toranto-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segmenting and Clustering Neighborhoods in the city of Toronto, Canada"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Downloading the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "wikipedia_link='https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "wikipedia_page=requests.get(wikipedia_link).text\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "open Wiki page with Beautiful Soup\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " <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",
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      "   <h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"\">\n",
      "    List of postal codes of Canada: M\n",
      "   </h1>\n",
      "   <div class=\"mw-body-content\" id=\"bodyContent\">\n",
      "    <div class=\"noprint\" id=\"siteSub\">\n",
      "     From Wikipedia, the free encyclopedia\n",
      "    </div>\n",
      "    <div id=\"contentSub\">\n",
      "    </div>\n",
      "    <div id=\"jump-to-nav\">\n",
      "    </div>\n",
      "    <a class=\"mw-jump-link\" href=\"#mw-head\">\n",
      "     Jump to navigation\n",
      "    </a>\n",
      "    <a class=\"mw-jump-link\" href=\"#p-search\">\n",
      "     Jump to search\n",
      "    </a>\n",
      "    <div class=\"mw-content-ltr\" dir=\"ltr\" id=\"mw-content-text\" lang=\"en\">\n",
      "     <div class=\"mw-parser-output\">\n",
      "      <p>\n",
      "       This is a list of\n",
      "       <a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">\n",
      "        postal codes in Canada\n",
      "       </a>\n",
      "       where the first letter is M. Postal codes beginning with M are located within the city of\n",
      "       <a href=\"/wiki/Toronto\" title=\"Toronto\">\n",
      "        Toronto\n",
      "       </a>\n",
      "       in the province of\n",
      "       <a href=\"/wiki/Ontario\" title=\"Ontario\">\n",
      "        Ontario\n",
      "       </a>\n",
      "       . Only the first three characters are listed, corresponding to the Forward Sortation Area.\n",
      "      </p>\n",
      "      <p>\n",
      "       <a href=\"/wiki/Canada_Post\" title=\"Canada Post\">\n",
      "        Canada Post\n",
      "       </a>\n",
      "       provides a free postal code look-up tool on its website,\n",
      "       <sup class=\"reference\" id=\"cite_ref-1\">\n",
      "        <a href=\"#cite_note-1\">\n",
      "         [1]\n",
      "        </a>\n",
      "       </sup>\n",
      "       via its\n",
      "       <a href=\"/wiki/Mobile_app\" title=\"Mobile app\">\n",
      "        applications\n",
      "       </a>\n",
      "       for such\n",
      "       <a class=\"mw-redirect\" href=\"/wiki/Smartphones\" title=\"Smartphones\">\n",
      "        smartphones\n",
      "       </a>\n",
      "       as the\n",
      "       <a href=\"/wiki/IPhone\" title=\"IPhone\">\n",
      "        iPhone\n",
      "       </a>\n",
      "       and\n",
      "       <a href=\"/wiki/BlackBerry\" title=\"BlackBerry\">\n",
      "        BlackBerry\n",
      "       </a>\n",
      "       ,\n",
      "       <sup class=\"reference\" id=\"cite_ref-2\">\n",
      "        <a href=\"#cite_note-2\">\n",
      "         [2]\n",
      "        </a>\n",
      "       </sup>\n",
      "       and sells hard-copy directories and\n",
      "       <a href=\"/wiki/CD-ROM\" title=\"CD-ROM\">\n",
      "        CD-ROMs\n",
      "       </a>\n",
      "       . 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>\n",
      "       <span class=\"mw-headline\" id=\"Toronto_-_FSAs\">\n",
      "        <a href=\"/wiki/Toronto\" title=\"Toronto\">\n",
      "         Toronto\n",
      "        </a>\n",
      "        -\n",
      "        <a href=\"/wiki/Postal_codes_in_Canada#Forward_sortation_areas\" title=\"Postal codes in Canada\">\n",
      "         FSAs\n",
      "        </a>\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=1\" title=\"Edit section: Toronto - FSAs\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <p>\n",
      "       Note: There are no rural FSAs in Toronto, hence no postal codes start with M0.\n",
      "      </p>\n",
      "      <table class=\"wikitable sortable\">\n",
      "       <tbody>\n",
      "        <tr>\n",
      "         <th>\n",
      "          Postcode\n",
      "         </th>\n",
      "         <th>\n",
      "          Borough\n",
      "         </th>\n",
      "         <th>\n",
      "          Neighbourhood\n",
      "         </th>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1A\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2A\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Parkwoods\" title=\"Parkwoods\">\n",
      "           Parkwoods\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Victoria_Village\" title=\"Victoria Village\">\n",
      "           Victoria Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Harbourfront_(Toronto)\" title=\"Harbourfront (Toronto)\">\n",
      "           Harbourfront\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Regent_Park\" title=\"Regent Park\">\n",
      "           Regent Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Lawrence_Heights\" title=\"Lawrence Heights\">\n",
      "           Lawrence Heights\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Lawrence_Manor\" title=\"Lawrence Manor\">\n",
      "           Lawrence Manor\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Queen%27s_Park_(Toronto)\" title=\"Queen's Park (Toronto)\">\n",
      "           Queen's Park\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8A\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9A\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Islington_Avenue\" title=\"Islington Avenue\">\n",
      "           Islington Avenue\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Rouge,_Toronto\" title=\"Rouge, Toronto\">\n",
      "           Rouge\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Malvern,_Toronto\" title=\"Malvern, Toronto\">\n",
      "           Malvern\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2B\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Don Mills North\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_York\" title=\"East York\">\n",
      "           East York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Woodbine_Gardens\" title=\"Woodbine Gardens\">\n",
      "           Woodbine Gardens\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_York\" title=\"East York\">\n",
      "           East York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Parkview_Hill\" title=\"Parkview Hill\">\n",
      "           Parkview Hill\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Ryerson\" title=\"Ryerson\">\n",
      "           Ryerson\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Garden District\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Glencairn,_Ontario\" title=\"Glencairn, Ontario\">\n",
      "           Glencairn\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7B\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8B\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Cloverdale\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Islington\" title=\"Islington\">\n",
      "           Islington\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Martin Grove\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Princess_Gardens\" title=\"Princess Gardens\">\n",
      "           Princess Gardens\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9B\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/West_Deane_Park\" title=\"West Deane Park\">\n",
      "           West Deane Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Highland_Creek_(Toronto)\" title=\"Highland Creek (Toronto)\">\n",
      "           Highland Creek\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Rouge_Hill\" title=\"Rouge Hill\">\n",
      "           Rouge Hill\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Port_Union,_Toronto\" title=\"Port Union, Toronto\">\n",
      "           Port Union\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2C\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Flemingdon_Park\" title=\"Flemingdon Park\">\n",
      "           Flemingdon Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Don Mills South\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_York\" title=\"East York\">\n",
      "           East York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Woodbine_Heights\" title=\"Woodbine Heights\">\n",
      "           Woodbine Heights\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/St._James_Town\" title=\"St. James Town\">\n",
      "           St. James Town\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6C\n",
      "         </td>\n",
      "         <td>\n",
      "          York\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Humewood-Cedarvale\" title=\"Humewood-Cedarvale\">\n",
      "           Humewood-Cedarvale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7C\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8C\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Bloordale Gardens\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Eringate\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Markland_Wood\" title=\"Markland Wood\">\n",
      "           Markland Wood\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9C\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Old Burnhamthorpe\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1E\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Guildwood\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1E\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Morningside,_Toronto\" title=\"Morningside, Toronto\">\n",
      "           Morningside\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1E\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Hill,_Toronto\" title=\"West Hill, Toronto\">\n",
      "           West Hill\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2E\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3E\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4E\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/The_Beaches\" title=\"The Beaches\">\n",
      "           The Beaches\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5E\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Berczy_Park\" title=\"Berczy Park\">\n",
      "           Berczy Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6E\n",
      "         </td>\n",
      "         <td>\n",
      "          York\n",
      "         </td>\n",
      "         <td>\n",
      "          Caledonia-Fairbanks\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7E\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8E\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9E\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1G\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Woburn,_Toronto\" title=\"Woburn, Toronto\">\n",
      "           Woburn\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2G\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3G\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4G\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_York\" title=\"East York\">\n",
      "           East York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Leaside\" title=\"Leaside\">\n",
      "           Leaside\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5G\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Central Bay Street\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6G\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Christie\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7G\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8G\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9G\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Woburn,_Toronto\" title=\"Woburn, Toronto\">\n",
      "           Cedarbrae\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Hillcrest_Village\" title=\"Hillcrest Village\">\n",
      "           Hillcrest Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Bathurst_Manor\" title=\"Bathurst Manor\">\n",
      "           Bathurst Manor\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Downsview North\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Wilson_Heights,_Toronto\" title=\"Wilson Heights, Toronto\">\n",
      "           Wilson Heights\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_York\" title=\"East York\">\n",
      "           East York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Thorncliffe_Park\" title=\"Thorncliffe Park\">\n",
      "           Thorncliffe Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Adelaide\" title=\"Adelaide\">\n",
      "           Adelaide\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/King\" title=\"King\">\n",
      "           King\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Richmond\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Dovercourt_Village\" title=\"Dovercourt Village\">\n",
      "           Dovercourt Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6H\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Dufferin\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7H\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8H\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9H\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough_Village\" title=\"Scarborough Village\">\n",
      "           Scarborough Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Fairview\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Henry_Farm\" title=\"Henry Farm\">\n",
      "           Henry Farm\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Oriole\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Northwood_Park\" title=\"Northwood Park\">\n",
      "           Northwood Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York_University\" title=\"York University\">\n",
      "           York University\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_York\" title=\"East York\">\n",
      "           East York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Harbourfront East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Toronto_Islands\" title=\"Toronto Islands\">\n",
      "           Toronto Islands\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Union_Station_(Toronto)\" title=\"Union Station (Toronto)\">\n",
      "           Union Station\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Little_Portugal,_Toronto\" title=\"Little Portugal, Toronto\">\n",
      "           Little Portugal\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6J\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Trinity%E2%80%93Bellwoods\" title=\"Trinity–Bellwoods\">\n",
      "           Trinity\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7J\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8J\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9J\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          East Birchmount Park\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Ionview\" title=\"Ionview\">\n",
      "           Ionview\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Kennedy_Park,_Toronto\" title=\"Kennedy Park, Toronto\">\n",
      "           Kennedy Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Bayview_Village\" title=\"Bayview Village\">\n",
      "           Bayview Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/CFB_Toronto\" title=\"CFB Toronto\">\n",
      "           CFB Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Downsview East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          The Danforth West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Riverdale,_Toronto\" title=\"Riverdale, Toronto\">\n",
      "           Riverdale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Design_Exchange\" title=\"Design Exchange\">\n",
      "           Design Exchange\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Toronto_Dominion_Centre\" title=\"Toronto Dominion Centre\">\n",
      "           Toronto Dominion Centre\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Brockton\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Exhibition_Place\" title=\"Exhibition Place\">\n",
      "           Exhibition Place\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6K\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Parkdale_Village\" title=\"Parkdale Village\">\n",
      "           Parkdale Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7K\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8K\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9K\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Clairlea\" title=\"Clairlea\">\n",
      "           Clairlea\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Golden_Mile,_Toronto\" title=\"Golden Mile, Toronto\">\n",
      "           Golden Mile\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Oakridge,_Toronto\" title=\"Oakridge, Toronto\">\n",
      "           Oakridge\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Silver_Hills\" title=\"Silver Hills\">\n",
      "           Silver Hills\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York_Mills\" title=\"York Mills\">\n",
      "           York Mills\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downsview\" title=\"Downsview\">\n",
      "           Downsview West\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          The Beaches West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/India_Bazaar\" title=\"India Bazaar\">\n",
      "           India Bazaar\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Commerce_Court\" title=\"Commerce Court\">\n",
      "           Commerce Court\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Victoria Hotel\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Maple_Leaf_Park\" title=\"Maple Leaf Park\">\n",
      "           Maple Leaf Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          North Park\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Upwood Park\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7L\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8L\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9L\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Humber_Summit\" title=\"Humber Summit\">\n",
