M5K        Downtown Toronto Design Exchange, Toronto Dominion Centre                  100   \n",
       "M5L        Downtown Toronto Commerce Court, Victoria Hotel                            100   \n",
       "M5N        Central Toronto  Roselawn                                                    1   \n",
       "M5P        Central Toronto  Forest Hill North, Forest Hill West                         5   \n",
       "M5R        Central Toronto  The Annex, North Midtown, Yorkville                        23   \n",
       "M5S        Downtown Toronto Harbord, University of Toronto                             35   \n",
       "M5T        Downtown Toronto Chinatown, Grange Park, Kensington Market                  96   \n",
       "M5V        Downtown Toronto CN Tower, Bathurst Quay, Island airport, Harbou...         17   \n",
       "M5W        Downtown Toronto Stn A PO Boxes 25 The Esplanade                            98   \n",
       "M5X        Downtown Toronto First Canadian Place, Underground city                    100   \n",
       "M6G        Downtown Toronto Christie                                                   17   \n",
       "M6H        West Toronto     Dovercourt Village, Dufferin                               16   \n",
       "M6J        West Toronto     Little Portugal, Trinity                                   64   \n",
       "M6K        West Toronto     Brockton, Exhibition Place, Parkdale Village               22   \n",
       "M6P        West Toronto     High Park, The Junction South                              26   \n",
       "M6R        West Toronto     Parkdale, Roncesvalles                                     15   \n",
       "M6S        West Toronto     Runnymede, Swansea                                         36   \n",
       "M7Y        East Toronto     Business Reply Mail Processing Centre 969 Eastern          17   \n",
       "\n",
       "                                                                                VenueLatitude  \\\n",
       "PostalCode Borough          Neighborhood                                                        \n",
       "M4E        East Toronto     The Beaches                                                     5   \n",
       "M4K        East Toronto     The Danforth West, Riverdale                                   42   \n",
       "M4L        East Toronto     The Beaches West, India Bazaar                                 22   \n",
       "M4M        East Toronto     Studio District                                                38   \n",
       "M4N        Central Toronto  Lawrence Park                                                   3   \n",
       "M4P        Central Toronto  Davisville North                                                9   \n",
       "M4R        Central Toronto  North Toronto West                                             19   \n",
       "M4S        Central Toronto  Davisville                                                     36   \n",
       "M4T        Central Toronto  Moore Park, Summerhill East                                     3   \n",
       "M4V        Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hil...             15   \n",
       "M4W        Downtown Toronto Rosedale                                                        4   \n",
       "M4X        Downtown Toronto Cabbagetown, St. James Town                                    47   \n",
       "M4Y        Downtown Toronto Church and Wellesley                                           91   \n",
       "M5A        Downtown Toronto Harbourfront, Regent Park                                      51   \n",
       "M5B        Downtown Toronto Ryerson, Garden District                                      100   \n",
       "M5C        Downtown Toronto St. James Town                                                100   \n",
       "M5E        Downtown Toronto Berczy Park                                                    55   \n",
       "M5G        Downtown Toronto Central Bay Street                                             82   \n",
       "M5H        Downtown Toronto Adelaide, King, Richmond                                      100   \n",
       "M5J        Downtown Toronto Harbourfront East, Toronto Islands, Union Station             100   \n",
       "M5K        Downtown Toronto Design Exchange, Toronto Dominion Centre                      100   \n",
       "M5L        Downtown Toronto Commerce Court, Victoria Hotel                                100   \n",
       "M5N        Central Toronto  Roselawn                                                        1   \n",
       "M5P        Central Toronto  Forest Hill North, Forest Hill West                             5   \n",
       "M5R        Central Toronto  The Annex, North Midtown, Yorkville                            23   \n",
       "M5S        Downtown Toronto Harbord, University of Toronto                                 35   \n",
       "M5T        Downtown Toronto Chinatown, Grange Park, Kensington Market                      96   \n",
       "M5V        Downtown Toronto CN Tower, Bathurst Quay, Island airport, Harbou...             17   \n",
       "M5W        Downtown Toronto Stn A PO Boxes 25 The Esplanade                                98   \n",
       "M5X        Downtown Toronto First Canadian Place, Underground city                        100   \n",
       "M6G        Downtown Toronto Christie                                                       17   \n",
       "M6H        West Toronto     Dovercourt Village, Dufferin                                   16   \n",
       "M6J        West Toronto     Little Portugal, Trinity                                       64   \n",
       "M6K        West Toronto     Brockton, Exhibition Place, Parkdale Village                   22   \n",
       "M6P        West Toronto     High Park, The Junction South                                  26   \n",
       "M6R        West Toronto     Parkdale, Roncesvalles                                         15   \n",
       "M6S        West Toronto     Runnymede, Swansea                                             36   \n",
       "M7Y        East Toronto     Business Reply Mail Processing Centre 969 Eastern              17   \n",
       "\n",
       "                                                                                VenueLongitude  \\\n",
       "PostalCode Borough          Neighborhood                                                         \n",
       "M4E        East Toronto     The Beaches                                                      5   \n",
       "M4K        East Toronto     The Danforth West, Riverdale                                    42   \n",
       "M4L        East Toronto     The Beaches West, India Bazaar                                  22   \n",
       "M4M        East Toronto     Studio District                                                 38   \n",
       "M4N        Central Toronto  Lawrence Park                                                    3   \n",
       "M4P        Central Toronto  Davisville North                                                 9   \n",
       "M4R        Central Toronto  North Toronto West                                              19   \n",
       "M4S        Central Toronto  Davisville                                                      36   \n",
       "M4T        Central Toronto  Moore Park, Summerhill East                                      3   \n",
       "M4V        Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hil...              15   \n",
       "M4W        Downtown Toronto Rosedale                                                         4   \n",
       "M4X        Downtown Toronto Cabbagetown, St. James Town                                     47   \n",
       "M4Y        Downtown Toronto Church and Wellesley                                            91   \n",
       "M5A        Downtown Toronto Harbourfront, Regent Park                                       51   \n",
       "M5B        Downtown Toronto Ryerson, Garden District                                       100   \n",
       "M5C        Downtown Toronto St. James Town                                                 100   \n",
       "M5E        Downtown Toronto Berczy Park                                                     55   \n",
       "M5G        Downtown Toronto Central Bay Street                                              82   \n",
       "M5H        Downtown Toronto Adelaide, King, Richmond                                       100   \n",
       "M5J        Downtown Toronto Harbourfront East, Toronto Islands, Union Station              100   \n",
       "M5K        Downtown Toronto Design Exchange, Toronto Dominion Centre                       100   \n",
       "M5L        Downtown Toronto Commerce Court, Victoria Hotel                                 100   \n",
       "M5N        Central Toronto  Roselawn                                                         1   \n",
       "M5P        Central Toronto  Forest Hill North, Forest Hill West                              5   \n",
       "M5R        Central Toronto  The Annex, North Midtown, Yorkville                             23   \n",
       "M5S        Downtown Toronto Harbord, University of Toronto                                  35   \n",
       "M5T        Downtown Toronto Chinatown, Grange Park, Kensington Market                       96   \n",
       "M5V        Downtown Toronto CN Tower, Bathurst Quay, Island airport, Harbou...              17   \n",
       "M5W        Downtown Toronto Stn A PO Boxes 25 The Esplanade                                 98   \n",
       "M5X        Downtown Toronto First Canadian Place, Underground city                         100   \n",
       "M6G        Downtown Toronto Christie                                                        17   \n",
       "M6H        West Toronto     Dovercourt Village, Dufferin                                    16   \n",
       "M6J        West Toronto     Little Portugal, Trinity                                        64   \n",
       "M6K        West Toronto     Brockton, Exhibition Place, Parkdale Village                    22   \n",
       "M6P        West Toronto     High Park, The Junction South                                   26   \n",
       "M6R        West Toronto     Parkdale, Roncesvalles                                          15   \n",
       "M6S        West Toronto     Runnymede, Swansea                                              36   \n",
       "M7Y        East Toronto     Business Reply Mail Processing Centre 969 Eastern               17   \n",
       "\n",
       "                                                                                VenueCategory  \n",
       "PostalCode Borough          Neighborhood                                                       \n",
       "M4E        East Toronto     The Beaches                                                     5  \n",
       "M4K        East Toronto     The Danforth West, Riverdale                                   42  \n",
       "M4L        East Toronto     The Beaches West, India Bazaar                                 22  \n",
       "M4M        East Toronto     Studio District                                                38  \n",
       "M4N        Central Toronto  Lawrence Park                                                   3  \n",
       "M4P        Central Toronto  Davisville North                                                9  \n",
       "M4R        Central Toronto  North Toronto West                                             19  \n",
       "M4S        Central Toronto  Davisville                                                     36  \n",
       "M4T        Central Toronto  Moore Park, Summerhill East                                     3  \n",
       "M4V        Central Toronto  Deer Park, Forest Hill SE, Rathnelly, South Hil...             15  \n",
       "M4W        Downtown Toronto Rosedale                                                        4  \n",
       "M4X        Downtown Toronto Cabbagetown, St. James Town                                    47  \n",
       "M4Y        Downtown Toronto Church and Wellesley                                           91  \n",
       "M5A        Downtown Toronto Harbourfront, Regent Park                                      51  \n",
       "M5B        Downtown Toronto Ryerson, Garden District                                      100  \n",
       "M5C        Downtown Toronto St. James Town                                                100  \n",
       "M5E        Downtown Toronto Berczy Park                                                    55  \n",
       "M5G        Downtown Toronto Central Bay Street                                             82  \n",
       "M5H        Downtown Toronto Adelaide, King, Richmond                                      100  \n",
       "M5J        Downtown Toronto Harbourfront East, Toronto Islands, Union Station             100  \n",
       "M5K        Downtown Toronto Design Exchange, Toronto Dominion Centre                      100  \n",
       "M5L        Downtown Toronto Commerce Court, Victoria Hotel                                100  \n",
       "M5N        Central Toronto  Roselawn                                                        1  \n",
       "M5P        Central Toronto  Forest Hill North, Forest Hill West                             5  \n",
       "M5R        Central Toronto  The Annex, North Midtown, Yorkville                            23  \n",
       "M5S        Downtown Toronto Harbord, University of Toronto                                 35  \n",
       "M5T        Downtown Toronto Chinatown, Grange Park, Kensington Market                      96  \n",
       "M5V        Downtown Toronto CN Tower, Bathurst Quay, Island airport, Harbou...             17  \n",
       "M5W        Downtown Toronto Stn A PO Boxes 25 The Esplanade                                98  \n",
       "M5X        Downtown Toronto First Canadian Place, Underground city                        100  \n",
       "M6G        Downtown Toronto Christie                                                       17  \n",
       "M6H        West Toronto     Dovercourt Village, Dufferin                                   16  \n",
       "M6J        West Toronto     Little Portugal, Trinity                                       64  \n",
       "M6K        West Toronto     Brockton, Exhibition Place, Parkdale Village                   22  \n",
       "M6P        West Toronto     High Park, The Junction South                                  26  \n",
       "M6R        West Toronto     Parkdale, Roncesvalles                                         15  \n",
       "M6S        West Toronto     Runnymede, Swansea                                             36  \n",
       "M7Y        East Toronto     Business Reply Mail Processing Centre 969 Eastern              17  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues_df.groupby([\"PostalCode\", \"Borough\", \"Neighborhood\"]).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Trail', 'Health Food Store', 'Pub', 'Other Great Outdoors',\n",
       "       'Neighborhood', 'Greek Restaurant', 'Cosmetics Shop',\n",
       "       'Italian Restaurant', 'Ice Cream Shop', 'Brewery', 'Yoga Studio',\n",
       "       'Fruit & Vegetable Store', 'Pizza Place', 'Juice Bar',\n",
       "       'Dessert Shop', 'Restaurant', 'Bookstore', 'Bubble Tea Shop',\n",
       "       'Furniture / Home Store', 'Spa', 'Diner', 'Grocery Store',\n",
       "       'Indian Restaurant', 'Caribbean Restaurant', 'Coffee Shop',\n",
       "       'Bakery', 'Café', 'American Restaurant', 'Liquor Store',\n",
       "       'Burger Joint', 'Gym', 'Fish & Chips Shop', 'Park',\n",
       "       'Sushi Restaurant', 'Steakhouse', 'Pet Store', 'Burrito Place',\n",
       "       'Fast Food Restaurant', 'Movie Theater', 'Sandwich Place',\n",
       "       'Board Shop', 'Food & Drink Shop', 'Fish Market', 'Gay Bar',\n",
       "       'Seafood Restaurant', 'Middle Eastern Restaurant',\n",
       "       'Thai Restaurant', 'Comfort Food Restaurant', 'Cheese Shop',\n",
       "       'Stationery Store'], dtype=object)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues_df['VenueCategory'].unique()[:50]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze Each Area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1710, 236)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhoods</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</th>\n",
       "      <th>Airport Lounge</th>\n",
       "      <th>Airport Service</th>\n",
       "      <th>Airport Terminal</th>\n",