      "           Humber Summit\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Cliffcrest\" title=\"Cliffcrest\">\n",
      "           Cliffcrest\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Cliffside,_Toronto\" title=\"Cliffside, Toronto\">\n",
      "           Cliffside\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Scarborough Village West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Newtonbrook\" title=\"Newtonbrook\">\n",
      "           Newtonbrook\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Willowdale,_Toronto\" title=\"Willowdale, Toronto\">\n",
      "           Willowdale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Downsview Central\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Studio District\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Bedford_Park,_Toronto\" title=\"Bedford Park, Toronto\">\n",
      "           Bedford Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Lawrence Manor East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Del Ray\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Keelesdale\" title=\"Keelesdale\">\n",
      "           Keelesdale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Mount_Dennis\" title=\"Mount Dennis\">\n",
      "           Mount Dennis\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Silverthorn,_Toronto\" title=\"Silverthorn, Toronto\">\n",
      "           Silverthorn\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7M\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8M\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Emery,_Toronto\" title=\"Emery, Toronto\">\n",
      "           Emery\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9M\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Humberlea\" title=\"Humberlea\">\n",
      "           Humberlea\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Birch_Cliff\" title=\"Birch Cliff\">\n",
      "           Birch Cliff\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Cliffside West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Willowdale South\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Downsview Northwest\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Lawrence_Park,_Toronto\" title=\"Lawrence Park, Toronto\">\n",
      "           Lawrence Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Roselawn\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          The Junction North\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Runnymede\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7N\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8N\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9N\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/York\" title=\"York\">\n",
      "           York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Weston,_Toronto\" title=\"Weston, Toronto\">\n",
      "           Weston\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Dorset_Park\" title=\"Dorset Park\">\n",
      "           Dorset Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough_Town_Centre\" title=\"Scarborough Town Centre\">\n",
      "           Scarborough Town Centre\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Wexford_Heights\" title=\"Wexford Heights\">\n",
      "           Wexford Heights\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          York Mills West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3P\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Davisville North\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Forest_Hill_North\" title=\"Forest Hill North\">\n",
      "           Forest Hill North\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Forest Hill West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/High_Park\" title=\"High Park\">\n",
      "           High Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          The Junction South\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7P\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8P\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9P\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Westmount\" title=\"Westmount\">\n",
      "           Westmount\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Maryvale,_Toronto\" title=\"Maryvale, Toronto\">\n",
      "           Maryvale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Wexford\" title=\"Wexford\">\n",
      "           Wexford\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/North_York\" title=\"North York\">\n",
      "           North York\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Willowdale_West\" title=\"Willowdale West\">\n",
      "           Willowdale West\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3R\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          North Toronto West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/The_Annex\" title=\"The Annex\">\n",
      "           The Annex\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          North Midtown\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Yorkville,_Toronto\" title=\"Yorkville, Toronto\">\n",
      "           Yorkville\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Parkdale,_Toronto\" title=\"Parkdale, Toronto\">\n",
      "           Parkdale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Roncesvalles\" title=\"Roncesvalles\">\n",
      "           Roncesvalles\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7R\n",
      "         </td>\n",
      "         <td>\n",
      "          Mississauga\n",
      "         </td>\n",
      "         <td>\n",
      "          Canada Post Gateway Processing Centre\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8R\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kingsview_Village\" title=\"Kingsview Village\">\n",
      "           Kingsview Village\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Martin Grove Gardens\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Richview Gardens\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9R\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          St. Phillips\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1S\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Agincourt,_Toronto\" title=\"Agincourt, Toronto\">\n",
      "           Agincourt\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2S\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3S\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4S\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Davisville\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5S\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Harbord\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5S\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/University_of_Toronto\" title=\"University of Toronto\">\n",
      "           University of Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6S\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Runnymede\" title=\"Runnymede\">\n",
      "           Runnymede\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6S\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/West_Toronto\" title=\"West Toronto\">\n",
      "           West Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Swansea\" title=\"Swansea\">\n",
      "           Swansea\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7S\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8S\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9S\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Clarks Corners\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Sullivan\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Tam_O%27Shanter_%E2%80%93_Sullivan\" title=\"Tam O'Shanter – Sullivan\">\n",
      "           Tam O'Shanter\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2T\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3T\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Moore_Park,_Toronto\" title=\"Moore Park, Toronto\">\n",
      "           Moore Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Summerhill East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Chinatown\" title=\"Chinatown\">\n",
      "           Chinatown\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Grange_Park_(Toronto)\" title=\"Grange Park (Toronto)\">\n",
      "           Grange Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5T\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kensington_Market\" title=\"Kensington Market\">\n",
      "           Kensington Market\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6T\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7T\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8T\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9T\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Agincourt_North\" title=\"Agincourt North\">\n",
      "           Agincourt North\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          L'Amoreaux East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Milliken,_Ontario\" title=\"Milliken, Ontario\">\n",
      "           Milliken\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Steeles East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2V\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3V\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Deer_Park,_Toronto\" title=\"Deer Park, Toronto\">\n",
      "           Deer Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Forest Hill SE\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Rathnelly\" title=\"Rathnelly\">\n",
      "           Rathnelly\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/South_Hill,_Toronto\" title=\"South Hill, Toronto\">\n",
      "           South Hill\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">\n",
      "           Central Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Summerhill West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/CN_Tower\" title=\"CN Tower\">\n",
      "           CN Tower\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Bathurst Quay\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Island airport\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Harbourfront West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/King_and_Spadina\" title=\"King and Spadina\">\n",
      "           King and Spadina\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Railway_Lands\" title=\"Railway Lands\">\n",
      "           Railway Lands\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/South_Niagara\" title=\"South Niagara\">\n",
      "           South Niagara\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6V\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7V\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Humber Bay Shores\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Mimico South\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/New_Toronto\" title=\"New Toronto\">\n",
      "           New Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Albion Gardens\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Beaumond_Heights\" title=\"Beaumond Heights\">\n",
      "           Beaumond Heights\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Humbergate\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" title=\"Mount Olive-Silverstone-Jamestown\">\n",
      "           Jamestown\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" title=\"Mount Olive-Silverstone-Jamestown\">\n",
      "           Mount Olive\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Silverstone\" title=\"Silverstone\">\n",
      "           Silverstone\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/South_Steeles\" title=\"South Steeles\">\n",
      "           South Steeles\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9V\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Thistletown\" title=\"Thistletown\">\n",
      "           Thistletown\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          L'Amoreaux West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Steeles_West\" title=\"Steeles West\">\n",
      "           Steeles West\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2W\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3W\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Rosedale,_Toronto\" title=\"Rosedale, Toronto\">\n",
      "           Rosedale\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Stn A PO Boxes 25 The Esplanade\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6W\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7W\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Alderwood,_Toronto\" title=\"Alderwood, Toronto\">\n",
      "           Alderwood\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Long_Branch,_Toronto\" title=\"Long Branch, Toronto\">\n",
      "           Long Branch\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9W\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Northwest\" title=\"Northwest\">\n",
      "           Northwest\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">\n",
      "           Scarborough\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Upper_Rouge\" title=\"Upper Rouge\">\n",
      "           Upper Rouge\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2X\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3X\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Cabbagetown,_Toronto\" title=\"Cabbagetown, Toronto\">\n",
      "           Cabbagetown\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/St._James_Town\" title=\"St. James Town\">\n",
      "           St. James Town\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/First_Canadian_Place\" title=\"First Canadian Place\">\n",
      "           First Canadian Place\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Underground_city\" title=\"Underground city\">\n",
      "           Underground city\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6X\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7X\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/The_Kingsway\" title=\"The Kingsway\">\n",
      "           The Kingsway\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Montgomery Road\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8X\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Old Mill North\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9X\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1Y\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2Y\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3Y\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">\n",
      "           Downtown Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Church_and_Wellesley\" title=\"Church and Wellesley\">\n",
      "           Church and Wellesley\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5Y\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6Y\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/East_Toronto\" title=\"East Toronto\">\n",
      "           East Toronto\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Business Reply Mail Processing Centre 969 Eastern\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Humber_Bay\" title=\"Humber Bay\">\n",
      "           Humber Bay\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Kingsmills_Park\" title=\"Kingsmills Park\">\n",
      "           King's Mill Park\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Kingsway Park South East\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Mimico\" title=\"Mimico\">\n",
      "           Mimico NE\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Old_Mill,_Toronto\" title=\"Old Mill, Toronto\">\n",
      "           Old Mill South\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/The_Queensway\" title=\"The Queensway\">\n",
      "           The Queensway East\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Fairmont_Royal_York_Hotel\" title=\"Fairmont Royal York Hotel\">\n",
      "           Royal York South East\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Y\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a class=\"mw-redirect\" href=\"/wiki/Sunnylea\" title=\"Sunnylea\">\n",
      "           Sunnylea\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9Y\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M1Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M2Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M3Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M4Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M5Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M6Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M7Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Z\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Kingsway Park South West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Z\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Mimico\" title=\"Mimico\">\n",
      "           Mimico NW\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Z\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/The_Queensway\" title=\"The Queensway\">\n",
      "           The Queensway West\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Z\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          Royal York South West\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M8Z\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">\n",
      "           Etobicoke\n",
      "          </a>\n",
      "         </td>\n",
      "         <td>\n",
      "          <a href=\"/wiki/Bloor\" title=\"Bloor\">\n",
      "           South of Bloor\n",
      "          </a>\n",
      "         </td>\n",
      "        </tr>\n",
      "        <tr>\n",
      "         <td>\n",
      "          M9Z\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "         <td>\n",
      "          Not assigned\n",
      "         </td>\n",
      "        </tr>\n",
      "       </tbody>\n",
      "      </table>\n",
      "      <div>\n",
      "       <table class=\"multicol\" role=\"presentation\" style=\"border-collapse: collapse; padding: 0; border: 0; background:transparent; width:100%;\">\n",
      "       </table>\n",
      "       <h2>\n",
      "        <span id=\"Most_populated_FSAs.5B3.5D\">\n",
      "        </span>\n",
      "        <span class=\"mw-headline\" id=\"Most_populated_FSAs[3]\">\n",
      "         Most populated FSAs\n",
      "         <sup class=\"reference\" id=\"cite_ref-statcan_3-0\">\n",
      "          <a href=\"#cite_note-statcan-3\">\n",
      "           [3]\n",
      "          </a>\n",
      "         </sup>\n",
      "        </span>\n",
      "        <span class=\"mw-editsection\">\n",
      "         <span class=\"mw-editsection-bracket\">\n",
      "          [\n",
      "         </span>\n",
      "         <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]\">\n",
      "          edit\n",
      "         </a>\n",
      "         <span class=\"mw-editsection-bracket\">\n",
      "          ]\n",
      "         </span>\n",
      "        </span>\n",
      "       </h2>\n",
      "       <ol>\n",
      "        <li>\n",
      "         M1B, 65,129\n",
      "        </li>\n",
      "        <li>\n",
      "         M2N, 60,124\n",
      "        </li>\n",
      "        <li>\n",
      "         M1V, 55,250\n",
      "        </li>\n",
      "        <li>\n",
      "         M9V, 55,159\n",
      "        </li>\n",
      "        <li>\n",
      "         M2J, 54,391\n",
      "        </li>\n",
      "       </ol>\n",
      "       <p>\n",
      "       </p>\n",
      "       <table cellpadding=\"2\" cellspacing=\"0\" rules=\"all\" style=\"width:100%; border-collapse:collapse; border:1px solid #ccc;\">\n",
      "        <tbody>\n",
      "         <tr>\n",
      "          <td>\n",
      "          </td>\n",
      "         </tr>\n",
      "        </tbody>\n",
      "       </table>\n",
      "      </div>\n",
      "      <p>\n",
      "      </p>\n",
      "      <h2>\n",
      "       <span id=\"Least_populated_FSAs.5B3.5D\">\n",
      "       </span>\n",
      "       <span class=\"mw-headline\" id=\"Least_populated_FSAs[3]\">\n",
      "        Least populated FSAs\n",
      "        <sup class=\"reference\" id=\"cite_ref-statcan_3-1\">\n",
      "         <a href=\"#cite_note-statcan-3\">\n",
      "          [3]\n",
      "         </a>\n",
      "        </sup>\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <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]\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <ol>\n",
      "       <li>\n",
      "        M5K, 5\n",
      "       </li>\n",
      "       <li>\n",
      "        M5L, 5\n",
      "       </li>\n",
      "       <li>\n",
      "        M5W, 5\n",
      "       </li>\n",
      "       <li>\n",
      "        M5X, 5\n",
      "       </li>\n",
      "       <li>\n",
      "        M7A, 5\n",
      "       </li>\n",
      "      </ol>\n",
      "      <p>\n",
      "      </p>\n",
      "      <h2>\n",
      "       <span class=\"mw-headline\" id=\"References\">\n",
      "        References\n",
      "       </span>\n",
      "       <span class=\"mw-editsection\">\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         [\n",
      "        </span>\n",
      "        <a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=4\" title=\"Edit section: References\">\n",
      "         edit\n",
      "        </a>\n",
      "        <span class=\"mw-editsection-bracket\">\n",
      "         ]\n",
      "        </span>\n",
      "       </span>\n",
      "      </h2>\n",
      "      <div class=\"mw-references-wrap\">\n",
      "       <ol class=\"references\">\n",
      "        <li id=\"cite_note-1\">\n",
      "         <span class=\"mw-cite-backlink\">\n",
      "          <b>\n",
      "           <a href=\"#cite_ref-1\">\n",
      "            ^\n",
      "           </a>\n",
      "          </b>\n",
      "         </span>\n",
      "         <span class=\"reference-text\">\n",
      "          <cite class=\"citation web\">\n",
      "           Canada Post.\n",
      "           <a class=\"external text\" href=\"https://www.canadapost.ca/cpotools/apps/fpc/personal/findByCity?execution=e2s1\" rel=\"nofollow\">\n",
      "            \"Canada Post - Find a Postal Code\"\n",
      "           </a>\n",
      "           <span class=\"reference-accessdate\">\n",
      "            . Retrieved\n",
      "            <span class=\"nowrap\">\n",
      "             9 November\n",
      "            </span>\n",
      "            2008\n",
      "           </span>\n",
      "           .\n",
      "          </cite>\n",
      "          <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\">\n",
      "          </span>\n",
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      "          </style>\n",
      "         </span>\n",
      "        </li>\n",
      "        <li id=\"cite_note-2\">\n",
      "         <span class=\"mw-cite-backlink\">\n",
      "          <b>\n",
      "           <a href=\"#cite_ref-2\">\n",
      "            ^\n",
      "           </a>\n",
      "          </b>\n",
      "         </span>\n",
      "         <span class=\"reference-text\">\n",
      "          <cite class=\"citation web\">\n",
      "           <a class=\"external text\" href=\"https://web.archive.org/web/20110519093024/http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\" rel=\"nofollow\">\n",
      "            \"Mobile Apps\"\n",
      "           </a>\n",
      "           . Canada Post. Archived from\n",
      "           <a class=\"external text\" href=\"http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\" rel=\"nofollow\">\n",
      "            the original\n",
      "           </a>\n",
      "           on 2011-05-19.\n",
      "          </cite>\n",
      "          <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\">\n",
      "          </span>\n",
      "          <link href=\"mw-data:TemplateStyles:r886058088\" rel=\"mw-deduplicated-inline-style\"/>\n",
      "         </span>\n",
      "        </li>\n",
      "        <li id=\"cite_note-statcan-3\">\n",
      "         <span class=\"mw-cite-backlink\">\n",
      "          ^\n",
      "          <a href=\"#cite_ref-statcan_3-0\">\n",
      "           <sup>\n",
      "            <i>\n",
      "             <b>\n",
      "              a\n",
      "             </b>\n",
      "            </i>\n",
      "           </sup>\n",
      "          </a>\n",
      "          <a href=\"#cite_ref-statcan_3-1\">\n",
      "           <sup>\n",
      "            <i>\n",
      "             <b>\n",
      "              b\n",
      "             </b>\n",
      "            </i>\n",
      "           </sup>\n",
      "          </a>\n",
      "         </span>\n",
      "         <span class=\"reference-text\">\n",
      "          <cite class=\"citation web\">\n",
      "           <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\">\n",
      "            \"2006 Census of Population\"\n",
      "           </a>\n",
      "           . 15 October 2008.\n",
      "          </cite>\n",
      "          <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\">\n",
      "          </span>\n",
      "          <link href=\"mw-data:TemplateStyles:r886058088\" rel=\"mw-deduplicated-inline-style\"/>\n",
      "         </span>\n",
      "        </li>\n",
      "       </ol>\n",
      "      </div>\n",
      "      <table class=\"navbox\">\n",
      "       <tbody>\n",
      "        <tr>\n",
      "         <td style=\"width:36px; text-align:center\">\n",
      "          <a class=\"image\" href=\"/wiki/File:Flag_of_Canada.svg\" title=\"Flag of Canada\">\n",
      "           <img alt=\"Flag of Canada\" data-file-height=\"500\" data-file-width=\"1000\" 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\"/>\n",
      "          </a>\n",
      "         </td>\n",
      "         <th class=\"navbox-title\" style=\"font-size:110%\">\n",
      "          <a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">\n",
      "           Canadian postal codes\n",
      "          </a>\n",
      "         </th>\n",
      "         <td style=\"width:36px; text-align:center\">\n",
      "          <a class=\"image\" href=\"/wiki/File:Canadian_postal_district_map_(without_legends).svg\">\n",
      "           <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\"/>\n",
      "          </a>\n",
      "         </td>\n",
      "        </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>\n",
      "            <tr>\n",
      "             <td style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Newfoundland_and_Labrador\" title=\"Newfoundland and Labrador\">\n",
      "               NL\n",
      "              </a>\n",
      "             </td>\n",
      "             <td style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Nova_Scotia\" title=\"Nova Scotia\">\n",
      "               NS\n",
      "              </a>\n",
      "             </td>\n",
      "             <td style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Prince_Edward_Island\" title=\"Prince Edward Island\">\n",
      "               PE\n",
      "              </a>\n",
      "             </td>\n",
      "             <td style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/New_Brunswick\" title=\"New Brunswick\">\n",
      "               NB\n",
      "              </a>\n",
      "             </td>\n",
      "             <td colspan=\"3\" style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Quebec\" title=\"Quebec\">\n",
      "               QC\n",
      "              </a>\n",
      "             </td>\n",
      "             <td colspan=\"5\" style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Ontario\" title=\"Ontario\">\n",
      "               ON\n",
      "              </a>\n",
      "             </td>\n",
      "             <td style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Manitoba\" title=\"Manitoba\">\n",
      "               MB\n",
      "              </a>\n",
      "             </td>\n",
      "             <td style=\"text-align:center; border:1px solid #aaa;\">\n",
      "              <a href=\"/wiki/Saskatchewan\" title=\"Saskatchewan\">\n",
      "               SK\n",
      "              </a>\n",
      "             </td>\n",
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      " </body>\n",
      "</html>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "soup=BeautifulSoup(wikipedia_page,'lxml')\n",
    "print(soup.prettify())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To find the table in wikipeida page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<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><a href=\"/wiki/Ryerson\" title=\"Ryerson\">Ryerson</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>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><a class=\"mw-redirect\" href=\"/wiki/Glencairn,_Ontario\" title=\"Glencairn, Ontario\">Glencairn</a>\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\" title=\"Islington\">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><a href=\"/wiki/Woburn,_Toronto\" title=\"Woburn, Toronto\">Cedarbrae</a>\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><a href=\"/wiki/Adelaide\" title=\"Adelaide\">Adelaide</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><a href=\"/wiki/King\" title=\"King\">King</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>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><a class=\"mw-redirect\" href=\"/wiki/Silver_Hills\" title=\"Silver Hills\">Silver Hills</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><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/Maple_Leaf_Park\" title=\"Maple Leaf Park\">Maple Leaf Park</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\" title=\"York\">York</a></td>\n",
      "<td>Del Ray\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td>M6M</td>\n",
      "<td><a href=\"/wiki/York\" title=\"York\">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\" title=\"York\">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\" title=\"York\">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\" title=\"York\">York</a></td>\n",
      "<td>The Junction North\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td>M6N</td>\n",
      "<td><a href=\"/wiki/York\" title=\"York\">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\" title=\"York\">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><a class=\"mw-redirect\" href=\"/wiki/Westmount\" title=\"Westmount\">Westmount</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/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\" title=\"Wexford\">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\" title=\"Roncesvalles\">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\" title=\"Runnymede\">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\" title=\"Swansea\">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\" title=\"Chinatown\">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 href=\"/wiki/Silverstone\" title=\"Silverstone\">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>M1W</td>\n",
      "<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/Steeles_West\" title=\"Steeles West\">Steeles West</a>\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><a class=\"mw-redirect\" href=\"/wiki/Northwest\" title=\"Northwest\">Northwest</a>\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><a href=\"/wiki/Kingsmills_Park\" title=\"Kingsmills Park\">King's Mill Park</a>\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><a href=\"/wiki/Bloor\" title=\"Bloor\">South of Bloor</a>\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"
     ]
    }
   ],
   "source": [
    "table = soup.find('table')\n",
    "Postcodelist      = []\n",
    "Boroughlist      = []\n",
    "Neighborhoodlist = []\n",
    "print(table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extracting data from table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in table.find_all('tr'):\n",
    "    cells = row.find_all('td')\n",
    "    if(len(cells) > 0):\n",
    "        Postcodelist.append(cells[0].text)\n",
    "        Boroughlist.append(cells[1].text)\n",
    "        Neighborhoodlist.append(cells[2].text.rstrip('\\n'))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataframe will consist of three columns: PostalCode, Borough, and Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "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": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_neighorhood = [('PostalCode', Postcodelist),\n",
    "                      ('Borough', Boroughlist),\n",
    "                      ('Neighborhood', Neighborhoodlist)]\n",
    "toronto_df = pd.DataFrame.from_dict(dict(toronto_neighorhood))\n",
    "toronto_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only process the cells that have an assigned borough. Ignore cells with a borough that is Not assigned."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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": 93,
     "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": [
    "Combining rows with the same postcode and separating neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df_grouped = toronto_df_dropna.groupby(['PostalCode','Borough'], as_index=False).agg(lambda x: ','.join(x))\n",
    "toronto_df_grouped.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Assigning boroughs' names to not assigned neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "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>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Queen's Park</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode       Borough  Neighborhood\n",
       "85        M7A  Queen's Park  Queen's Park"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "na_neigh_rows = toronto_df_grouped.Neighborhood == 'Not assigned'\n",
    "toronto_df_grouped.loc[na_neigh_rows, 'Neighborhood'] = toronto_df_grouped.loc[na_neigh_rows, 'Borough']\n",
    "toronto_df_grouped[na_neigh_rows]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Number of rows and columns in the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df_cleaned = toronto_df_grouped\n",
    "toronto_df_cleaned.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part II"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Downloading the Geospatial data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "url=\"http://cocl.us/Geospatial_data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\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>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": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Merging dataframes based on 'Postcode'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "toronto_df_temp = toronto_df_cleaned.set_index('PostalCode')\n",
    "coors_temp = df.set_index('Postal Code')\n",
    "toronto_df_coors = pd.concat([toronto_df_temp, coors_temp], axis=1, join='inner')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "toronto_df_coors.index.name = 'PostalCode'\n",
    "toronto_df_coors.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
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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",
       "        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": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df_coors.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Shape of final data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 5)"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_df_coors.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part III"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np # library to handle data in a vectorized manner\n",
    "\n",
    "import pandas as pd # library for data analsysis\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "import json # library to handle JSON files\n",
    "\n",
    "#!conda install -c conda-forge geopy --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "import requests # library to handle requests\n",
    "from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "#!conda install -c conda-forge folium=0.5.0 --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use geopy library to get the latitude and longitude values of Toronto City"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto City are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto, On'\n",
    "\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"t_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Toronto City are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a map of Toronto with neighborhoods superimposed on top\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
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            var popup_bdd6fa81589347f8a8a95e6726da01c0 = L.popup({maxWidth: '300'});