       "      <th>...</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Video Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 236 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode       Borough Neighborhoods  Afghan Restaurant  Airport  \\\n",
       "0        M4E  East Toronto   The Beaches                  0        0   \n",
       "1        M4E  East Toronto   The Beaches                  0        0   \n",
       "2        M4E  East Toronto   The Beaches                  0        0   \n",
       "3        M4E  East Toronto   The Beaches                  0        0   \n",
       "4        M4E  East Toronto   The Beaches                  0        0   \n",
       "\n",
       "   Airport Food Court  Airport Gate  Airport Lounge  Airport Service  \\\n",
       "0                   0             0               0                0   \n",
       "1                   0             0               0                0   \n",
       "2                   0             0               0                0   \n",
       "3                   0             0               0                0   \n",
       "4                   0             0               0                0   \n",
       "\n",
       "   Airport Terminal  ...  Trail  Train Station  Vegetarian / Vegan Restaurant  \\\n",
       "0                 0  ...      1              0                              0   \n",
       "1                 0  ...      0              0                              0   \n",
       "2                 0  ...      0              0                              0   \n",
       "3                 0  ...      0              0                              0   \n",
       "4                 0  ...      0              0                              0   \n",
       "\n",
       "   Video Game Store  Video Store  Vietnamese Restaurant  Wine Bar  \\\n",
       "0                 0            0                      0         0   \n",
       "1                 0            0                      0         0   \n",
       "2                 0            0                      0         0   \n",
       "3                 0            0                      0         0   \n",
       "4                 0            0                      0         0   \n",
       "\n",
       "   Wings Joint  Women's Store  Yoga Studio  \n",
       "0            0              0            0  \n",
       "1            0              0            0  \n",
       "2            0              0            0  \n",
       "3            0              0            0  \n",
       "4            0              0            0  \n",
       "\n",
       "[5 rows x 236 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "toronto_onehot = pd.get_dummies(venues_df[['VenueCategory']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add postal, borough and neighborhood column back to dataframe\n",
    "toronto_onehot['PostalCode'] = venues_df['PostalCode'] \n",
    "toronto_onehot['Borough'] = venues_df['Borough'] \n",
    "toronto_onehot['Neighborhoods'] = venues_df['Neighborhood'] \n",
    "\n",
    "# move postal, borough and neighborhood column to the first column\n",
    "fixed_columns = list(toronto_onehot.columns[-3:]) + list(toronto_onehot.columns[:-3])\n",
    "toronto_onehot = toronto_onehot[fixed_columns]\n",
    "\n",
    "print(toronto_onehot.shape)\n",
    "toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38, 236)\n"
     ]
    },
    {
     "data": {
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       "      <th>Neighborhoods</th>\n",
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       "      <th>Train Station</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
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       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02381</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.023810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.052632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.25000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>0.010989</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010989</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010989</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010989</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.019608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012195</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012195</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012195</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.028571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.028571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052083</td>\n",
       "      <td>0.010417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010204</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015625</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.015625</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.058824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38 rows × 236 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "0         M4E      East Toronto   \n",
       "1         M4K      East Toronto   \n",
       "2         M4L      East Toronto   \n",
       "3         M4M      East Toronto   \n",
       "4         M4N   Central Toronto   \n",
       "5         M4P   Central Toronto   \n",
       "6         M4R   Central Toronto   \n",
       "7         M4S   Central Toronto   \n",
       "8         M4T   Central Toronto   \n",
       "9         M4V   Central Toronto   \n",
       "10        M4W  Downtown Toronto   \n",
       "11        M4X  Downtown Toronto   \n",
       "12        M4Y  Downtown Toronto   \n",
       "13        M5A  Downtown Toronto   \n",
       "14        M5B  Downtown Toronto   \n",
       "15        M5C  Downtown Toronto   \n",
       "16        M5E  Downtown Toronto   \n",
       "17        M5G  Downtown Toronto   \n",
       "18        M5H  Downtown Toronto   \n",
       "19        M5J  Downtown Toronto   \n",
       "20        M5K  Downtown Toronto   \n",
       "21        M5L  Downtown Toronto   \n",
       "22        M5N   Central Toronto   \n",
       "23        M5P   Central Toronto   \n",
       "24        M5R   Central Toronto   \n",
       "25        M5S  Downtown Toronto   \n",
       "26        M5T  Downtown Toronto   \n",
       "27        M5V  Downtown Toronto   \n",
       "28        M5W  Downtown Toronto   \n",
       "29        M5X  Downtown Toronto   \n",
       "30        M6G  Downtown Toronto   \n",
       "31        M6H      West Toronto   \n",
       "32        M6J      West Toronto   \n",
       "33        M6K      West Toronto   \n",
       "34        M6P      West Toronto   \n",
       "35        M6R      West Toronto   \n",
       "36        M6S      West Toronto   \n",
       "37        M7Y      East Toronto   \n",
       "\n",
       "                                        Neighborhoods  Afghan Restaurant  \\\n",
       "0                                         The Beaches           0.000000   \n",
       "1                        The Danforth West, Riverdale           0.000000   \n",
       "2                      The Beaches West, India Bazaar           0.000000   \n",
       "3                                     Studio District           0.000000   \n",
       "4                                       Lawrence Park           0.000000   \n",
       "5                                    Davisville North           0.000000   \n",
       "6                                  North Toronto West           0.000000   \n",
       "7                                          Davisville           0.000000   \n",
       "8                         Moore Park, Summerhill East           0.000000   \n",
       "9   Deer Park, Forest Hill SE, Rathnelly, South Hi...           0.000000   \n",
       "10                                           Rosedale           0.000000   \n",
       "11                        Cabbagetown, St. James Town           0.000000   \n",
       "12                               Church and Wellesley           0.010989   \n",
       "13                          Harbourfront, Regent Park           0.000000   \n",
       "14                           Ryerson, Garden District           0.000000   \n",
       "15                                     St. James Town           0.000000   \n",
       "16                                        Berczy Park           0.000000   \n",
       "17                                 Central Bay Street           0.000000   \n",
       "18                           Adelaide, King, Richmond           0.000000   \n",
       "19  Harbourfront East, Toronto Islands, Union Station           0.000000   \n",
       "20           Design Exchange, Toronto Dominion Centre           0.000000   \n",
       "21                     Commerce Court, Victoria Hotel           0.000000   \n",
       "22                                           Roselawn           0.000000   \n",
       "23                Forest Hill North, Forest Hill West           0.000000   \n",
       "24                The Annex, North Midtown, Yorkville           0.000000   \n",
       "25                     Harbord, University of Toronto           0.000000   \n",
       "26          Chinatown, Grange Park, Kensington Market           0.000000   \n",
       "27  CN Tower, Bathurst Quay, Island airport, Harbo...           0.000000   \n",
       "28                    Stn A PO Boxes 25 The Esplanade           0.000000   \n",
       "29             First Canadian Place, Underground city           0.000000   \n",
       "30                                           Christie           0.000000   \n",
       "31                       Dovercourt Village, Dufferin           0.000000   \n",
       "32                           Little Portugal, Trinity           0.000000   \n",
       "33       Brockton, Exhibition Place, Parkdale Village           0.000000   \n",
       "34                      High Park, The Junction South           0.000000   \n",
       "35                             Parkdale, Roncesvalles           0.000000   \n",
       "36                                 Runnymede, Swansea           0.000000   \n",
       "37  Business Reply Mail Processing Centre 969 Eastern           0.000000   \n",
       "\n",
       "     Airport  Airport Food Court  Airport Gate  Airport Lounge  \\\n",
       "0   0.000000            0.000000      0.000000        0.000000   \n",
       "1   0.000000            0.000000      0.000000        0.000000   \n",
       "2   0.000000            0.000000      0.000000        0.000000   \n",
       "3   0.000000            0.000000      0.000000        0.000000   \n",
       "4   0.000000            0.000000      0.000000        0.000000   \n",
       "5   0.000000            0.000000      0.000000        0.000000   \n",
       "6   0.000000            0.000000      0.000000        0.000000   \n",
       "7   0.000000            0.000000      0.000000        0.000000   \n",
       "8   0.000000            0.000000      0.000000        0.000000   \n",
       "9   0.000000            0.000000      0.000000        0.000000   \n",
       "10  0.000000            0.000000      0.000000        0.000000   \n",
       "11  0.000000            0.000000      0.000000        0.000000   \n",
       "12  0.000000            0.000000      0.000000        0.000000   \n",
       "13  0.000000            0.000000      0.000000        0.000000   \n",
       "14  0.000000            0.000000      0.000000        0.000000   \n",
       "15  0.000000            0.000000      0.000000        0.000000   \n",
       "16  0.000000            0.000000      0.000000        0.000000   \n",
       "17  0.000000            0.000000      0.000000        0.000000   \n",
       "18  0.000000            0.000000      0.000000        0.000000   \n",
       "19  0.000000            0.000000      0.000000        0.000000   \n",
       "20  0.000000            0.000000      0.000000        0.000000   \n",
       "21  0.000000            0.000000      0.000000        0.000000   \n",
       "22  0.000000            0.000000      0.000000        0.000000   \n",
       "23  0.000000            0.000000      0.000000        0.000000   \n",
       "24  0.000000            0.000000      0.000000        0.000000   \n",
       "25  0.000000            0.000000      0.000000        0.000000   \n",
       "26  0.000000            0.000000      0.000000        0.000000   \n",
       "27  0.058824            0.058824      0.058824        0.117647   \n",
       "28  0.000000            0.000000      0.000000        0.000000   \n",
       "29  0.000000            0.000000      0.000000        0.000000   \n",
       "30  0.000000            0.000000      0.000000        0.000000   \n",
       "31  0.000000            0.000000      0.000000        0.000000   \n",
       "32  0.000000            0.000000      0.000000        0.000000   \n",
       "33  0.000000            0.000000      0.000000        0.000000   \n",
       "34  0.000000            0.000000      0.000000        0.000000   \n",
       "35  0.000000            0.000000      0.000000        0.000000   \n",
       "36  0.000000            0.000000      0.000000        0.000000   \n",
       "37  0.000000            0.000000      0.000000        0.000000   \n",
       "\n",
       "    Airport Service  Airport Terminal  ...    Trail  Train Station  \\\n",
       "0          0.000000          0.000000  ...  0.20000           0.00   \n",
       "1          0.000000          0.000000  ...  0.02381           0.00   \n",
       "2          0.000000          0.000000  ...  0.00000           0.00   \n",
       "3          0.000000          0.000000  ...  0.00000           0.00   \n",
       "4          0.000000          0.000000  ...  0.00000           0.00   \n",
       "5          0.000000          0.000000  ...  0.00000           0.00   \n",
       "6          0.000000          0.000000  ...  0.00000           0.00   \n",
       "7          0.000000          0.000000  ...  0.00000           0.00   \n",
       "8          0.000000          0.000000  ...  0.00000           0.00   \n",
       "9          0.000000          0.000000  ...  0.00000           0.00   \n",
       "10         0.000000          0.000000  ...  0.25000           0.00   \n",
       "11         0.000000          0.000000  ...  0.00000           0.00   \n",
       "12         0.000000          0.000000  ...  0.00000           0.00   \n",
       "13         0.000000          0.000000  ...  0.00000           0.00   \n",
       "14         0.000000          0.000000  ...  0.00000           0.00   \n",
       "15         0.000000          0.000000  ...  0.00000           0.00   \n",
       "16         0.000000          0.000000  ...  0.00000           0.00   \n",
       "17         0.000000          0.000000  ...  0.00000           0.00   \n",
       "18         0.000000          0.000000  ...  0.00000           0.00   \n",
       "19         0.000000          0.000000  ...  0.00000           0.01   \n",
       "20         0.000000          0.000000  ...  0.00000           0.01   \n",
       "21         0.000000          0.000000  ...  0.00000           0.00   \n",
       "22         0.000000          0.000000  ...  0.00000           0.00   \n",
       "23         0.000000          0.000000  ...  0.20000           0.00   \n",
       "24         0.000000          0.000000  ...  0.00000           0.00   \n",
       "25         0.000000          0.000000  ...  0.00000           0.00   \n",
       "26         0.000000          0.000000  ...  0.00000           0.00   \n",
       "27         0.176471          0.117647  ...  0.00000           0.00   \n",
       "28         0.000000          0.000000  ...  0.00000           0.00   \n",
       "29         0.000000          0.000000  ...  0.00000           0.01   \n",
       "30         0.000000          0.000000  ...  0.00000           0.00   \n",
       "31         0.000000          0.000000  ...  0.00000           0.00   \n",
       "32         0.000000          0.000000  ...  0.00000           0.00   \n",
       "33         0.000000          0.000000  ...  0.00000           0.00   \n",
       "34         0.000000          0.000000  ...  0.00000           0.00   \n",
       "35         0.000000          0.000000  ...  0.00000           0.00   \n",
       "36         0.000000          0.000000  ...  0.00000           0.00   \n",
       "37         0.000000          0.000000  ...  0.00000           0.00   \n",
       "\n",
       "    Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n",
       "0                        0.000000          0.000000     0.000000   \n",
       "1                        0.000000          0.000000     0.000000   \n",
       "2                        0.000000          0.000000     0.000000   \n",
       "3                        0.000000          0.000000     0.000000   \n",
       "4                        0.000000          0.000000     0.000000   \n",
       "5                        0.000000          0.000000     0.000000   \n",
       "6                        0.000000          0.000000     0.000000   \n",
       "7                        0.000000          0.000000     0.000000   \n",
       "8                        0.000000          0.000000     0.000000   \n",
       "9                        0.000000          0.000000     0.000000   \n",
       "10                       0.000000          0.000000     0.000000   \n",
       "11                       0.000000          0.000000     0.000000   \n",
       "12                       0.000000          0.010989     0.000000   \n",
       "13                       0.000000          0.000000     0.000000   \n",
       "14                       0.010000          0.010000     0.000000   \n",
       "15                       0.010000          0.000000     0.000000   \n",
       "16                       0.018182          0.000000     0.000000   \n",
       "17                       0.012195          0.000000     0.012195   \n",
       "18                       0.010000          0.000000     0.000000   \n",
       "19                       0.010000          0.000000     0.000000   \n",
       "20                       0.010000          0.000000     0.000000   \n",
       "21                       0.010000          0.000000     0.000000   \n",
       "22                       0.000000          0.000000     0.000000   \n",
       "23                       0.000000          0.000000     0.000000   \n",
       "24                       0.043478          0.000000     0.000000   \n",
       "25                       0.000000          0.028571     0.000000   \n",
       "26                       0.041667          0.000000     0.000000   \n",
       "27                       0.000000          0.000000     0.000000   \n",
       "28                       0.010204          0.000000     0.000000   \n",
       "29                       0.010000          0.000000     0.000000   \n",
       "30                       0.000000          0.000000     0.000000   \n",
       "31                       0.000000          0.000000     0.000000   \n",
       "32                       0.015625          0.000000     0.000000   \n",
       "33                       0.000000          0.000000     0.000000   \n",
       "34                       0.000000          0.000000     0.000000   \n",
       "35                       0.000000          0.000000     0.000000   \n",
       "36                       0.027778          0.000000     0.000000   \n",
       "37                       0.000000          0.000000     0.000000   \n",
       "\n",
       "    Vietnamese Restaurant  Wine Bar  Wings Joint  Women's Store  Yoga Studio  \n",
       "0                0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "1                0.000000  0.000000     0.000000           0.00     0.023810  \n",
       "2                0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "3                0.000000  0.000000     0.000000           0.00     0.026316  \n",
       "4                0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "5                0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "6                0.000000  0.000000     0.000000           0.00     0.052632  \n",
       "7                0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "8                0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "9                0.066667  0.000000     0.000000           0.00     0.000000  \n",
       "10               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "11               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "12               0.010989  0.000000     0.010989           0.00     0.010989  \n",
       "13               0.000000  0.000000     0.000000           0.00     0.019608  \n",
       "14               0.010000  0.010000     0.000000           0.00     0.000000  \n",
       "15               0.000000  0.010000     0.000000           0.00     0.000000  \n",
       "16               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "17               0.000000  0.012195     0.000000           0.00     0.012195  \n",
       "18               0.000000  0.010000     0.000000           0.01     0.000000  \n",
       "19               0.000000  0.010000     0.000000           0.00     0.000000  \n",
       "20               0.000000  0.010000     0.000000           0.00     0.000000  \n",
       "21               0.000000  0.010000     0.000000           0.00     0.000000  \n",
       "22               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "23               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "24               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "25               0.000000  0.000000     0.000000           0.00     0.028571  \n",
       "26               0.052083  0.010417     0.000000           0.00     0.000000  \n",
       "27               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "28               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "29               0.000000  0.010000     0.000000           0.00     0.000000  \n",
       "30               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "31               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "32               0.031250  0.015625     0.000000           0.00     0.015625  \n",
       "33               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "34               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "35               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "36               0.000000  0.000000     0.000000           0.00     0.000000  \n",
       "37               0.000000  0.000000     0.000000           0.00     0.058824  \n",
       "\n",
       "[38 rows x 236 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby([\"PostalCode\", \"Borough\", \"Neighborhoods\"]).mean().reset_index()\n",
    "\n",
    "print(toronto_grouped.shape)\n",
    "toronto_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38, 13)\n"
     ]
    },
    {
     "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhoods</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Clothing Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Beer Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Brazilian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "0         M4E      East Toronto   \n",
       "1         M4K      East Toronto   \n",
       "2         M4L      East Toronto   \n",
       "3         M4M      East Toronto   \n",
       "4         M4N   Central Toronto   \n",
       "5         M4P   Central Toronto   \n",
       "6         M4R   Central Toronto   \n",
       "7         M4S   Central Toronto   \n",
       "8         M4T   Central Toronto   \n",
       "9         M4V   Central Toronto   \n",
       "10        M4W  Downtown Toronto   \n",
       "11        M4X  Downtown Toronto   \n",
       "12        M4Y  Downtown Toronto   \n",
       "13        M5A  Downtown Toronto   \n",
       "14        M5B  Downtown Toronto   \n",
       "15        M5C  Downtown Toronto   \n",
       "16        M5E  Downtown Toronto   \n",
       "17        M5G  Downtown Toronto   \n",
       "18        M5H  Downtown Toronto   \n",
       "19        M5J  Downtown Toronto   \n",
       "20        M5K  Downtown Toronto   \n",
       "21        M5L  Downtown Toronto   \n",
       "22        M5N   Central Toronto   \n",
       "23        M5P   Central Toronto   \n",
       "24        M5R   Central Toronto   \n",
       "25        M5S  Downtown Toronto   \n",
       "26        M5T  Downtown Toronto   \n",
       "27        M5V  Downtown Toronto   \n",
       "28        M5W  Downtown Toronto   \n",
       "29        M5X  Downtown Toronto   \n",
       "30        M6G  Downtown Toronto   \n",
       "31        M6H      West Toronto   \n",
       "32        M6J      West Toronto   \n",
       "33        M6K      West Toronto   \n",
       "34        M6P      West Toronto   \n",
       "35        M6R      West Toronto   \n",
       "36        M6S      West Toronto   \n",
       "37        M7Y      East Toronto   \n",
       "\n",
       "                                        Neighborhoods 1st Most Common Venue  \\\n",
       "0                                         The Beaches          Neighborhood   \n",
       "1                        The Danforth West, Riverdale      Greek Restaurant   \n",
       "2                      The Beaches West, India Bazaar                  Park   \n",
       "3                                     Studio District                  Café   \n",
       "4                                       Lawrence Park                  Park   \n",
       "5                                    Davisville North                 Hotel   \n",
       "6                                  North Toronto West        Clothing Store   \n",
       "7                                          Davisville           Pizza Place   \n",
       "8                         Moore Park, Summerhill East            Playground   \n",
       "9   Deer Park, Forest Hill SE, Rathnelly, South Hi...                   Pub   \n",
       "10                                           Rosedale                  Park   \n",
       "11                        Cabbagetown, St. James Town           Coffee Shop   \n",
       "12                               Church and Wellesley           Coffee Shop   \n",
       "13                          Harbourfront, Regent Park           Coffee Shop   \n",
       "14                           Ryerson, Garden District        Clothing Store   \n",
       "15                                     St. James Town           Coffee Shop   \n",
       "16                                        Berczy Park           Coffee Shop   \n",
       "17                                 Central Bay Street           Coffee Shop   \n",
       "18                           Adelaide, King, Richmond           Coffee Shop   \n",
       "19  Harbourfront East, Toronto Islands, Union Station           Coffee Shop   \n",
       "20           Design Exchange, Toronto Dominion Centre           Coffee Shop   \n",
       "21                     Commerce Court, Victoria Hotel           Coffee Shop   \n",
       "22                                           Roselawn                Garden   \n",
       "23                Forest Hill North, Forest Hill West                  Park   \n",
       "24                The Annex, North Midtown, Yorkville                  Café   \n",
       "25                     Harbord, University of Toronto                  Café   \n",
       "26          Chinatown, Grange Park, Kensington Market                  Café   \n",
       "27  CN Tower, Bathurst Quay, Island airport, Harbo...       Airport Service   \n",
       "28                    Stn A PO Boxes 25 The Esplanade           Coffee Shop   \n",
       "29             First Canadian Place, Underground city           Coffee Shop   \n",
       "30                                           Christie         Grocery Store   \n",
       "31                       Dovercourt Village, Dufferin                Bakery   \n",
       "32                           Little Portugal, Trinity                   Bar   \n",
       "33       Brockton, Exhibition Place, Parkdale Village                  Café   \n",
       "34                      High Park, The Junction South                  Park   \n",
       "35                             Parkdale, Roncesvalles           Coffee Shop   \n",
       "36                                 Runnymede, Swansea                  Café   \n",
       "37  Business Reply Mail Processing Centre 969 Eastern    Light Rail Station   \n",
       "\n",
       "   2nd Most Common Venue  3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                    Pub      Health Food Store  Other Great Outdoors   \n",
       "1            Coffee Shop         Ice Cream Shop    Italian Restaurant   \n",
       "2         Sandwich Place            Pizza Place            Board Shop   \n",
       "3            Coffee Shop     Italian Restaurant                Bakery   \n",
       "4            Swim School               Bus Line           Yoga Studio   \n",
       "5         Breakfast Spot      Food & Drink Shop          Dance Studio   \n",
       "6            Coffee Shop    Sporting Goods Shop           Yoga Studio   \n",
       "7           Dessert Shop         Sandwich Place                   Gym   \n",
       "8                    Gym             Restaurant           Yoga Studio   \n",
       "9            Coffee Shop    Fried Chicken Joint    Light Rail Station   \n",
       "10            Playground                  Trail           Yoga Studio   \n",
       "11                  Café             Restaurant                  Park   \n",
       "12   Japanese Restaurant       Sushi Restaurant            Restaurant   \n",
       "13                   Pub                   Park                Bakery   \n",
       "14           Coffee Shop         Cosmetics Shop                  Café   \n",
       "15                  Café             Restaurant                 Hotel   \n",
       "16                  Café           Cocktail Bar            Steakhouse   \n",
       "17        Ice Cream Shop                   Café    Italian Restaurant   \n",
       "18                  Café                    Bar        Cosmetics Shop   \n",
       "19                 Hotel               Aquarium                  Café   \n",
       "20                  Café                  Hotel            Restaurant   \n",
       "21                 Hotel                   Café            Restaurant   \n",
       "22           Yoga Studio         Discount Store  Fast Food Restaurant   \n",
       "23      Sushi Restaurant           Home Service         Jewelry Store   \n",
       "24        Sandwich Place            Coffee Shop           Pizza Place   \n",
       "25                Bakery                    Bar    Italian Restaurant   \n",
       "26    Chinese Restaurant  Vietnamese Restaurant                   Bar   \n",
       "27        Airport Lounge       Airport Terminal                 Plane   \n",
       "28            Restaurant                   Café                 Hotel   \n",
       "29                  Café             Steakhouse            Restaurant   \n",
       "30                  Café                   Park             Nightclub   \n",
       "31              Pharmacy            Supermarket                  Bank   \n",
       "32           Coffee Shop             Restaurant           Men's Store   \n",
       "33           Coffee Shop         Breakfast Spot                   Gym   \n",
       "34                  Café     Mexican Restaurant                   Bar   \n",
       "35             Gift Shop                Dog Run          Dessert Shop   \n",
       "36           Coffee Shop       Sushi Restaurant           Pizza Place   \n",
       "37           Yoga Studio                 Garden           Pizza Place   \n",
       "\n",
       "            5th Most Common Venue        6th Most Common Venue  \\\n",
       "0                           Trail                      Dog Run   \n",
       "1          Furniture / Home Store                  Pizza Place   \n",
       "2                         Brewery                 Burger Joint   \n",
       "3             American Restaurant                  Cheese Shop   \n",
       "4                         Dog Run         Fast Food Restaurant   \n",
       "5                  Clothing Store               Sandwich Place   \n",
       "6                            Park                         Café   \n",
       "7              Italian Restaurant              Thai Restaurant   \n",
       "8                           Diner               Farmers Market   \n",
       "9                      Sports Bar                   Restaurant   \n",
       "10                          Diner               Farmers Market   \n",
       "11                            Pub                  Pizza Place   \n",
       "12                        Gay Bar                          Gym   \n",
       "13                           Café               Breakfast Spot   \n",
       "14                         Bakery               Lingerie Store   \n",
       "15             Italian Restaurant                    Gastropub   \n",
       "16                         Bakery           Seafood Restaurant   \n",
       "17                   Burger Joint               Sandwich Place   \n",
       "18                Thai Restaurant                   Restaurant   \n",
       "19             Italian Restaurant          Fried Chicken Joint   \n",