            
                var html_cf3c2c527c09461fafdbf972ccbf80b4 = $('<div id="html_cf3c2c527c09461fafdbf972ccbf80b4" style="width: 100.0%; height: 100.0%;">Scarborough (M1G): Woburn</div>')[0];
                popup_bdd6fa81589347f8a8a95e6726da01c0.setContent(html_cf3c2c527c09461fafdbf972ccbf80b4);
            

            circle_marker_22d381ae5d7143eb85be65af015dffd0.bindPopup(popup_bdd6fa81589347f8a8a95e6726da01c0);

            
        
    
            var circle_marker_b039c07c56ea4934a5b0923c9c6cdbed = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_ee72cfbe3d9c4c4aab925050bb44a6d8 = L.popup({maxWidth: '300'});

            
                var html_0ad7e7888d284d8fb9f2523f78b54913 = $('<div id="html_0ad7e7888d284d8fb9f2523f78b54913" style="width: 100.0%; height: 100.0%;">Scarborough (M1H): Cedarbrae</div>')[0];
                popup_ee72cfbe3d9c4c4aab925050bb44a6d8.setContent(html_0ad7e7888d284d8fb9f2523f78b54913);
            

            circle_marker_b039c07c56ea4934a5b0923c9c6cdbed.bindPopup(popup_ee72cfbe3d9c4c4aab925050bb44a6d8);

            
        
    
            var circle_marker_e1d27ab195df4e7db571c9e31fcf31c3 = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_b28daa9c31a24c73a484e018a2fb0f6d = L.popup({maxWidth: '300'});

            
                var html_56bab826a0ad4078b17f85a71363b8a4 = $('<div id="html_56bab826a0ad4078b17f85a71363b8a4" style="width: 100.0%; height: 100.0%;">Scarborough (M1J): Scarborough Village</div>')[0];
                popup_b28daa9c31a24c73a484e018a2fb0f6d.setContent(html_56bab826a0ad4078b17f85a71363b8a4);
            

            circle_marker_e1d27ab195df4e7db571c9e31fcf31c3.bindPopup(popup_b28daa9c31a24c73a484e018a2fb0f6d);

            
        
    
            var circle_marker_22981160307940f2afe6e98bc60db2e1 = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_47b08e30df75482cbce67ecd5dbe1aa7 = L.popup({maxWidth: '300'});

            
                var html_6ca0dea041624faaac66ae8f5903293c = $('<div id="html_6ca0dea041624faaac66ae8f5903293c" style="width: 100.0%; height: 100.0%;">Scarborough (M1K): East Birchmount Park,Ionview,Kennedy Park</div>')[0];
                popup_47b08e30df75482cbce67ecd5dbe1aa7.setContent(html_6ca0dea041624faaac66ae8f5903293c);
            

            circle_marker_22981160307940f2afe6e98bc60db2e1.bindPopup(popup_47b08e30df75482cbce67ecd5dbe1aa7);

            
        
    
            var circle_marker_61ec35d697c843b5b724c0c2bb8e4200 = L.circleMarker(
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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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_996e0fbed2f94c1ca2b35e64f34a5989 = L.popup({maxWidth: '300'});