       "20            American Restaurant                    Gastropub   \n",
       "21            American Restaurant                    Gastropub   \n",
       "22                 Farmers Market           Falafel Restaurant   \n",
       "23                          Trail                  Yoga Studio   \n",
       "24              Indian Restaurant                          Pub   \n",
       "25            Japanese Restaurant                    Bookstore   \n",
       "26  Vegetarian / Vegan Restaurant           Mexican Restaurant   \n",
       "27                            Bar                  Coffee Shop   \n",
       "28                       Beer Bar           Italian Restaurant   \n",
       "29                          Hotel                Deli / Bodega   \n",
       "30              Convenience Store                  Candy Store   \n",
       "31                           Café                         Park   \n",
       "32               Asian Restaurant                  Pizza Place   \n",
       "33                   Intersection        Performing Arts Venue   \n",
       "34                Thai Restaurant       Furniture / Home Store   \n",
       "35                 Breakfast Spot  Eastern European Restaurant   \n",
       "36             Italian Restaurant                          Pub   \n",
       "37               Recording Studio                   Restaurant   \n",
       "\n",
       "    7th Most Common Venue 8th Most Common Venue     9th Most Common Venue  \\\n",
       "0        Doner Restaurant            Donut Shop       Dumpling Restaurant   \n",
       "1                 Brewery       Bubble Tea Shop                      Café   \n",
       "2           Burrito Place                   Pub               Coffee Shop   \n",
       "3                    Food           Fish Market                 Bookstore   \n",
       "4          Farmers Market    Falafel Restaurant               Event Space   \n",
       "5                    Park                   Gym      Gym / Fitness Center   \n",
       "6                     Spa                 Diner      Gym / Fitness Center   \n",
       "7                    Café      Sushi Restaurant               Coffee Shop   \n",
       "8      Falafel Restaurant           Event Space      Ethiopian Restaurant   \n",
       "9             Supermarket      Sushi Restaurant                Bagel Shop   \n",
       "10     Falafel Restaurant           Event Space      Ethiopian Restaurant   \n",
       "11                 Bakery    Italian Restaurant       Japanese Restaurant   \n",
       "12     Italian Restaurant  Fast Food Restaurant  Mediterranean Restaurant   \n",
       "13     Mexican Restaurant               Theater                     Hotel   \n",
       "14    Japanese Restaurant   Sporting Goods Shop               Pizza Place   \n",
       "15         Clothing Store                Bakery            Cosmetics Shop   \n",
       "16         Farmers Market           Cheese Shop                  Beer Bar   \n",
       "17                    Spa       Bubble Tea Shop                    Bakery   \n",
       "18           Burger Joint                Bakery                Steakhouse   \n",
       "19             Restaurant               Brewery            Scenic Lookout   \n",
       "20                    Bar         Deli / Bodega        Italian Restaurant   \n",
       "21                 Bakery            Steakhouse        Italian Restaurant   \n",
       "22            Event Space  Ethiopian Restaurant         Electronics Store   \n",
       "23      Electronics Store            Donut Shop       Dumpling Restaurant   \n",
       "24            Flower Shop             BBQ Joint             Metro Station   \n",
       "25         Sandwich Place            Restaurant                       Pub   \n",
       "26            Coffee Shop   Dumpling Restaurant                    Bakery   \n",
       "27       Sculpture Garden              Boutique             Boat or Ferry   \n",
       "28     Seafood Restaurant                   Gym            Farmers Market   \n",
       "29       Asian Restaurant    Seafood Restaurant                    Bakery   \n",
       "30     Italian Restaurant                 Diner                Baby Store   \n",
       "31                Brewery  Gym / Fitness Center      Brazilian Restaurant   \n",
       "32  Vietnamese Restaurant                  Café   New American Restaurant   \n",
       "33              Pet Store          Climbing Gym                Restaurant   \n",
       "34            Music Venue                 Diner            Discount Store   \n",
       "35                    Bar                  Bank             Movie Theater   \n",
       "36                 Bakery   Indie Movie Theater                       Bar   \n",
       "37          Burrito Place               Brewery                Skate Park   \n",
       "\n",
       "         10th Most Common Venue  \n",
       "0   Eastern European Restaurant  \n",
       "1                    Restaurant  \n",
       "2                     Pet Store  \n",
       "3                       Brewery  \n",
       "4          Ethiopian Restaurant  \n",
       "5            Falafel Restaurant  \n",
       "6            Salon / Barbershop  \n",
       "7            Chinese Restaurant  \n",
       "8             Electronics Store  \n",
       "9                  Liquor Store  \n",
       "10            Electronics Store  \n",
       "11                        Diner  \n",
       "12                  Men's Store  \n",
       "13         Gym / Fitness Center  \n",
       "14                        Diner  \n",
       "15               Breakfast Spot  \n",
       "16               Clothing Store  \n",
       "17                          Bar  \n",
       "18             Asian Restaurant  \n",
       "19                         Park  \n",
       "20           Seafood Restaurant  \n",
       "21                          Gym  \n",
       "22  Eastern European Restaurant  \n",
       "23  Eastern European Restaurant  \n",
       "24             Asian Restaurant  \n",
       "25                     Beer Bar  \n",
       "26      Comfort Food Restaurant  \n",
       "27              Harbor / Marina  \n",
       "28         Fast Food Restaurant  \n",
       "29                    Gastropub  \n",
       "30           Athletics & Sports  \n",
       "31                          Bar  \n",
       "32            French Restaurant  \n",
       "33         Caribbean Restaurant  \n",
       "34    Cajun / Creole Restaurant  \n",
       "35           Italian Restaurant  \n",
       "36                         Food  \n",
       "37               Farmers Market  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "areaColumns = ['PostalCode', 'Borough', 'Neighborhoods']\n",
    "freqColumns = []\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        freqColumns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        freqColumns.append('{}th Most Common Venue'.format(ind+1))\n",
    "columns = areaColumns+freqColumns\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['PostalCode'] = toronto_grouped['PostalCode']\n",
    "neighborhoods_venues_sorted['Borough'] = toronto_grouped['Borough']\n",
    "neighborhoods_venues_sorted['Neighborhoods'] = toronto_grouped['Neighborhoods']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    row_categories = toronto_grouped.iloc[ind, :].iloc[3:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    neighborhoods_venues_sorted.iloc[ind, 3:] = row_categories_sorted.index.values[0:num_top_venues]\n",
    "\n",
    "# neighborhoods_venues_sorted.sort_values(freqColumns, inplace=True)\n",
    "print(neighborhoods_venues_sorted.shape)\n",
    "neighborhoods_venues_sorted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster Areas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 3, 0, 0, 0, 4, 0])"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "from sklearn.cluster import KMeans\n",
    "kclusters = 5\n",
    "\n",
    "toronto_grouped_clustering = toronto_grouped.drop([\"PostalCode\", \"Borough\", \"Neighborhoods\"], 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38, 16)\n"
     ]
    },
    {
     "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>0</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>0</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough                    Neighborhood   Latitude  \\\n",
       "0        M4E     East Toronto                     The Beaches  43.676357   \n",
       "1        M4K     East Toronto    The Danforth West, Riverdale  43.679557   \n",
       "2        M4L     East Toronto  The Beaches West, India Bazaar  43.668999   \n",
       "3        M4M     East Toronto                 Studio District  43.659526   \n",
       "4        M4N  Central Toronto                   Lawrence Park  43.728020   \n",
       "\n",
       "   Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0 -79.293031               0          Neighborhood                   Pub   \n",
       "1 -79.352188               0      Greek Restaurant           Coffee Shop   \n",
       "2 -79.315572               0                  Park        Sandwich Place   \n",
       "3 -79.340923               0                  Café           Coffee Shop   \n",
       "4 -79.388790               3                  Park           Swim School   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue   5th Most Common Venue  \\\n",
       "0     Health Food Store  Other Great Outdoors                   Trail   \n",
       "1        Ice Cream Shop    Italian Restaurant  Furniture / Home Store   \n",
       "2           Pizza Place            Board Shop                 Brewery   \n",
       "3    Italian Restaurant                Bakery     American Restaurant   \n",
       "4              Bus Line           Yoga Studio                 Dog Run   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0               Dog Run      Doner Restaurant            Donut Shop   \n",
       "1           Pizza Place               Brewery       Bubble Tea Shop   \n",
       "2          Burger Joint         Burrito Place                   Pub   \n",
       "3           Cheese Shop                  Food           Fish Market   \n",
       "4  Fast Food Restaurant        Farmers Market    Falafel Restaurant   \n",
       "\n",
       "  9th Most Common Venue       10th Most Common Venue  \n",
       "0   Dumpling Restaurant  Eastern European Restaurant  \n",
       "1                  Café                   Restaurant  \n",
       "2           Coffee Shop                    Pet Store  \n",
       "3             Bookstore                      Brewery  \n",
       "4           Event Space         Ethiopian Restaurant  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood.\n",
    "toronto_merged = toronto_df_new.copy()\n",
    "\n",
    "# add clustering labels\n",
    "toronto_merged[\"Cluster Labels\"] = kmeans.labels_\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "toronto_merged = toronto_merged.join(neighborhoods_venues_sorted.drop([\"Borough\", \"Neighborhoods\"], 1).set_index(\"PostalCode\"), on=\"PostalCode\")\n",
    "\n",
    "print(toronto_merged.shape)\n",
    "toronto_merged.head() # check the last columns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38, 16)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>0</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>43.647177</td>\n",
       "      <td>-79.381576</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>43.648198</td>\n",
       "      <td>-79.379817</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>43.696948</td>\n",
       "      <td>-79.411307</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>43.672710</td>\n",
       "      <td>-79.405678</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>43.662696</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Beer Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>43.653206</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>43.628947</td>\n",
       "      <td>-79.394420</td>\n",
       "      <td>0</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>43.646435</td>\n",
       "      <td>-79.374846</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>43.648429</td>\n",
       "      <td>-79.382280</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Brazilian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>43.640816</td>\n",
       "      <td>-79.381752</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>43.650571</td>\n",
       "      <td>-79.384568</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>43.644771</td>\n",
       "      <td>-79.373306</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Clothing Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>0</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "      <td>0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>43.715383</td>\n",
       "      <td>-79.405678</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>43.704324</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>43.657952</td>\n",
       "      <td>-79.387383</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "      <td>0</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>43.667967</td>\n",
       "      <td>-79.367675</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>43.665860</td>\n",
       "      <td>-79.383160</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>43.657162</td>\n",
       "      <td>-79.378937</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>43.651494</td>\n",
       "      <td>-79.375418</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>43.711695</td>\n",
       "      <td>-79.416936</td>\n",
       "      <td>1</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>43.679563</td>\n",
       "      <td>-79.377529</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>43.689574</td>\n",
       "      <td>-79.383160</td>\n",
       "      <td>4</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode           Borough  \\\n",
       "0         M4E      East Toronto   \n",
       "20        M5K  Downtown Toronto   \n",
       "21        M5L  Downtown Toronto   \n",
       "23        M5P   Central Toronto   \n",
       "24        M5R   Central Toronto   \n",
       "25        M5S  Downtown Toronto   \n",
       "26        M5T  Downtown Toronto   \n",
       "27        M5V  Downtown Toronto   \n",
       "28        M5W  Downtown Toronto   \n",
       "29        M5X  Downtown Toronto   \n",
       "30        M6G  Downtown Toronto   \n",
       "31        M6H      West Toronto   \n",
       "32        M6J      West Toronto   \n",
       "33        M6K      West Toronto   \n",
       "34        M6P      West Toronto   \n",
       "35        M6R      West Toronto   \n",
       "19        M5J  Downtown Toronto   \n",
       "36        M6S      West Toronto   \n",
       "18        M5H  Downtown Toronto   \n",
       "16        M5E  Downtown Toronto   \n",
       "1         M4K      East Toronto   \n",
       "2         M4L      East Toronto   \n",
       "3         M4M      East Toronto   \n",
       "5         M4P   Central Toronto   \n",
       "6         M4R   Central Toronto   \n",
       "7         M4S   Central Toronto   \n",
       "17        M5G  Downtown Toronto   \n",
       "37        M7Y      East Toronto   \n",
       "11        M4X  Downtown Toronto   \n",
       "12        M4Y  Downtown Toronto   \n",
       "13        M5A  Downtown Toronto   \n",
       "14        M5B  Downtown Toronto   \n",
       "15        M5C  Downtown Toronto   \n",
       "9         M4V   Central Toronto   \n",
       "22        M5N   Central Toronto   \n",
       "10        M4W  Downtown Toronto   \n",
       "4         M4N   Central Toronto   \n",
       "8         M4T   Central Toronto   \n",
       "\n",
       "                                         Neighborhood   Latitude  Longitude  \\\n",
       "0                                         The Beaches  43.676357 -79.293031   \n",
       "20           Design Exchange, Toronto Dominion Centre  43.647177 -79.381576   \n",
       "21                     Commerce Court, Victoria Hotel  43.648198 -79.379817   \n",
       "23                Forest Hill North, Forest Hill West  43.696948 -79.411307   \n",
       "24                The Annex, North Midtown, Yorkville  43.672710 -79.405678   \n",
       "25                     Harbord, University of Toronto  43.662696 -79.400049   \n",
       "26          Chinatown, Grange Park, Kensington Market  43.653206 -79.400049   \n",
       "27  CN Tower, Bathurst Quay, Island airport, Harbo...  43.628947 -79.394420   \n",
       "28                    Stn A PO Boxes 25 The Esplanade  43.646435 -79.374846   \n",
       "29             First Canadian Place, Underground city  43.648429 -79.382280   \n",
       "30                                           Christie  43.669542 -79.422564   \n",
       "31                       Dovercourt Village, Dufferin  43.669005 -79.442259   \n",
       "32                           Little Portugal, Trinity  43.647927 -79.419750   \n",
       "33       Brockton, Exhibition Place, Parkdale Village  43.636847 -79.428191   \n",
       "34                      High Park, The Junction South  43.661608 -79.464763   \n",
       "35                             Parkdale, Roncesvalles  43.648960 -79.456325   \n",
       "19  Harbourfront East, Toronto Islands, Union Station  43.640816 -79.381752   \n",
       "36                                 Runnymede, Swansea  43.651571 -79.484450   \n",
       "18                           Adelaide, King, Richmond  43.650571 -79.384568   \n",
       "16                                        Berczy Park  43.644771 -79.373306   \n",
       "1                        The Danforth West, Riverdale  43.679557 -79.352188   \n",
       "2                      The Beaches West, India Bazaar  43.668999 -79.315572   \n",
       "3                                     Studio District  43.659526 -79.340923   \n",
       "5                                    Davisville North  43.712751 -79.390197   \n",
       "6                                  North Toronto West  43.715383 -79.405678   \n",
       "7                                          Davisville  43.704324 -79.388790   \n",
       "17                                 Central Bay Street  43.657952 -79.387383   \n",
       "37  Business Reply Mail Processing Centre 969 Eastern  43.662744 -79.321558   \n",
       "11                        Cabbagetown, St. James Town  43.667967 -79.367675   \n",
       "12                               Church and Wellesley  43.665860 -79.383160   \n",
       "13                          Harbourfront, Regent Park  43.654260 -79.360636   \n",
       "14                           Ryerson, Garden District  43.657162 -79.378937   \n",
       "15                                     St. James Town  43.651494 -79.375418   \n",
       "9   Deer Park, Forest Hill SE, Rathnelly, South Hi...  43.686412 -79.400049   \n",
       "22                                           Roselawn  43.711695 -79.416936   \n",
       "10                                           Rosedale  43.679563 -79.377529   \n",
       "4                                       Lawrence Park  43.728020 -79.388790   \n",
       "8                         Moore Park, Summerhill East  43.689574 -79.383160   \n",
       "\n",
       "    Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0                0          Neighborhood                   Pub   \n",
       "20               0           Coffee Shop                  Café   \n",
       "21               0           Coffee Shop                 Hotel   \n",
       "23               0                  Park      Sushi Restaurant   \n",
       "24               0                  Café        Sandwich Place   \n",
       "25               0                  Café                Bakery   \n",
       "26               0                  Café    Chinese Restaurant   \n",
       "27               0       Airport Service        Airport Lounge   \n",
       "28               0           Coffee Shop            Restaurant   \n",
       "29               0           Coffee Shop                  Café   \n",
       "30               0         Grocery Store                  Café   \n",
       "31               0                Bakery              Pharmacy   \n",
       "32               0                   Bar           Coffee Shop   \n",
       "33               0                  Café           Coffee Shop   \n",
       "34               0                  Park                  Café   \n",
       "35               0           Coffee Shop             Gift Shop   \n",
       "19               0           Coffee Shop                 Hotel   \n",
       "36               0                  Café           Coffee Shop   \n",
       "18               0           Coffee Shop                  Café   \n",
       "16               0           Coffee Shop                  Café   \n",
       "1                0      Greek Restaurant           Coffee Shop   \n",
       "2                0                  Park        Sandwich Place   \n",
       "3                0                  Café           Coffee Shop   \n",
       "5                0                 Hotel        Breakfast Spot   \n",
       "6                0        Clothing Store           Coffee Shop   \n",
       "7                0           Pizza Place          Dessert Shop   \n",
       "17               0           Coffee Shop        Ice Cream Shop   \n",
       "37               0    Light Rail Station           Yoga Studio   \n",
       "11               0           Coffee Shop                  Café   \n",
       "12               0           Coffee Shop   Japanese Restaurant   \n",
       "13               0           Coffee Shop                   Pub   \n",
       "14               0        Clothing Store           Coffee Shop   \n",
       "15               0           Coffee Shop                  Café   \n",
       "9                0                   Pub           Coffee Shop   \n",
       "22               1                Garden           Yoga Studio   \n",
       "10               2                  Park            Playground   \n",
       "4                3                  Park           Swim School   \n",
       "8                4            Playground                   Gym   \n",
       "\n",
       "    3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0       Health Food Store  Other Great Outdoors   \n",
       "20                  Hotel            Restaurant   \n",
       "21                   Café            Restaurant   \n",
       "23           Home Service         Jewelry Store   \n",
       "24            Coffee Shop           Pizza Place   \n",
       "25                    Bar    Italian Restaurant   \n",
       "26  Vietnamese Restaurant                   Bar   \n",
       "27       Airport Terminal                 Plane   \n",
       "28                   Café                 Hotel   \n",
       "29             Steakhouse            Restaurant   \n",
       "30                   Park             Nightclub   \n",
       "31            Supermarket                  Bank   \n",
       "32             Restaurant           Men's Store   \n",
       "33         Breakfast Spot                   Gym   \n",
       "34     Mexican Restaurant                   Bar   \n",
       "35                Dog Run          Dessert Shop   \n",
       "19               Aquarium                  Café   \n",
       "36       Sushi Restaurant           Pizza Place   \n",
       "18                    Bar        Cosmetics Shop   \n",
       "16           Cocktail Bar            Steakhouse   \n",
       "1          Ice Cream Shop    Italian Restaurant   \n",
       "2             Pizza Place            Board Shop   \n",
       "3      Italian Restaurant                Bakery   \n",
       "5       Food & Drink Shop          Dance Studio   \n",
       "6     Sporting Goods Shop           Yoga Studio   \n",
       "7          Sandwich Place                   Gym   \n",
       "17                   Café    Italian Restaurant   \n",
       "37                 Garden           Pizza Place   \n",
       "11             Restaurant                  Park   \n",
       "12       Sushi Restaurant            Restaurant   \n",
       "13                   Park                Bakery   \n",
       "14         Cosmetics Shop                  Café   \n",
       "15             Restaurant                 Hotel   \n",
       "9     Fried Chicken Joint    Light Rail Station   \n",
       "22         Discount Store  Fast Food Restaurant   \n",
       "10                  Trail           Yoga Studio   \n",
       "4                Bus Line           Yoga Studio   \n",
       "8              Restaurant           Yoga Studio   \n",
       "\n",
       "            5th Most Common Venue        6th Most Common Venue  \\\n",
       "0                           Trail                      Dog Run   \n",
       "20            American Restaurant                    Gastropub   \n",
       "21            American Restaurant                    Gastropub   \n",
       "23                          Trail                  Yoga Studio   \n",
       "24              Indian Restaurant                          Pub   \n",
       "25            Japanese Restaurant                    Bookstore   \n",
       "26  Vegetarian / Vegan Restaurant           Mexican Restaurant   \n",
       "27                            Bar                  Coffee Shop   \n",
       "28                       Beer Bar           Italian Restaurant   \n",
       "29                          Hotel                Deli / Bodega   \n",
       "30              Convenience Store                  Candy Store   \n",
       "31                           Café                         Park   \n",
       "32               Asian Restaurant                  Pizza Place   \n",
       "33                   Intersection        Performing Arts Venue   \n",
       "34                Thai Restaurant       Furniture / Home Store   \n",
       "35                 Breakfast Spot  Eastern European Restaurant   \n",
       "19             Italian Restaurant          Fried Chicken Joint   \n",
       "36             Italian Restaurant                          Pub   \n",
       "18                Thai Restaurant                   Restaurant   \n",
       "16                         Bakery           Seafood Restaurant   \n",
       "1          Furniture / Home Store                  Pizza Place   \n",
       "2                         Brewery                 Burger Joint   \n",
       "3             American Restaurant                  Cheese Shop   \n",
       "5                  Clothing Store               Sandwich Place   \n",
       "6                            Park                         Café   \n",
       "7              Italian Restaurant              Thai Restaurant   \n",
       "17                   Burger Joint               Sandwich Place   \n",
       "37               Recording Studio                   Restaurant   \n",
       "11                            Pub                  Pizza Place   \n",
       "12                        Gay Bar                          Gym   \n",
       "13                           Café               Breakfast Spot   \n",
       "14                         Bakery               Lingerie Store   \n",
       "15             Italian Restaurant                    Gastropub   \n",
       "9                      Sports Bar                   Restaurant   \n",
       "22                 Farmers Market           Falafel Restaurant   \n",
       "10                          Diner               Farmers Market   \n",
       "4                         Dog Run         Fast Food Restaurant   \n",
       "8                           Diner               Farmers Market   \n",
       "\n",
       "    7th Most Common Venue 8th Most Common Venue     9th Most Common Venue  \\\n",
       "0        Doner Restaurant            Donut Shop       Dumpling Restaurant   \n",
       "20                    Bar         Deli / Bodega        Italian Restaurant   \n",
       "21                 Bakery            Steakhouse        Italian Restaurant   \n",
       "23      Electronics Store            Donut Shop       Dumpling Restaurant   \n",
       "24            Flower Shop             BBQ Joint             Metro Station   \n",
       "25         Sandwich Place            Restaurant                       Pub   \n",
       "26            Coffee Shop   Dumpling Restaurant                    Bakery   \n",
       "27       Sculpture Garden              Boutique             Boat or Ferry   \n",
       "28     Seafood Restaurant                   Gym            Farmers Market   \n",
       "29       Asian Restaurant    Seafood Restaurant                    Bakery   \n",
       "30     Italian Restaurant                 Diner                Baby Store   \n",
       "31                Brewery  Gym / Fitness Center      Brazilian Restaurant   \n",
       "32  Vietnamese Restaurant                  Café   New American Restaurant   \n",
       "33              Pet Store          Climbing Gym                Restaurant   \n",
       "34            Music Venue                 Diner            Discount Store   \n",
       "35                    Bar                  Bank             Movie Theater   \n",
       "19             Restaurant               Brewery            Scenic Lookout   \n",
       "36                 Bakery   Indie Movie Theater                       Bar   \n",
       "18           Burger Joint                Bakery                Steakhouse   \n",
       "16         Farmers Market           Cheese Shop                  Beer Bar   \n",
       "1                 Brewery       Bubble Tea Shop                      Café   \n",
       "2           Burrito Place                   Pub               Coffee Shop   \n",
       "3                    Food           Fish Market                 Bookstore   \n",
       "5                    Park                   Gym      Gym / Fitness Center   \n",
       "6                     Spa                 Diner      Gym / Fitness Center   \n",
       "7                    Café      Sushi Restaurant               Coffee Shop   \n",
       "17                    Spa       Bubble Tea Shop                    Bakery   \n",
       "37          Burrito Place               Brewery                Skate Park   \n",
       "11                 Bakery    Italian Restaurant       Japanese Restaurant   \n",
       "12     Italian Restaurant  Fast Food Restaurant  Mediterranean Restaurant   \n",
       "13     Mexican Restaurant               Theater                     Hotel   \n",
       "14    Japanese Restaurant   Sporting Goods Shop               Pizza Place   \n",
       "15         Clothing Store                Bakery            Cosmetics Shop   \n",
       "9             Supermarket      Sushi Restaurant                Bagel Shop   \n",
       "22            Event Space  Ethiopian Restaurant         Electronics Store   \n",
       "10     Falafel Restaurant           Event Space      Ethiopian Restaurant   \n",
       "4          Farmers Market    Falafel Restaurant               Event Space   \n",
       "8      Falafel Restaurant           Event Space      Ethiopian Restaurant   \n",
       "\n",
       "         10th Most Common Venue  \n",
       "0   Eastern European Restaurant  \n",
       "20           Seafood Restaurant  \n",
       "21                          Gym  \n",
       "23  Eastern European Restaurant  \n",
       "24             Asian Restaurant  \n",
       "25                     Beer Bar  \n",
       "26      Comfort Food Restaurant  \n",
       "27              Harbor / Marina  \n",
       "28         Fast Food Restaurant  \n",
       "29                    Gastropub  \n",
       "30           Athletics & Sports  \n",
       "31                          Bar  \n",
       "32            French Restaurant  \n",
       "33         Caribbean Restaurant  \n",
       "34    Cajun / Creole Restaurant  \n",
       "35           Italian Restaurant  \n",
       "19                         Park  \n",
       "36                         Food  \n",
       "18             Asian Restaurant  \n",
       "16               Clothing Store  \n",
       "1                    Restaurant  \n",
       "2                     Pet Store  \n",
       "3                       Brewery  \n",
       "5            Falafel Restaurant  \n",
       "6            Salon / Barbershop  \n",
       "7            Chinese Restaurant  \n",
       "17                          Bar  \n",
       "37               Farmers Market  \n",
       "11                        Diner  \n",
       "12                  Men's Store  \n",
       "13         Gym / Fitness Center  \n",
       "14                        Diner  \n",
       "15               Breakfast Spot  \n",
       "9                  Liquor Store  \n",
       "22  Eastern European Restaurant  \n",
       "10            Electronics Store  \n",
       "4          Ethiopian Restaurant  \n",
       "8             Electronics Store  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sort the results by Cluster Labels\n",
    "print(toronto_merged.shape)\n",
    "toronto_merged.sort_values([\"Cluster Labels\"], inplace=True)\n",
    "toronto_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
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                popup_f4adfdae1d4946a9a081b6316915f576.setContent(html_9c0c7a665cca4a4682354b2c45088727);
            