            
                var html_30a8153921074e40b013f1b0d6465f09 = $('<div id="html_30a8153921074e40b013f1b0d6465f09" style="width: 100.0%; height: 100.0%;">Scarborough (M1L): Clairlea,Golden Mile,Oakridge</div>')[0];
                popup_996e0fbed2f94c1ca2b35e64f34a5989.setContent(html_30a8153921074e40b013f1b0d6465f09);
            

            circle_marker_61ec35d697c843b5b724c0c2bb8e4200.bindPopup(popup_996e0fbed2f94c1ca2b35e64f34a5989);

            
        
    
            var circle_marker_b801c3c88cf9461cabfc5abb50618c86 = L.circleMarker(
                [43.716316,-79.23947609999999],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_087e4c7815074c8382da5c3178b23791 = L.popup({maxWidth: '300'});

            
                var html_b348bd66dd2d4095a72b0d71161d4f83 = $('<div id="html_b348bd66dd2d4095a72b0d71161d4f83" style="width: 100.0%; height: 100.0%;">Scarborough (M1M): Cliffcrest,Cliffside,Scarborough Village West</div>')[0];
                popup_087e4c7815074c8382da5c3178b23791.setContent(html_b348bd66dd2d4095a72b0d71161d4f83);
            

            circle_marker_b801c3c88cf9461cabfc5abb50618c86.bindPopup(popup_087e4c7815074c8382da5c3178b23791);

            
        
    
            var circle_marker_c8206cf8b8a74ed6856bca9133ff60b6 = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_2b47e7922c2e4536b9bdd25db7b8a07c = L.popup({maxWidth: '300'});

            
                var html_99582f45602e4f3397674af56db883fc = $('<div id="html_99582f45602e4f3397674af56db883fc" style="width: 100.0%; height: 100.0%;">Scarborough (M1N): Birch Cliff,Cliffside West</div>')[0];
                popup_2b47e7922c2e4536b9bdd25db7b8a07c.setContent(html_99582f45602e4f3397674af56db883fc);
            

            circle_marker_c8206cf8b8a74ed6856bca9133ff60b6.bindPopup(popup_2b47e7922c2e4536b9bdd25db7b8a07c);

            
        
    
            var circle_marker_46d1a55b627b42d3a3a2486cff4f3f38 = L.circleMarker(
                [43.7574096,-79.27330400000001],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_e6e2829a12714fbab7a2f8b91e551396 = L.popup({maxWidth: '300'});

            
                var html_9008af61078c4d47beb8324a905a5c06 = $('<div id="html_9008af61078c4d47beb8324a905a5c06" style="width: 100.0%; height: 100.0%;">Scarborough (M1P): Dorset Park,Scarborough Town Centre,Wexford Heights</div>')[0];
                popup_e6e2829a12714fbab7a2f8b91e551396.setContent(html_9008af61078c4d47beb8324a905a5c06);
            

            circle_marker_46d1a55b627b42d3a3a2486cff4f3f38.bindPopup(popup_e6e2829a12714fbab7a2f8b91e551396);

            
        
    
            var circle_marker_cd0aeea51a254e7c9895c6506ff6a263 = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_1c943ec4e3ff49db9bf7cf5ebee1f2d9 = L.popup({maxWidth: '300'});

            
                var html_926da1858de04bdda9262bbcd0ffeea3 = $('<div id="html_926da1858de04bdda9262bbcd0ffeea3" style="width: 100.0%; height: 100.0%;">Scarborough (M1R): Maryvale,Wexford</div>')[0];
                popup_1c943ec4e3ff49db9bf7cf5ebee1f2d9.setContent(html_926da1858de04bdda9262bbcd0ffeea3);
            

            circle_marker_cd0aeea51a254e7c9895c6506ff6a263.bindPopup(popup_1c943ec4e3ff49db9bf7cf5ebee1f2d9);

            
        
    
            var circle_marker_7fc5f93b9ec44f9bb22e7792f078ffe2 = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_cf241af1d3a14b7f9ac7c62dc3ee25aa = L.popup({maxWidth: '300'});

            
                var html_14aafd0a1e014e11b8ce8822d881b578 = $('<div id="html_14aafd0a1e014e11b8ce8822d881b578" style="width: 100.0%; height: 100.0%;">Scarborough (M1S): Agincourt</div>')[0];
                popup_cf241af1d3a14b7f9ac7c62dc3ee25aa.setContent(html_14aafd0a1e014e11b8ce8822d881b578);
            

            circle_marker_7fc5f93b9ec44f9bb22e7792f078ffe2.bindPopup(popup_cf241af1d3a14b7f9ac7c62dc3ee25aa);

            
        
    
            var circle_marker_db369220ac9c40ada3ffc6d1960ebc9c = L.circleMarker(
                [43.7816375,-79.3043021],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_03fcf3dbaf204897a893c6d06e173e38 = L.popup({maxWidth: '300'});

            
                var html_441e434fc42745eab8e0a67995dc3be9 = $('<div id="html_441e434fc42745eab8e0a67995dc3be9" style="width: 100.0%; height: 100.0%;">Scarborough (M1T): Clarks Corners,Sullivan,Tam O&#39;Shanter</div>')[0];
                popup_03fcf3dbaf204897a893c6d06e173e38.setContent(html_441e434fc42745eab8e0a67995dc3be9);
            

            circle_marker_db369220ac9c40ada3ffc6d1960ebc9c.bindPopup(popup_03fcf3dbaf204897a893c6d06e173e38);

            
        
    
            var circle_marker_122fcca09b644a4e9c0a4044e9bf0b03 = L.circleMarker(
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                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_bcc55e571124460e87f1acc6d15316c5 = L.popup({maxWidth: '300'});

            
                var html_9d25e1623b1348519e49f7530a64b718 = $('<div id="html_9d25e1623b1348519e49f7530a64b718" style="width: 100.0%; height: 100.0%;">Scarborough (M1V): Agincourt North,L&#39;Amoreaux East,Milliken,Steeles East</div>')[0];
                popup_bcc55e571124460e87f1acc6d15316c5.setContent(html_9d25e1623b1348519e49f7530a64b718);
            

            circle_marker_122fcca09b644a4e9c0a4044e9bf0b03.bindPopup(popup_bcc55e571124460e87f1acc6d15316c5);

            
        
    
            var circle_marker_1cb76507f06b4f61a40949e26e46e875 = L.circleMarker(
                [43.799525200000005,-79.3183887],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_f08126938b524462806bb832a3fb8f64 = L.popup({maxWidth: '300'});

            
                var html_cf4ad9c2020247a790dc2f20c849bb82 = $('<div id="html_cf4ad9c2020247a790dc2f20c849bb82" style="width: 100.0%; height: 100.0%;">Scarborough (M1W): L&#39;Amoreaux West,Steeles West</div>')[0];
                popup_f08126938b524462806bb832a3fb8f64.setContent(html_cf4ad9c2020247a790dc2f20c849bb82);
            

            circle_marker_1cb76507f06b4f61a40949e26e46e875.bindPopup(popup_f08126938b524462806bb832a3fb8f64);

            
        
    
            var circle_marker_ce44150a34094116b9d8985d9c179d16 = L.circleMarker(
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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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_880d87dff20345858ef2626415f4f83b = L.popup({maxWidth: '300'});

            
                var html_f38c1e2f0abf480e93241ff055a1c807 = $('<div id="html_f38c1e2f0abf480e93241ff055a1c807" style="width: 100.0%; height: 100.0%;">Scarborough (M1X): Upper Rouge</div>')[0];
                popup_880d87dff20345858ef2626415f4f83b.setContent(html_f38c1e2f0abf480e93241ff055a1c807);
            

            circle_marker_ce44150a34094116b9d8985d9c179d16.bindPopup(popup_880d87dff20345858ef2626415f4f83b);

            
        
    
            var circle_marker_69f9eec0bbfb43a49aa05d81c6ecb5ea = L.circleMarker(
                [43.8037622,-79.3634517],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_ca0d5459c39942a6a472771e98209939 = L.popup({maxWidth: '300'});

            
                var html_7c2c8fa93a2b4ed092f7ef4bb8565d85 = $('<div id="html_7c2c8fa93a2b4ed092f7ef4bb8565d85" style="width: 100.0%; height: 100.0%;">North York (M2H): Hillcrest Village</div>')[0];
                popup_ca0d5459c39942a6a472771e98209939.setContent(html_7c2c8fa93a2b4ed092f7ef4bb8565d85);
            

            circle_marker_69f9eec0bbfb43a49aa05d81c6ecb5ea.bindPopup(popup_ca0d5459c39942a6a472771e98209939);

            
        
    
            var circle_marker_3610fdc149d54f69aab3bd9ea6acbb92 = L.circleMarker(
                [43.7785175,-79.3465557],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_5795a0d464fa4247a0294fb6a62634d1 = L.popup({maxWidth: '300'});

            
                var html_05ef072c21cf483b9dcba24ef07c16dc = $('<div id="html_05ef072c21cf483b9dcba24ef07c16dc" style="width: 100.0%; height: 100.0%;">North York (M2J): Fairview,Henry Farm,Oriole</div>')[0];
                popup_5795a0d464fa4247a0294fb6a62634d1.setContent(html_05ef072c21cf483b9dcba24ef07c16dc);
            

            circle_marker_3610fdc149d54f69aab3bd9ea6acbb92.bindPopup(popup_5795a0d464fa4247a0294fb6a62634d1);

            
        
    
            var circle_marker_17bd52611b1f442eb674c5ad3e8cf0ca = L.circleMarker(
                [43.7869473,-79.385975],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_09e1c5b9eca24fe296b6ec59866ef108 = L.popup({maxWidth: '300'});