            circle_marker_2e71c9417a444a4082919217d7c61e69.bindPopup(popup_f4adfdae1d4946a9a081b6316915f576);

            
        
    
            var circle_marker_7ef2d4a008044a99973e6bfa26d7b612 = L.circleMarker(
                [43.6481985,-79.37981690000001],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_7acbc9308c7447da9c51b3aa4a5e25b9 = L.popup({maxWidth: '300'});

            
                var html_5792423bceda4867a034599d7b8fb936 = $('<div id="html_5792423bceda4867a034599d7b8fb936" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5L): Commerce Court, Victoria Hotel - Cluster 0</div>')[0];
                popup_7acbc9308c7447da9c51b3aa4a5e25b9.setContent(html_5792423bceda4867a034599d7b8fb936);
            

            circle_marker_7ef2d4a008044a99973e6bfa26d7b612.bindPopup(popup_7acbc9308c7447da9c51b3aa4a5e25b9);

            
        
    
            var circle_marker_11d1164e51954e8cb1f0e733be1e36f3 = L.circleMarker(
                [43.6969476,-79.41130720000001],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_2e49b79033df421d81cd7345bfc592a6 = L.popup({maxWidth: '300'});

            
                var html_010e9ab04366477eaf1a0f3ba572bcff = $('<div id="html_010e9ab04366477eaf1a0f3ba572bcff" style="width: 100.0%; height: 100.0%;">Central Toronto (M5P): Forest Hill North, Forest Hill West - Cluster 0</div>')[0];
                popup_2e49b79033df421d81cd7345bfc592a6.setContent(html_010e9ab04366477eaf1a0f3ba572bcff);
            

            circle_marker_11d1164e51954e8cb1f0e733be1e36f3.bindPopup(popup_2e49b79033df421d81cd7345bfc592a6);

            
        
    
            var circle_marker_93bfa1c7f19a43cd8abc592a644519f0 = L.circleMarker(
                [43.6727097,-79.40567840000001],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_f95ed419a8b14157b59e8c3180f9a88a = L.popup({maxWidth: '300'});

            
                var html_3f6ce621b35649de9f873385cc1685d1 = $('<div id="html_3f6ce621b35649de9f873385cc1685d1" style="width: 100.0%; height: 100.0%;">Central Toronto (M5R): The Annex, North Midtown, Yorkville - Cluster 0</div>')[0];
                popup_f95ed419a8b14157b59e8c3180f9a88a.setContent(html_3f6ce621b35649de9f873385cc1685d1);
            

            circle_marker_93bfa1c7f19a43cd8abc592a644519f0.bindPopup(popup_f95ed419a8b14157b59e8c3180f9a88a);

            
        
    
            var circle_marker_415cc84308054441864192b3f5bcb980 = L.circleMarker(
                [43.6626956,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_f429b8c38a1d44e997958fd96e2bc984 = L.popup({maxWidth: '300'});

            
                var html_58e622b6075b44cabd2db250c5090f5d = $('<div id="html_58e622b6075b44cabd2db250c5090f5d" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5S): Harbord, University of Toronto - Cluster 0</div>')[0];
                popup_f429b8c38a1d44e997958fd96e2bc984.setContent(html_58e622b6075b44cabd2db250c5090f5d);
            

            circle_marker_415cc84308054441864192b3f5bcb980.bindPopup(popup_f429b8c38a1d44e997958fd96e2bc984);

            
        
    
            var circle_marker_aa54e73163524ce08f36ecf8858a9c86 = L.circleMarker(
                [43.6532057,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_adff279cc3574f32b7970e604eae4939 = L.popup({maxWidth: '300'});

            
                var html_db75808a6c814016b340919a71056292 = $('<div id="html_db75808a6c814016b340919a71056292" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5T): Chinatown, Grange Park, Kensington Market - Cluster 0</div>')[0];
                popup_adff279cc3574f32b7970e604eae4939.setContent(html_db75808a6c814016b340919a71056292);
            

            circle_marker_aa54e73163524ce08f36ecf8858a9c86.bindPopup(popup_adff279cc3574f32b7970e604eae4939);

            
        
    
            var circle_marker_022e9828eea94019b90c706ecdb3dadb = L.circleMarker(
                [43.6289467,-79.3944199],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_46bcd7d4a2674e6ab4645f3ca97c893b = L.popup({maxWidth: '300'});

            
                var html_8d750b537a5a4882b8c35da2fd067d6c = $('<div id="html_8d750b537a5a4882b8c35da2fd067d6c" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5V): CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara - Cluster 0</div>')[0];
                popup_46bcd7d4a2674e6ab4645f3ca97c893b.setContent(html_8d750b537a5a4882b8c35da2fd067d6c);
            

            circle_marker_022e9828eea94019b90c706ecdb3dadb.bindPopup(popup_46bcd7d4a2674e6ab4645f3ca97c893b);

            
        
    
            var circle_marker_c2efaafd7fa445f09808d07d19ed222a = L.circleMarker(
                [43.6464352,-79.37484599999999],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_3628471ab9af496f9db2ee84a2cca08b = L.popup({maxWidth: '300'});

            
                var html_ef591ad8a2a549b091709b6a16d894eb = $('<div id="html_ef591ad8a2a549b091709b6a16d894eb" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5W): Stn A PO Boxes 25 The Esplanade - Cluster 0</div>')[0];
                popup_3628471ab9af496f9db2ee84a2cca08b.setContent(html_ef591ad8a2a549b091709b6a16d894eb);
            

            circle_marker_c2efaafd7fa445f09808d07d19ed222a.bindPopup(popup_3628471ab9af496f9db2ee84a2cca08b);

            
        
    
            var circle_marker_21f32cb7c0544fa2a679080532d54cec = L.circleMarker(
                [43.6484292,-79.3822802],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_aeac327191974419b668b7fedc53ec35 = L.popup({maxWidth: '300'});

            
                var html_e353c740be474b2d85370f6f2298aeae = $('<div id="html_e353c740be474b2d85370f6f2298aeae" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5X): First Canadian Place, Underground city - Cluster 0</div>')[0];
                popup_aeac327191974419b668b7fedc53ec35.setContent(html_e353c740be474b2d85370f6f2298aeae);
            

            circle_marker_21f32cb7c0544fa2a679080532d54cec.bindPopup(popup_aeac327191974419b668b7fedc53ec35);

            
        
    
            var circle_marker_24304d0941334f67bb2b942ed7e60f71 = L.circleMarker(
                [43.669542,-79.4225637],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_41df788a6c044b3e9f797e3d572d3539 = L.popup({maxWidth: '300'});

            
                var html_e9f04b3ccb7446b4b163a34973302411 = $('<div id="html_e9f04b3ccb7446b4b163a34973302411" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M6G): Christie - Cluster 0</div>')[0];
                popup_41df788a6c044b3e9f797e3d572d3539.setContent(html_e9f04b3ccb7446b4b163a34973302411);
            

            circle_marker_24304d0941334f67bb2b942ed7e60f71.bindPopup(popup_41df788a6c044b3e9f797e3d572d3539);

            
        
    
            var circle_marker_7522ed3dd266442098255ac0b926bca7 = L.circleMarker(
                [43.66900510000001,-79.4422593],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_ebfb5976004e4defb25c0b37d601ab87 = L.popup({maxWidth: '300'});

            
                var html_89015834e39e47d2a16185331798b151 = $('<div id="html_89015834e39e47d2a16185331798b151" style="width: 100.0%; height: 100.0%;">West Toronto (M6H): Dovercourt Village, Dufferin - Cluster 0</div>')[0];
                popup_ebfb5976004e4defb25c0b37d601ab87.setContent(html_89015834e39e47d2a16185331798b151);
            

            circle_marker_7522ed3dd266442098255ac0b926bca7.bindPopup(popup_ebfb5976004e4defb25c0b37d601ab87);

            
        
    
            var circle_marker_b03d8836f3c541e9b17637d4edfbcd69 = L.circleMarker(
                [43.647926700000006,-79.4197497],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_f84ebd75a1d040058f73bdae44c3b8d7 = L.popup({maxWidth: '300'});

            
                var html_d65a76f5bbff4a63ada7229c05813387 = $('<div id="html_d65a76f5bbff4a63ada7229c05813387" style="width: 100.0%; height: 100.0%;">West Toronto (M6J): Little Portugal, Trinity - Cluster 0</div>')[0];
                popup_f84ebd75a1d040058f73bdae44c3b8d7.setContent(html_d65a76f5bbff4a63ada7229c05813387);
            

            circle_marker_b03d8836f3c541e9b17637d4edfbcd69.bindPopup(popup_f84ebd75a1d040058f73bdae44c3b8d7);

            
        
    
            var circle_marker_5b16439b3c8640509b4df11812847244 = L.circleMarker(
                [43.6368472,-79.42819140000002],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_2129e07c1d3a4c428c1c21f4d1c693ad = L.popup({maxWidth: '300'});

            
                var html_77933828950e4e5dbd4537c1421d31da = $('<div id="html_77933828950e4e5dbd4537c1421d31da" style="width: 100.0%; height: 100.0%;">West Toronto (M6K): Brockton, Exhibition Place, Parkdale Village - Cluster 0</div>')[0];
                popup_2129e07c1d3a4c428c1c21f4d1c693ad.setContent(html_77933828950e4e5dbd4537c1421d31da);
            

            circle_marker_5b16439b3c8640509b4df11812847244.bindPopup(popup_2129e07c1d3a4c428c1c21f4d1c693ad);

            
        
    
            var circle_marker_7cc460bd5d294c9e8dbf7603c6d755ae = L.circleMarker(
                [43.6616083,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_3b8e06eb75154a8e8742986f6129ae09 = L.popup({maxWidth: '300'});

            
                var html_aa10483753234727a5fc11e5cb7a5031 = $('<div id="html_aa10483753234727a5fc11e5cb7a5031" style="width: 100.0%; height: 100.0%;">West Toronto (M6P): High Park, The Junction South - Cluster 0</div>')[0];
                popup_3b8e06eb75154a8e8742986f6129ae09.setContent(html_aa10483753234727a5fc11e5cb7a5031);
            

            circle_marker_7cc460bd5d294c9e8dbf7603c6d755ae.bindPopup(popup_3b8e06eb75154a8e8742986f6129ae09);

            
        
    
            var circle_marker_b8f08f81b2744da2b1ae0eb4ef44767f = L.circleMarker(
                [43.6489597,-79.456325],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_6255cc329ce94f92946cf65d9299674a = L.popup({maxWidth: '300'});

            
                var html_df15529e8aee4165b10af9da42923e19 = $('<div id="html_df15529e8aee4165b10af9da42923e19" style="width: 100.0%; height: 100.0%;">West Toronto (M6R): Parkdale, Roncesvalles - Cluster 0</div>')[0];
                popup_6255cc329ce94f92946cf65d9299674a.setContent(html_df15529e8aee4165b10af9da42923e19);
            

            circle_marker_b8f08f81b2744da2b1ae0eb4ef44767f.bindPopup(popup_6255cc329ce94f92946cf65d9299674a);

            
        
    
            var circle_marker_c45a3abcf609450fa6f4b6a961ab65d6 = L.circleMarker(
                [43.6408157,-79.38175229999999],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_7aa349b5c5474acd99285449b22e789b = L.popup({maxWidth: '300'});

            
                var html_e82309f3d03545c68fc6bd269616ff7b = $('<div id="html_e82309f3d03545c68fc6bd269616ff7b" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5J): Harbourfront East, Toronto Islands, Union Station - Cluster 0</div>')[0];
                popup_7aa349b5c5474acd99285449b22e789b.setContent(html_e82309f3d03545c68fc6bd269616ff7b);
            

            circle_marker_c45a3abcf609450fa6f4b6a961ab65d6.bindPopup(popup_7aa349b5c5474acd99285449b22e789b);

            
        
    
            var circle_marker_f87371885cfb4c6e95293e8323967e56 = L.circleMarker(
                [43.6515706,-79.4844499],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_fb7372e408f049bc9216ffcbeda38c57 = L.popup({maxWidth: '300'});

            
                var html_f0c58608f4244c07a80936183a0b4436 = $('<div id="html_f0c58608f4244c07a80936183a0b4436" style="width: 100.0%; height: 100.0%;">West Toronto (M6S): Runnymede, Swansea - Cluster 0</div>')[0];
                popup_fb7372e408f049bc9216ffcbeda38c57.setContent(html_f0c58608f4244c07a80936183a0b4436);
            

            circle_marker_f87371885cfb4c6e95293e8323967e56.bindPopup(popup_fb7372e408f049bc9216ffcbeda38c57);

            
        
    
            var circle_marker_63a1d7f1eda547fa998f75022f32f6f1 = L.circleMarker(
                [43.65057120000001,-79.3845675],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_49e3659d9ee243a994c570439389a844 = L.popup({maxWidth: '300'});

            
                var html_9ff3e0b1308e4a26bf015861c8ffb900 = $('<div id="html_9ff3e0b1308e4a26bf015861c8ffb900" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5H): Adelaide, King, Richmond - Cluster 0</div>')[0];
                popup_49e3659d9ee243a994c570439389a844.setContent(html_9ff3e0b1308e4a26bf015861c8ffb900);
            

            circle_marker_63a1d7f1eda547fa998f75022f32f6f1.bindPopup(popup_49e3659d9ee243a994c570439389a844);

            
        
    
            var circle_marker_cee2e9134565422aa9153ae7d44ce0d6 = L.circleMarker(
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                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_53c3a21111d94407b9373f8438af000f = L.popup({maxWidth: '300'});