            
                var html_101804e317b8432991c6d0496ba28487 = $('<div id="html_101804e317b8432991c6d0496ba28487" style="width: 100.0%; height: 100.0%;">North York (M2K): Bayview Village</div>')[0];
                popup_09e1c5b9eca24fe296b6ec59866ef108.setContent(html_101804e317b8432991c6d0496ba28487);
            

            circle_marker_17bd52611b1f442eb674c5ad3e8cf0ca.bindPopup(popup_09e1c5b9eca24fe296b6ec59866ef108);

            
        
    
            var circle_marker_6521125c827c47389d0c905855df7897 = L.circleMarker(
                [43.7574902,-79.37471409999999],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_b3cf72dbcd9f4760b11b4092f06722d8 = L.popup({maxWidth: '300'});

            
                var html_0b0dda68f6b3482b9009188c220a93be = $('<div id="html_0b0dda68f6b3482b9009188c220a93be" style="width: 100.0%; height: 100.0%;">North York (M2L): Silver Hills,York Mills</div>')[0];
                popup_b3cf72dbcd9f4760b11b4092f06722d8.setContent(html_0b0dda68f6b3482b9009188c220a93be);
            

            circle_marker_6521125c827c47389d0c905855df7897.bindPopup(popup_b3cf72dbcd9f4760b11b4092f06722d8);

            
        
    
            var circle_marker_da94c6f495e0401eb29d35cee4f70e9c = L.circleMarker(
                [43.789053,-79.40849279999999],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_41a1ea30a2dd4af6860a1f2a6ece9cc1 = L.popup({maxWidth: '300'});

            
                var html_f801a0ab5a054aae8cc47088608a5178 = $('<div id="html_f801a0ab5a054aae8cc47088608a5178" style="width: 100.0%; height: 100.0%;">North York (M2M): Newtonbrook,Willowdale</div>')[0];
                popup_41a1ea30a2dd4af6860a1f2a6ece9cc1.setContent(html_f801a0ab5a054aae8cc47088608a5178);
            

            circle_marker_da94c6f495e0401eb29d35cee4f70e9c.bindPopup(popup_41a1ea30a2dd4af6860a1f2a6ece9cc1);

            
        
    
            var circle_marker_2353ac699d36470e8a138382ad79044d = L.circleMarker(
                [43.7701199,-79.40849279999999],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_b32eab295b8d42aea528aefab41ac1fe = L.popup({maxWidth: '300'});

            
                var html_7d842823c2684deb8409d0790ff45c56 = $('<div id="html_7d842823c2684deb8409d0790ff45c56" style="width: 100.0%; height: 100.0%;">North York (M2N): Willowdale South</div>')[0];
                popup_b32eab295b8d42aea528aefab41ac1fe.setContent(html_7d842823c2684deb8409d0790ff45c56);
            

            circle_marker_2353ac699d36470e8a138382ad79044d.bindPopup(popup_b32eab295b8d42aea528aefab41ac1fe);

            
        
    
            var circle_marker_1a4086790d9849da9d778c25089a779b = L.circleMarker(
                [43.752758299999996,-79.4000493],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_cb81564c0103441abd21a3ae0ab485d1 = L.popup({maxWidth: '300'});

            
                var html_75221ee8204e429f96fa139e7ad5b474 = $('<div id="html_75221ee8204e429f96fa139e7ad5b474" style="width: 100.0%; height: 100.0%;">North York (M2P): York Mills West</div>')[0];
                popup_cb81564c0103441abd21a3ae0ab485d1.setContent(html_75221ee8204e429f96fa139e7ad5b474);
            

            circle_marker_1a4086790d9849da9d778c25089a779b.bindPopup(popup_cb81564c0103441abd21a3ae0ab485d1);

            
        
    
            var circle_marker_1ba9fd6102394db282b671a176d6303f = L.circleMarker(
                [43.7827364,-79.4422593],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_dd0b81b97b564bfa8f670206772bf363 = L.popup({maxWidth: '300'});

            
                var html_2ef88025f436438bb0178ea4426a7459 = $('<div id="html_2ef88025f436438bb0178ea4426a7459" style="width: 100.0%; height: 100.0%;">North York (M2R): Willowdale West</div>')[0];
                popup_dd0b81b97b564bfa8f670206772bf363.setContent(html_2ef88025f436438bb0178ea4426a7459);
            

            circle_marker_1ba9fd6102394db282b671a176d6303f.bindPopup(popup_dd0b81b97b564bfa8f670206772bf363);

            
        
    
            var circle_marker_2b11da320bf2449e826bbb3de66c7300 = L.circleMarker(
                [43.7532586,-79.3296565],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_4877ba914a584a5ebdcbfc667505357c = L.popup({maxWidth: '300'});

            
                var html_779da72759ee482d8b6f6d09c8c39425 = $('<div id="html_779da72759ee482d8b6f6d09c8c39425" style="width: 100.0%; height: 100.0%;">North York (M3A): Parkwoods</div>')[0];
                popup_4877ba914a584a5ebdcbfc667505357c.setContent(html_779da72759ee482d8b6f6d09c8c39425);
            

            circle_marker_2b11da320bf2449e826bbb3de66c7300.bindPopup(popup_4877ba914a584a5ebdcbfc667505357c);

            
        
    
            var circle_marker_153b78b8435d4cada03d0b4ef4f0a291 = L.circleMarker(
                [43.745905799999996,-79.352188],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_8de965f2a89d4efcaf6439034866fbae = L.popup({maxWidth: '300'});

            
                var html_87d4e2d0c6894db6bb5afefcf4094a8b = $('<div id="html_87d4e2d0c6894db6bb5afefcf4094a8b" style="width: 100.0%; height: 100.0%;">North York (M3B): Don Mills North</div>')[0];
                popup_8de965f2a89d4efcaf6439034866fbae.setContent(html_87d4e2d0c6894db6bb5afefcf4094a8b);
            

            circle_marker_153b78b8435d4cada03d0b4ef4f0a291.bindPopup(popup_8de965f2a89d4efcaf6439034866fbae);

            
        
    
            var circle_marker_2604cbde2697433397f2441261ad8b1c = L.circleMarker(
                [43.72589970000001,-79.340923],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_6fcfd7ee069e445dbf907b6830ce0908 = L.popup({maxWidth: '300'});

            
                var html_666dd972a1cd487caa9d2ccc446175f5 = $('<div id="html_666dd972a1cd487caa9d2ccc446175f5" style="width: 100.0%; height: 100.0%;">North York (M3C): Flemingdon Park,Don Mills South</div>')[0];
                popup_6fcfd7ee069e445dbf907b6830ce0908.setContent(html_666dd972a1cd487caa9d2ccc446175f5);
            

            circle_marker_2604cbde2697433397f2441261ad8b1c.bindPopup(popup_6fcfd7ee069e445dbf907b6830ce0908);

            
        
    
            var circle_marker_859a6eb4cc104aa09cd497c1aeaeb47c = L.circleMarker(
                [43.7543283,-79.4422593],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_9ad5e8ec313e4bd0a6454474001fdb12 = L.popup({maxWidth: '300'});

            
                var html_b6601a88ffbc4ec7b2396bf79a15d6ee = $('<div id="html_b6601a88ffbc4ec7b2396bf79a15d6ee" style="width: 100.0%; height: 100.0%;">North York (M3H): Bathurst Manor,Downsview North,Wilson Heights</div>')[0];
                popup_9ad5e8ec313e4bd0a6454474001fdb12.setContent(html_b6601a88ffbc4ec7b2396bf79a15d6ee);
            

            circle_marker_859a6eb4cc104aa09cd497c1aeaeb47c.bindPopup(popup_9ad5e8ec313e4bd0a6454474001fdb12);

            
        
    
            var circle_marker_0ff0553fb3e44275887ebde7d3b96bc1 = L.circleMarker(
                [43.7679803,-79.48726190000001],
                {
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  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_85592b8ca9d6425b803caaf9a117f046 = L.popup({maxWidth: '300'});

            
                var html_ceef8c6226c34a72856eaf06b70ef293 = $('<div id="html_ceef8c6226c34a72856eaf06b70ef293" style="width: 100.0%; height: 100.0%;">North York (M3J): Northwood Park,York University</div>')[0];
                popup_85592b8ca9d6425b803caaf9a117f046.setContent(html_ceef8c6226c34a72856eaf06b70ef293);
            

            circle_marker_0ff0553fb3e44275887ebde7d3b96bc1.bindPopup(popup_85592b8ca9d6425b803caaf9a117f046);

            
        
    
            var circle_marker_c9d271c256924d8a8ba6dbfed062905a = L.circleMarker(
                [43.737473200000004,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_bc8eaf46854245c490800267908ff4bc = L.popup({maxWidth: '300'});

            
                var html_757119cf23a54360bed512dab284a6f2 = $('<div id="html_757119cf23a54360bed512dab284a6f2" style="width: 100.0%; height: 100.0%;">North York (M3K): CFB Toronto,Downsview East</div>')[0];
                popup_bc8eaf46854245c490800267908ff4bc.setContent(html_757119cf23a54360bed512dab284a6f2);
            

            circle_marker_c9d271c256924d8a8ba6dbfed062905a.bindPopup(popup_bc8eaf46854245c490800267908ff4bc);

            
        
    
            var circle_marker_193495b9bb16400f939ee132f7a065dd = L.circleMarker(
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                {
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  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_6dd01e7856a9459d823a8757df5e63f2 = L.popup({maxWidth: '300'});

            
                var html_ee3c4cd00b9b429eb2d9cf40138cf131 = $('<div id="html_ee3c4cd00b9b429eb2d9cf40138cf131" style="width: 100.0%; height: 100.0%;">North York (M3L): Downsview West</div>')[0];
                popup_6dd01e7856a9459d823a8757df5e63f2.setContent(html_ee3c4cd00b9b429eb2d9cf40138cf131);
            

            circle_marker_193495b9bb16400f939ee132f7a065dd.bindPopup(popup_6dd01e7856a9459d823a8757df5e63f2);