            
                var html_f2730e90fd6b4ed185872438c43fe915 = $('<div id="html_f2730e90fd6b4ed185872438c43fe915" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5E): Berczy Park - Cluster 0</div>')[0];
                popup_53c3a21111d94407b9373f8438af000f.setContent(html_f2730e90fd6b4ed185872438c43fe915);
            

            circle_marker_cee2e9134565422aa9153ae7d44ce0d6.bindPopup(popup_53c3a21111d94407b9373f8438af000f);

            
        
    
            var circle_marker_f759e37d7c9e40c3994b9c1c87ceb6cd = L.circleMarker(
                [43.6795571,-79.352188],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_30421ea90e144f8ca89e2f7827476de0 = L.popup({maxWidth: '300'});

            
                var html_88bea8ba645b44c7af332cbe7d381a22 = $('<div id="html_88bea8ba645b44c7af332cbe7d381a22" style="width: 100.0%; height: 100.0%;">East Toronto (M4K): The Danforth West, Riverdale - Cluster 0</div>')[0];
                popup_30421ea90e144f8ca89e2f7827476de0.setContent(html_88bea8ba645b44c7af332cbe7d381a22);
            

            circle_marker_f759e37d7c9e40c3994b9c1c87ceb6cd.bindPopup(popup_30421ea90e144f8ca89e2f7827476de0);

            
        
    
            var circle_marker_33e67dc99a5647d1a288ea8c5fbefaa3 = L.circleMarker(
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                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_45feffcde5f540c5831f1e6f7a24cdf3 = L.popup({maxWidth: '300'});

            
                var html_ace83ed8833440c99c05b3d1320dd9e3 = $('<div id="html_ace83ed8833440c99c05b3d1320dd9e3" style="width: 100.0%; height: 100.0%;">East Toronto (M4L): The Beaches West, India Bazaar - Cluster 0</div>')[0];
                popup_45feffcde5f540c5831f1e6f7a24cdf3.setContent(html_ace83ed8833440c99c05b3d1320dd9e3);
            

            circle_marker_33e67dc99a5647d1a288ea8c5fbefaa3.bindPopup(popup_45feffcde5f540c5831f1e6f7a24cdf3);

            
        
    
            var circle_marker_b874124ade87496fae758db7a5c3cad9 = L.circleMarker(
                [43.6595255,-79.340923],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_d7d5af65377f4678a8001b55427273a4 = L.popup({maxWidth: '300'});

            
                var html_6f3618f667ce419da82b491a1878142f = $('<div id="html_6f3618f667ce419da82b491a1878142f" style="width: 100.0%; height: 100.0%;">East Toronto (M4M): Studio District - Cluster 0</div>')[0];
                popup_d7d5af65377f4678a8001b55427273a4.setContent(html_6f3618f667ce419da82b491a1878142f);
            

            circle_marker_b874124ade87496fae758db7a5c3cad9.bindPopup(popup_d7d5af65377f4678a8001b55427273a4);

            
        
    
            var circle_marker_f33166fc7b05408e93ba28724371e670 = L.circleMarker(
                [43.7127511,-79.3901975],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_4015eeb9735d4ae599cfe8436ebfc4c9 = L.popup({maxWidth: '300'});

            
                var html_8ca71fceb8cd43b185d2f5e170aea531 = $('<div id="html_8ca71fceb8cd43b185d2f5e170aea531" style="width: 100.0%; height: 100.0%;">Central Toronto (M4P): Davisville North - Cluster 0</div>')[0];
                popup_4015eeb9735d4ae599cfe8436ebfc4c9.setContent(html_8ca71fceb8cd43b185d2f5e170aea531);
            

            circle_marker_f33166fc7b05408e93ba28724371e670.bindPopup(popup_4015eeb9735d4ae599cfe8436ebfc4c9);

            
        
    
            var circle_marker_9550fdfc743c4a23a8d854a78599eab7 = L.circleMarker(
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                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_c2826a10a6b34de39f808558abceee80 = L.popup({maxWidth: '300'});

            
                var html_6ce756929d404fa5890fec746ac7d3dd = $('<div id="html_6ce756929d404fa5890fec746ac7d3dd" style="width: 100.0%; height: 100.0%;">Central Toronto (M4R): North Toronto West - Cluster 0</div>')[0];
                popup_c2826a10a6b34de39f808558abceee80.setContent(html_6ce756929d404fa5890fec746ac7d3dd);
            

            circle_marker_9550fdfc743c4a23a8d854a78599eab7.bindPopup(popup_c2826a10a6b34de39f808558abceee80);

            
        
    
            var circle_marker_0b3141fd2cf64a26bdc6dffaabeb4f27 = L.circleMarker(
                [43.7043244,-79.3887901],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_7513b29f5a614e45ab5f314df3bf5023 = L.popup({maxWidth: '300'});

            
                var html_92fd4ad199904f3384c2aca396bc5cfd = $('<div id="html_92fd4ad199904f3384c2aca396bc5cfd" style="width: 100.0%; height: 100.0%;">Central Toronto (M4S): Davisville - Cluster 0</div>')[0];
                popup_7513b29f5a614e45ab5f314df3bf5023.setContent(html_92fd4ad199904f3384c2aca396bc5cfd);
            

            circle_marker_0b3141fd2cf64a26bdc6dffaabeb4f27.bindPopup(popup_7513b29f5a614e45ab5f314df3bf5023);

            
        
    
            var circle_marker_9ad13e7d390e4446bac55645c91e581e = L.circleMarker(
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                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_879a175d577d42e38a3d587f1ef9e52b = L.popup({maxWidth: '300'});

            
                var html_324e72c770b542a5a985dca65b35d6b5 = $('<div id="html_324e72c770b542a5a985dca65b35d6b5" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5G): Central Bay Street - Cluster 0</div>')[0];
                popup_879a175d577d42e38a3d587f1ef9e52b.setContent(html_324e72c770b542a5a985dca65b35d6b5);
            

            circle_marker_9ad13e7d390e4446bac55645c91e581e.bindPopup(popup_879a175d577d42e38a3d587f1ef9e52b);

            
        
    
            var circle_marker_bdbbddebb6444960bf1b8f7faaeff9fa = L.circleMarker(
                [43.6627439,-79.321558],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_65f5142520e54f43861dc311c6f3210f = L.popup({maxWidth: '300'});

            
                var html_156ec76e04ff4317a83f92b8b4a79fad = $('<div id="html_156ec76e04ff4317a83f92b8b4a79fad" style="width: 100.0%; height: 100.0%;">East Toronto (M7Y): Business Reply Mail Processing Centre 969 Eastern - Cluster 0</div>')[0];
                popup_65f5142520e54f43861dc311c6f3210f.setContent(html_156ec76e04ff4317a83f92b8b4a79fad);
            

            circle_marker_bdbbddebb6444960bf1b8f7faaeff9fa.bindPopup(popup_65f5142520e54f43861dc311c6f3210f);

            
        
    
            var circle_marker_6ddc5a496ce446549295027422ec3b37 = L.circleMarker(
                [43.667967,-79.3676753],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_0716f62fbb7f4465bd1ce67d3378354b = L.popup({maxWidth: '300'});

            
                var html_f7421c057f4b4d4086c91808e9998081 = $('<div id="html_f7421c057f4b4d4086c91808e9998081" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M4X): Cabbagetown, St. James Town - Cluster 0</div>')[0];
                popup_0716f62fbb7f4465bd1ce67d3378354b.setContent(html_f7421c057f4b4d4086c91808e9998081);
            

            circle_marker_6ddc5a496ce446549295027422ec3b37.bindPopup(popup_0716f62fbb7f4465bd1ce67d3378354b);

            
        
    
            var circle_marker_df65e48ab57249cd8d4be2d228cc0ba9 = L.circleMarker(
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                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_696a39548c8246578737e28b7495bba0 = L.popup({maxWidth: '300'});

            
                var html_b1cd03ef3eb44eb699a5032e46dd3d12 = $('<div id="html_b1cd03ef3eb44eb699a5032e46dd3d12" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M4Y): Church and Wellesley - Cluster 0</div>')[0];
                popup_696a39548c8246578737e28b7495bba0.setContent(html_b1cd03ef3eb44eb699a5032e46dd3d12);
            

            circle_marker_df65e48ab57249cd8d4be2d228cc0ba9.bindPopup(popup_696a39548c8246578737e28b7495bba0);

            
        
    
            var circle_marker_9fe52b7db0384c319dff689315b32809 = L.circleMarker(
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                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_851b9c53d43d4f268ae41c14add484f1 = L.popup({maxWidth: '300'});

            
                var html_281a741865a041d3a5bd72e9c0f00275 = $('<div id="html_281a741865a041d3a5bd72e9c0f00275" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5A): Harbourfront, Regent Park - Cluster 0</div>')[0];
                popup_851b9c53d43d4f268ae41c14add484f1.setContent(html_281a741865a041d3a5bd72e9c0f00275);
            

            circle_marker_9fe52b7db0384c319dff689315b32809.bindPopup(popup_851b9c53d43d4f268ae41c14add484f1);

            
        
    
            var circle_marker_98e1d08acc4c4144a26508a43d49aec6 = L.circleMarker(
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                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_d7d044181e364b988cebdefdb8999371 = L.popup({maxWidth: '300'});

            
                var html_6f31eda9b5c842a591d1c7a1b76a67a0 = $('<div id="html_6f31eda9b5c842a591d1c7a1b76a67a0" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5B): Ryerson, Garden District - Cluster 0</div>')[0];
                popup_d7d044181e364b988cebdefdb8999371.setContent(html_6f31eda9b5c842a591d1c7a1b76a67a0);
            

            circle_marker_98e1d08acc4c4144a26508a43d49aec6.bindPopup(popup_d7d044181e364b988cebdefdb8999371);

            
        
    
            var circle_marker_df148250e3b04c3a851118636cf7497f = L.circleMarker(
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                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_5a407085a39a4ad38f77fddf4aee76f6 = L.popup({maxWidth: '300'});

            
                var html_2916b8e6d9b64c97ac9c497c289e9c4e = $('<div id="html_2916b8e6d9b64c97ac9c497c289e9c4e" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5C): St. James Town - Cluster 0</div>')[0];
                popup_5a407085a39a4ad38f77fddf4aee76f6.setContent(html_2916b8e6d9b64c97ac9c497c289e9c4e);
            

            circle_marker_df148250e3b04c3a851118636cf7497f.bindPopup(popup_5a407085a39a4ad38f77fddf4aee76f6);

            
        
    
            var circle_marker_b2b2b30a7af3473ebd1b7120456ee5f2 = L.circleMarker(
                [43.68641229999999,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_6da842c6c0f64392a522940cf85bd3f3 = L.popup({maxWidth: '300'});

            
                var html_b67bfbd180524c4a95bdc0aa0304ba4c = $('<div id="html_b67bfbd180524c4a95bdc0aa0304ba4c" style="width: 100.0%; height: 100.0%;">Central Toronto (M4V): Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West - Cluster 0</div>')[0];
                popup_6da842c6c0f64392a522940cf85bd3f3.setContent(html_b67bfbd180524c4a95bdc0aa0304ba4c);
            

            circle_marker_b2b2b30a7af3473ebd1b7120456ee5f2.bindPopup(popup_6da842c6c0f64392a522940cf85bd3f3);

            
        
    
            var circle_marker_0ae9016bf08f43f489bf725d7983e0fe = L.circleMarker(
                [43.7116948,-79.41693559999999],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_ed7c33e31a524742b72b13c1fa829260 = L.popup({maxWidth: '300'});

            
                var html_7bcc6a466105441aaf94f0627b7a277a = $('<div id="html_7bcc6a466105441aaf94f0627b7a277a" style="width: 100.0%; height: 100.0%;">Central Toronto (M5N): Roselawn - Cluster 1</div>')[0];
                popup_ed7c33e31a524742b72b13c1fa829260.setContent(html_7bcc6a466105441aaf94f0627b7a277a);
            

            circle_marker_0ae9016bf08f43f489bf725d7983e0fe.bindPopup(popup_ed7c33e31a524742b72b13c1fa829260);

            
        
    
            var circle_marker_a2ebf27089a3427aa840b751708e7ca6 = L.circleMarker(
                [43.6795626,-79.37752940000001],
                {
  "bubblingMouseEvents": true,
  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_d1729e3b59e74c379202ef68abd24df2 = L.popup({maxWidth: '300'});

            
                var html_a7f55a1489804589b920be79c0d7e19a = $('<div id="html_a7f55a1489804589b920be79c0d7e19a" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M4W): Rosedale - Cluster 2</div>')[0];
                popup_d1729e3b59e74c379202ef68abd24df2.setContent(html_a7f55a1489804589b920be79c0d7e19a);
            

            circle_marker_a2ebf27089a3427aa840b751708e7ca6.bindPopup(popup_d1729e3b59e74c379202ef68abd24df2);

            
        
    
            var circle_marker_1895b503460e49a891dbba5c26eb3b6a = L.circleMarker(
                [43.7280205,-79.3887901],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_8950e2448833474f946b5db02ece14de = L.popup({maxWidth: '300'});