            
        
    
            var circle_marker_376caee93ba24de2852f5820e052c20a = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
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  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_fd3a7ae861a54e8b9520f8a760223c37 = L.popup({maxWidth: '300'});

            
                var html_4595c2eb8cc746e48b30ccc091ddb86a = $('<div id="html_4595c2eb8cc746e48b30ccc091ddb86a" style="width: 100.0%; height: 100.0%;">North York (M3M): Downsview Central</div>')[0];
                popup_fd3a7ae861a54e8b9520f8a760223c37.setContent(html_4595c2eb8cc746e48b30ccc091ddb86a);
            

            circle_marker_376caee93ba24de2852f5820e052c20a.bindPopup(popup_fd3a7ae861a54e8b9520f8a760223c37);

            
        
    
            var circle_marker_cf09cd2e2f924018949f24fe4bbcb36e = L.circleMarker(
                [43.7616313,-79.52099940000001],
                {
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  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_2942763f02f74f66881bd96e3b6b379d = L.popup({maxWidth: '300'});

            
                var html_5c6778af3b504899afbddba994137793 = $('<div id="html_5c6778af3b504899afbddba994137793" style="width: 100.0%; height: 100.0%;">North York (M3N): Downsview Northwest</div>')[0];
                popup_2942763f02f74f66881bd96e3b6b379d.setContent(html_5c6778af3b504899afbddba994137793);
            

            circle_marker_cf09cd2e2f924018949f24fe4bbcb36e.bindPopup(popup_2942763f02f74f66881bd96e3b6b379d);

            
        
    
            var circle_marker_78eee31c54534bbb90665d07d66b2945 = L.circleMarker(
                [43.725882299999995,-79.31557159999998],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
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  "opacity": 1.0,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_6ea682442d6742f4bcca4f35589ebdca = L.popup({maxWidth: '300'});

            
                var html_7658533277f74bb4a5dcdf0ba6217f73 = $('<div id="html_7658533277f74bb4a5dcdf0ba6217f73" style="width: 100.0%; height: 100.0%;">North York (M4A): Victoria Village</div>')[0];
                popup_6ea682442d6742f4bcca4f35589ebdca.setContent(html_7658533277f74bb4a5dcdf0ba6217f73);
            

            circle_marker_78eee31c54534bbb90665d07d66b2945.bindPopup(popup_6ea682442d6742f4bcca4f35589ebdca);

            
        
    
            var circle_marker_74a0cca123154e46a4d6ef104de00bdb = L.circleMarker(
                [43.7063972,-79.309937],
                {
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  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "opacity": 1.0,
  "radius": 5,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_137c0f4b5ee04cde8000d8f578ff3000 = L.popup({maxWidth: '300'});

            
                var html_fd1ae93862844063badc0be7ded26266 = $('<div id="html_fd1ae93862844063badc0be7ded26266" style="width: 100.0%; height: 100.0%;">East York (M4B): Woodbine Gardens,Parkview Hill</div>')[0];
                popup_137c0f4b5ee04cde8000d8f578ff3000.setContent(html_fd1ae93862844063badc0be7ded26266);
            

            circle_marker_74a0cca123154e46a4d6ef104de00bdb.bindPopup(popup_137c0f4b5ee04cde8000d8f578ff3000);

            
        
    
            var circle_marker_2a0a5f9a1a164e7f90060eed969fd3c5 = L.circleMarker(
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                {
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  "dashArray": null,
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  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_b162ca102efd4c34b70b3e7e20cc23c3 = L.popup({maxWidth: '300'});

            
                var html_d9179e7d974946cd85006160e4927071 = $('<div id="html_d9179e7d974946cd85006160e4927071" style="width: 100.0%; height: 100.0%;">East York (M4C): Woodbine Heights</div>')[0];
                popup_b162ca102efd4c34b70b3e7e20cc23c3.setContent(html_d9179e7d974946cd85006160e4927071);
            

            circle_marker_2a0a5f9a1a164e7f90060eed969fd3c5.bindPopup(popup_b162ca102efd4c34b70b3e7e20cc23c3);

            
        
    
            var circle_marker_c4e5a639868f4ba08d7214ff0aea79ec = L.circleMarker(
                [43.67635739999999,-79.2930312],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_9c878c138186498e8257ae3b28dc16d3 = L.popup({maxWidth: '300'});

            
                var html_5def6d0bb107483a95d2eac77a586f9c = $('<div id="html_5def6d0bb107483a95d2eac77a586f9c" style="width: 100.0%; height: 100.0%;">East Toronto (M4E): The Beaches</div>')[0];
                popup_9c878c138186498e8257ae3b28dc16d3.setContent(html_5def6d0bb107483a95d2eac77a586f9c);
            

            circle_marker_c4e5a639868f4ba08d7214ff0aea79ec.bindPopup(popup_9c878c138186498e8257ae3b28dc16d3);

            
        
    
            var circle_marker_2319bee49ff84a29847ff7cebcc0d38b = L.circleMarker(
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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",
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  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_702a04cc897346d2b05b1e0b31c8e802 = L.popup({maxWidth: '300'});

            
                var html_1e1d15bab250498bbaf6b480552b2d8b = $('<div id="html_1e1d15bab250498bbaf6b480552b2d8b" style="width: 100.0%; height: 100.0%;">East York (M4G): Leaside</div>')[0];
                popup_702a04cc897346d2b05b1e0b31c8e802.setContent(html_1e1d15bab250498bbaf6b480552b2d8b);
            

            circle_marker_2319bee49ff84a29847ff7cebcc0d38b.bindPopup(popup_702a04cc897346d2b05b1e0b31c8e802);

            
        
    
            var circle_marker_3bb044731d044ead81a426f35a634e1c = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_01515f3021c944e1b324ab913ad418a1 = L.popup({maxWidth: '300'});

            
                var html_b487ba1408ee42b5beb0f1fa123ad829 = $('<div id="html_b487ba1408ee42b5beb0f1fa123ad829" style="width: 100.0%; height: 100.0%;">East York (M4H): Thorncliffe Park</div>')[0];
                popup_01515f3021c944e1b324ab913ad418a1.setContent(html_b487ba1408ee42b5beb0f1fa123ad829);
            

            circle_marker_3bb044731d044ead81a426f35a634e1c.bindPopup(popup_01515f3021c944e1b324ab913ad418a1);

            
        
    
            var circle_marker_ae621d0fda0c4d53b27e7662485a1e24 = L.circleMarker(
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                {
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  "color": "blue",
  "dashArray": null,
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  "fill": true,
  "fillColor": "#3186cc",
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  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_13d6b977054d434980afb571c791a99e = L.popup({maxWidth: '300'});

            
                var html_9f4e2381e39f40fc89729cd78ac12581 = $('<div id="html_9f4e2381e39f40fc89729cd78ac12581" style="width: 100.0%; height: 100.0%;">East York (M4J): East Toronto</div>')[0];
                popup_13d6b977054d434980afb571c791a99e.setContent(html_9f4e2381e39f40fc89729cd78ac12581);
            

            circle_marker_ae621d0fda0c4d53b27e7662485a1e24.bindPopup(popup_13d6b977054d434980afb571c791a99e);

            
        
    
            var circle_marker_0b9bb87b9f934ceebc080eacf03b6aa8 = L.circleMarker(
                [43.6795571,-79.352188],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_c2178ad7f0d8404f9069363406ffc2a7 = L.popup({maxWidth: '300'});

            
                var html_5299eb9dfce5431285c1ab90cdd54cab = $('<div id="html_5299eb9dfce5431285c1ab90cdd54cab" style="width: 100.0%; height: 100.0%;">East Toronto (M4K): The Danforth West,Riverdale</div>')[0];
                popup_c2178ad7f0d8404f9069363406ffc2a7.setContent(html_5299eb9dfce5431285c1ab90cdd54cab);
            

            circle_marker_0b9bb87b9f934ceebc080eacf03b6aa8.bindPopup(popup_c2178ad7f0d8404f9069363406ffc2a7);

            
        
    
            var circle_marker_a4114de06a72481e8f8d1f6aa2bef7b9 = L.circleMarker(
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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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_f7ba6dedeaa04f0a99dc54a40a14247a = L.popup({maxWidth: '300'});

            
                var html_4b224a91cf024777b5230c06f9897ab7 = $('<div id="html_4b224a91cf024777b5230c06f9897ab7" style="width: 100.0%; height: 100.0%;">East Toronto (M4L): The Beaches West,India Bazaar</div>')[0];
                popup_f7ba6dedeaa04f0a99dc54a40a14247a.setContent(html_4b224a91cf024777b5230c06f9897ab7);
            

            circle_marker_a4114de06a72481e8f8d1f6aa2bef7b9.bindPopup(popup_f7ba6dedeaa04f0a99dc54a40a14247a);

            
        
    
            var circle_marker_617c0a01d3d0481f864aaa783ae4ffc4 = L.circleMarker(
                [43.6595255,-79.340923],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_00ac65ef369a49909968decbecdbc36b = L.popup({maxWidth: '300'});

            
                var html_f6684c07fda74c9d868ca2a66ec6abd5 = $('<div id="html_f6684c07fda74c9d868ca2a66ec6abd5" style="width: 100.0%; height: 100.0%;">East Toronto (M4M): Studio District</div>')[0];
                popup_00ac65ef369a49909968decbecdbc36b.setContent(html_f6684c07fda74c9d868ca2a66ec6abd5);
            

            circle_marker_617c0a01d3d0481f864aaa783ae4ffc4.bindPopup(popup_00ac65ef369a49909968decbecdbc36b);

            
        
    
            var circle_marker_8f9fed533a404d6c8afe3105e0f66dde = L.circleMarker(
                [43.7280205,-79.3887901],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_a73cadea76a740dabe8fdef93f8fb12d = L.popup({maxWidth: '300'});