            
                var html_cef11828de264bdaa70b8f7166176b5d = $('<div id="html_cef11828de264bdaa70b8f7166176b5d" style="width: 100.0%; height: 100.0%;">Central Toronto (M4N): Lawrence Park - Cluster 3</div>')[0];
                popup_8950e2448833474f946b5db02ece14de.setContent(html_cef11828de264bdaa70b8f7166176b5d);
            

            circle_marker_1895b503460e49a891dbba5c26eb3b6a.bindPopup(popup_8950e2448833474f946b5db02ece14de);

            
        
    
            var circle_marker_c2fd85efeb4f449ba0985dbff04046a1 = L.circleMarker(
                [43.6895743,-79.38315990000001],
                {
  "bubblingMouseEvents": true,
  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_64aced3d9eba4ced9f6672bda0c13769);
            
    
            var popup_dee7a25224314237b47b90ab4be8e605 = L.popup({maxWidth: '300'});

            
                var html_20e2cacf51cc4864861ead8a88409f82 = $('<div id="html_20e2cacf51cc4864861ead8a88409f82" style="width: 100.0%; height: 100.0%;">Central Toronto (M4T): Moore Park, Summerhill East - Cluster 4</div>')[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1da35cd4f60>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.cm as cm\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i+x+(i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, post, bor, poi, cluster in zip(toronto_merged['Latitude'], toronto_merged['Longitude'], toronto_merged['PostalCode'], toronto_merged['Borough'], toronto_merged['Neighborhood'], toronto_merged['Cluster Labels']):\n",
    "    label = folium.Popup('{} ({}): {} - Cluster {}'.format(bor, post, poi, cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "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>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Beer Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Brazilian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Clothing Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Board Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Food</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Park</td>\n",
       "      <td>Café</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "0       East Toronto               0          Neighborhood   \n",
       "20  Downtown Toronto               0           Coffee Shop   \n",
       "21  Downtown Toronto               0           Coffee Shop   \n",
       "23   Central Toronto               0                  Park   \n",
       "24   Central Toronto               0                  Café   \n",
       "25  Downtown Toronto               0                  Café   \n",
       "26  Downtown Toronto               0                  Café   \n",
       "27  Downtown Toronto               0       Airport Service   \n",
       "28  Downtown Toronto               0           Coffee Shop   \n",
       "29  Downtown Toronto               0           Coffee Shop   \n",
       "30  Downtown Toronto               0         Grocery Store   \n",
       "31      West Toronto               0                Bakery   \n",
       "32      West Toronto               0                   Bar   \n",
       "33      West Toronto               0                  Café   \n",
       "34      West Toronto               0                  Park   \n",
       "35      West Toronto               0           Coffee Shop   \n",
       "19  Downtown Toronto               0           Coffee Shop   \n",
       "36      West Toronto               0                  Café   \n",
       "18  Downtown Toronto               0           Coffee Shop   \n",
       "16  Downtown Toronto               0           Coffee Shop   \n",
       "1       East Toronto               0      Greek Restaurant   \n",
       "2       East Toronto               0                  Park   \n",
       "3       East Toronto               0                  Café   \n",
       "5    Central Toronto               0                 Hotel   \n",
       "6    Central Toronto               0        Clothing Store   \n",
       "7    Central Toronto               0           Pizza Place   \n",
       "17  Downtown Toronto               0           Coffee Shop   \n",
       "37      East Toronto               0    Light Rail Station   \n",
       "11  Downtown Toronto               0           Coffee Shop   \n",
       "12  Downtown Toronto               0           Coffee Shop   \n",
       "13  Downtown Toronto               0           Coffee Shop   \n",
       "14  Downtown Toronto               0        Clothing Store   \n",
       "15  Downtown Toronto               0           Coffee Shop   \n",
       "9    Central Toronto               0                   Pub   \n",
       "\n",
       "   2nd Most Common Venue  3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                    Pub      Health Food Store  Other Great Outdoors   \n",
       "20                  Café                  Hotel            Restaurant   \n",
       "21                 Hotel                   Café            Restaurant   \n",
       "23      Sushi Restaurant           Home Service         Jewelry Store   \n",
       "24        Sandwich Place            Coffee Shop           Pizza Place   \n",
       "25                Bakery                    Bar    Italian Restaurant   \n",
       "26    Chinese Restaurant  Vietnamese Restaurant                   Bar   \n",
       "27        Airport Lounge       Airport Terminal                 Plane   \n",
       "28            Restaurant                   Café                 Hotel   \n",
       "29                  Café             Steakhouse            Restaurant   \n",
       "30                  Café                   Park             Nightclub   \n",
       "31              Pharmacy            Supermarket                  Bank   \n",
       "32           Coffee Shop             Restaurant           Men's Store   \n",
       "33           Coffee Shop         Breakfast Spot                   Gym   \n",
       "34                  Café     Mexican Restaurant                   Bar   \n",
       "35             Gift Shop                Dog Run          Dessert Shop   \n",
       "19                 Hotel               Aquarium                  Café   \n",
       "36           Coffee Shop       Sushi Restaurant           Pizza Place   \n",
       "18                  Café                    Bar        Cosmetics Shop   \n",
       "16                  Café           Cocktail Bar            Steakhouse   \n",
       "1            Coffee Shop         Ice Cream Shop    Italian Restaurant   \n",
       "2         Sandwich Place            Pizza Place            Board Shop   \n",
       "3            Coffee Shop     Italian Restaurant                Bakery   \n",
       "5         Breakfast Spot      Food & Drink Shop          Dance Studio   \n",
       "6            Coffee Shop    Sporting Goods Shop           Yoga Studio   \n",
       "7           Dessert Shop         Sandwich Place                   Gym   \n",
       "17        Ice Cream Shop                   Café    Italian Restaurant   \n",
       "37           Yoga Studio                 Garden           Pizza Place   \n",
       "11                  Café             Restaurant                  Park   \n",
       "12   Japanese Restaurant       Sushi Restaurant            Restaurant   \n",
       "13                   Pub                   Park                Bakery   \n",
       "14           Coffee Shop         Cosmetics Shop                  Café   \n",
       "15                  Café             Restaurant                 Hotel   \n",
       "9            Coffee Shop    Fried Chicken Joint    Light Rail Station   \n",
       "\n",
       "            5th Most Common Venue        6th Most Common Venue  \\\n",
       "0                           Trail                      Dog Run   \n",
       "20            American Restaurant                    Gastropub   \n",
       "21            American Restaurant                    Gastropub   \n",
       "23                          Trail                  Yoga Studio   \n",
       "24              Indian Restaurant                          Pub   \n",
       "25            Japanese Restaurant                    Bookstore   \n",
       "26  Vegetarian / Vegan Restaurant           Mexican Restaurant   \n",
       "27                            Bar                  Coffee Shop   \n",
       "28                       Beer Bar           Italian Restaurant   \n",
       "29                          Hotel                Deli / Bodega   \n",
       "30              Convenience Store                  Candy Store   \n",
       "31                           Café                         Park   \n",
       "32               Asian Restaurant                  Pizza Place   \n",
       "33                   Intersection        Performing Arts Venue   \n",
       "34                Thai Restaurant       Furniture / Home Store   \n",
       "35                 Breakfast Spot  Eastern European Restaurant   \n",
       "19             Italian Restaurant          Fried Chicken Joint   \n",
       "36             Italian Restaurant                          Pub   \n",
       "18                Thai Restaurant                   Restaurant   \n",
       "16                         Bakery           Seafood Restaurant   \n",
       "1          Furniture / Home Store                  Pizza Place   \n",
       "2                         Brewery                 Burger Joint   \n",
       "3             American Restaurant                  Cheese Shop   \n",
       "5                  Clothing Store               Sandwich Place   \n",
       "6                            Park                         Café   \n",
       "7              Italian Restaurant              Thai Restaurant   \n",
       "17                   Burger Joint               Sandwich Place   \n",
       "37               Recording Studio                   Restaurant   \n",
       "11                            Pub                  Pizza Place   \n",
       "12                        Gay Bar                          Gym   \n",
       "13                           Café               Breakfast Spot   \n",
       "14                         Bakery               Lingerie Store   \n",
       "15             Italian Restaurant                    Gastropub   \n",
       "9                      Sports Bar                   Restaurant   \n",
       "\n",
       "    7th Most Common Venue 8th Most Common Venue     9th Most Common Venue  \\\n",
       "0        Doner Restaurant            Donut Shop       Dumpling Restaurant   \n",
       "20                    Bar         Deli / Bodega        Italian Restaurant   \n",
       "21                 Bakery            Steakhouse        Italian Restaurant   \n",
       "23      Electronics Store            Donut Shop       Dumpling Restaurant   \n",
       "24            Flower Shop             BBQ Joint             Metro Station   \n",
       "25         Sandwich Place            Restaurant                       Pub   \n",
       "26            Coffee Shop   Dumpling Restaurant                    Bakery   \n",
       "27       Sculpture Garden              Boutique             Boat or Ferry   \n",
       "28     Seafood Restaurant                   Gym            Farmers Market   \n",
       "29       Asian Restaurant    Seafood Restaurant                    Bakery   \n",
       "30     Italian Restaurant                 Diner                Baby Store   \n",
       "31                Brewery  Gym / Fitness Center      Brazilian Restaurant   \n",
       "32  Vietnamese Restaurant                  Café   New American Restaurant   \n",
       "33              Pet Store          Climbing Gym                Restaurant   \n",
       "34            Music Venue                 Diner            Discount Store   \n",
       "35                    Bar                  Bank             Movie Theater   \n",
       "19             Restaurant               Brewery            Scenic Lookout   \n",
       "36                 Bakery   Indie Movie Theater                       Bar   \n",
       "18           Burger Joint                Bakery                Steakhouse   \n",
       "16         Farmers Market           Cheese Shop                  Beer Bar   \n",
       "1                 Brewery       Bubble Tea Shop                      Café   \n",
       "2           Burrito Place                   Pub               Coffee Shop   \n",
       "3                    Food           Fish Market                 Bookstore   \n",
       "5                    Park                   Gym      Gym / Fitness Center   \n",
       "6                     Spa                 Diner      Gym / Fitness Center   \n",
       "7                    Café      Sushi Restaurant               Coffee Shop   \n",
       "17                    Spa       Bubble Tea Shop                    Bakery   \n",
       "37          Burrito Place               Brewery                Skate Park   \n",
       "11                 Bakery    Italian Restaurant       Japanese Restaurant   \n",
       "12     Italian Restaurant  Fast Food Restaurant  Mediterranean Restaurant   \n",
       "13     Mexican Restaurant               Theater                     Hotel   \n",
       "14    Japanese Restaurant   Sporting Goods Shop               Pizza Place   \n",
       "15         Clothing Store                Bakery            Cosmetics Shop   \n",
       "9             Supermarket      Sushi Restaurant                Bagel Shop   \n",
       "\n",
       "         10th Most Common Venue  \n",
       "0   Eastern European Restaurant  \n",
       "20           Seafood Restaurant  \n",
       "21                          Gym  \n",
       "23  Eastern European Restaurant  \n",
       "24             Asian Restaurant  \n",
       "25                     Beer Bar  \n",
       "26      Comfort Food Restaurant  \n",
       "27              Harbor / Marina  \n",
       "28         Fast Food Restaurant  \n",
       "29                    Gastropub  \n",
       "30           Athletics & Sports  \n",
       "31                          Bar  \n",
       "32            French Restaurant  \n",
       "33         Caribbean Restaurant  \n",
       "34    Cajun / Creole Restaurant  \n",
       "35           Italian Restaurant  \n",
       "19                         Park  \n",
       "36                         Food  \n",
       "18             Asian Restaurant  \n",
       "16               Clothing Store  \n",
       "1                    Restaurant  \n",
       "2                     Pet Store  \n",
       "3                       Brewery  \n",
       "5            Falafel Restaurant  \n",
       "6            Salon / Barbershop  \n",
       "7            Chinese Restaurant  \n",
       "17                          Bar  \n",
       "37               Farmers Market  \n",
       "11                        Diner  \n",
       "12                  Men's Store  \n",
       "13         Gym / Fitness Center  \n",
       "14                        Diner  \n",
       "15               Breakfast Spot  \n",
       "9                  Liquor Store  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 0, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "22  Central Toronto               1                Garden   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "22           Yoga Studio        Discount Store  Fast Food Restaurant   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "22        Farmers Market    Falafel Restaurant           Event Space   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue       10th Most Common Venue  \n",
       "22  Ethiopian Restaurant     Electronics Store  Eastern European Restaurant  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 1, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "10  Downtown Toronto               2                  Park   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "10            Playground                 Trail           Yoga Studio   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "10                 Diner        Farmers Market    Falafel Restaurant   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "10           Event Space  Ethiopian Restaurant      Electronics Store  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 2, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "           Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "4  Central Toronto               3                  Park   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "4           Swim School              Bus Line           Yoga Studio   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "4               Dog Run  Fast Food Restaurant        Farmers Market   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "4    Falafel Restaurant           Event Space   Ethiopian Restaurant  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 3, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
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      "text/plain": [
       "           Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "8  Central Toronto               4            Playground   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "8                   Gym            Restaurant           Yoga Studio   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "8                 Diner        Farmers Market    Falafel Restaurant   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "8           Event Space  Ethiopian Restaurant      Electronics Store  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 4, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  }
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