            
                var html_34c72f7279a74516aabce03cc88dfe4d = $('<div id="html_34c72f7279a74516aabce03cc88dfe4d" style="width: 100.0%; height: 100.0%;">Central Toronto (M4N): Lawrence Park</div>')[0];
                popup_a73cadea76a740dabe8fdef93f8fb12d.setContent(html_34c72f7279a74516aabce03cc88dfe4d);
            

            circle_marker_8f9fed533a404d6c8afe3105e0f66dde.bindPopup(popup_a73cadea76a740dabe8fdef93f8fb12d);

            
        
    
            var circle_marker_5021f1dd66f9407dbc7f37ab649f49f6 = L.circleMarker(
                [43.7127511,-79.3901975],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_022359de16c44dda8d67280b367ba726 = L.popup({maxWidth: '300'});

            
                var html_3997989ac9774465a635bf118032f01c = $('<div id="html_3997989ac9774465a635bf118032f01c" style="width: 100.0%; height: 100.0%;">Central Toronto (M4P): Davisville North</div>')[0];
                popup_022359de16c44dda8d67280b367ba726.setContent(html_3997989ac9774465a635bf118032f01c);
            

            circle_marker_5021f1dd66f9407dbc7f37ab649f49f6.bindPopup(popup_022359de16c44dda8d67280b367ba726);

            
        
    
            var circle_marker_c97e0657c3b74bd98785c147a1f11cd2 = L.circleMarker(
                [43.7153834,-79.40567840000001],
                {
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  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_a24e914e750b4321b122fb62b68b8c11 = L.popup({maxWidth: '300'});

            
                var html_0ad41fef2d4f438c9f3275096a0d8004 = $('<div id="html_0ad41fef2d4f438c9f3275096a0d8004" style="width: 100.0%; height: 100.0%;">Central Toronto (M4R): North Toronto West</div>')[0];
                popup_a24e914e750b4321b122fb62b68b8c11.setContent(html_0ad41fef2d4f438c9f3275096a0d8004);
            

            circle_marker_c97e0657c3b74bd98785c147a1f11cd2.bindPopup(popup_a24e914e750b4321b122fb62b68b8c11);

            
        
    
            var circle_marker_b074c38d456144d5880891fedcc212b2 = L.circleMarker(
                [43.7043244,-79.3887901],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_87f9a3c10c78454dad128dda544be0da = L.popup({maxWidth: '300'});

            
                var html_d9e4a344b8b744949ca26a9009e394ed = $('<div id="html_d9e4a344b8b744949ca26a9009e394ed" style="width: 100.0%; height: 100.0%;">Central Toronto (M4S): Davisville</div>')[0];
                popup_87f9a3c10c78454dad128dda544be0da.setContent(html_d9e4a344b8b744949ca26a9009e394ed);
            

            circle_marker_b074c38d456144d5880891fedcc212b2.bindPopup(popup_87f9a3c10c78454dad128dda544be0da);

            
        
    
            var circle_marker_cec5f2f8f73646edade5fe8649ae8ecc = L.circleMarker(
                [43.6895743,-79.38315990000001],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_59dc9d0556304f74a15b3cdad5bcdda1 = L.popup({maxWidth: '300'});

            
                var html_df7f74180ab949ffb2029bbfa71e6e7a = $('<div id="html_df7f74180ab949ffb2029bbfa71e6e7a" style="width: 100.0%; height: 100.0%;">Central Toronto (M4T): Moore Park,Summerhill East</div>')[0];
                popup_59dc9d0556304f74a15b3cdad5bcdda1.setContent(html_df7f74180ab949ffb2029bbfa71e6e7a);
            

            circle_marker_cec5f2f8f73646edade5fe8649ae8ecc.bindPopup(popup_59dc9d0556304f74a15b3cdad5bcdda1);

            
        
    
            var circle_marker_755c464f0d764bf385004c957a7c7ebb = L.circleMarker(
                [43.68641229999999,-79.4000493],
                {
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  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_863c284047a54b6db2e24af8621bb562 = L.popup({maxWidth: '300'});

            
                var html_410809fdb4e945a2b179a5dd1036732c = $('<div id="html_410809fdb4e945a2b179a5dd1036732c" style="width: 100.0%; height: 100.0%;">Central Toronto (M4V): Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West</div>')[0];
                popup_863c284047a54b6db2e24af8621bb562.setContent(html_410809fdb4e945a2b179a5dd1036732c);
            

            circle_marker_755c464f0d764bf385004c957a7c7ebb.bindPopup(popup_863c284047a54b6db2e24af8621bb562);

            
        
    
            var circle_marker_772b724d50764258bd2bd1e0466ec5ae = L.circleMarker(
                [43.6795626,-79.37752940000001],
                {
  "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,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_e1af939ca2cb4b0e8fde5dd9fa28c9f3 = L.popup({maxWidth: '300'});

            
                var html_338a7dc7a97b4e98b0166007b4e34e03 = $('<div id="html_338a7dc7a97b4e98b0166007b4e34e03" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M4W): Rosedale</div>')[0];
                popup_e1af939ca2cb4b0e8fde5dd9fa28c9f3.setContent(html_338a7dc7a97b4e98b0166007b4e34e03);
            

            circle_marker_772b724d50764258bd2bd1e0466ec5ae.bindPopup(popup_e1af939ca2cb4b0e8fde5dd9fa28c9f3);

            
        
    
            var circle_marker_d64719ae5780411390fa211cf07e484f = L.circleMarker(
                [43.667967,-79.3676753],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_85d0e8bae4b044b19546d2e1c3425d38 = L.popup({maxWidth: '300'});

            
                var html_8d435d14c1e842c1b54eaeb482382c55 = $('<div id="html_8d435d14c1e842c1b54eaeb482382c55" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M4X): Cabbagetown,St. James Town</div>')[0];
                popup_85d0e8bae4b044b19546d2e1c3425d38.setContent(html_8d435d14c1e842c1b54eaeb482382c55);
            

            circle_marker_d64719ae5780411390fa211cf07e484f.bindPopup(popup_85d0e8bae4b044b19546d2e1c3425d38);

            
        
    
            var circle_marker_7890c821b5ae4a65b27f1f26dee3d7f6 = L.circleMarker(
                [43.6658599,-79.38315990000001],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_8d4955b330be4f51a0aa8da7f552db18 = L.popup({maxWidth: '300'});

            
                var html_612dfec23a984f259e4ce2149e9f2f8b = $('<div id="html_612dfec23a984f259e4ce2149e9f2f8b" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M4Y): Church and Wellesley</div>')[0];
                popup_8d4955b330be4f51a0aa8da7f552db18.setContent(html_612dfec23a984f259e4ce2149e9f2f8b);
            

            circle_marker_7890c821b5ae4a65b27f1f26dee3d7f6.bindPopup(popup_8d4955b330be4f51a0aa8da7f552db18);

            
        
    
            var circle_marker_dc52962d992144cc9c31f5f462a75c18 = L.circleMarker(
                [43.6542599,-79.3606359],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_fcf94598cc7a46058be931d39eacf052 = L.popup({maxWidth: '300'});

            
                var html_4d4e0c2f981944ffb0d522d9ce07392e = $('<div id="html_4d4e0c2f981944ffb0d522d9ce07392e" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5A): Harbourfront,Regent Park</div>')[0];
                popup_fcf94598cc7a46058be931d39eacf052.setContent(html_4d4e0c2f981944ffb0d522d9ce07392e);
            

            circle_marker_dc52962d992144cc9c31f5f462a75c18.bindPopup(popup_fcf94598cc7a46058be931d39eacf052);

            
        
    
            var circle_marker_2a2f044dee05454d968768e13141e6a0 = L.circleMarker(
                [43.6571618,-79.37893709999999],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_6f64a120196b45f5914fd2a6509964ed = L.popup({maxWidth: '300'});

            
                var html_b35f4dfcb91748a2afbb88f6af863c39 = $('<div id="html_b35f4dfcb91748a2afbb88f6af863c39" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5B): Ryerson,Garden District</div>')[0];
                popup_6f64a120196b45f5914fd2a6509964ed.setContent(html_b35f4dfcb91748a2afbb88f6af863c39);
            

            circle_marker_2a2f044dee05454d968768e13141e6a0.bindPopup(popup_6f64a120196b45f5914fd2a6509964ed);

            
        
    
            var circle_marker_e1a60a3e799c4f54a2534ea09c66cc6c = L.circleMarker(
                [43.6514939,-79.3754179],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_d96842262b99466092035e90447847bc = L.popup({maxWidth: '300'});

            
                var html_a13aaa8dfff447979dd62a984c31e060 = $('<div id="html_a13aaa8dfff447979dd62a984c31e060" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5C): St. James Town</div>')[0];
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            circle_marker_e1a60a3e799c4f54a2534ea09c66cc6c.bindPopup(popup_d96842262b99466092035e90447847bc);

            
        
    
            var circle_marker_db840b411dd24353ba2e5d1e547eec49 = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_4f102c4406e1419ebceeea184c788bb7 = L.popup({maxWidth: '300'});

            
                var html_c16d5320a1fe4e8ba41beb5652a08f95 = $('<div id="html_c16d5320a1fe4e8ba41beb5652a08f95" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5E): Berczy Park</div>')[0];
                popup_4f102c4406e1419ebceeea184c788bb7.setContent(html_c16d5320a1fe4e8ba41beb5652a08f95);
            

            circle_marker_db840b411dd24353ba2e5d1e547eec49.bindPopup(popup_4f102c4406e1419ebceeea184c788bb7);

            
        
    
            var circle_marker_63a45656ea08466ba447d6ee61648f69 = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_242773eb6e14417fa59b0367b5361e8f = L.popup({maxWidth: '300'});

            
                var html_0126546bacd3458f93509acb3b8afc79 = $('<div id="html_0126546bacd3458f93509acb3b8afc79" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5G): Central Bay Street</div>')[0];
                popup_242773eb6e14417fa59b0367b5361e8f.setContent(html_0126546bacd3458f93509acb3b8afc79);
            

            circle_marker_63a45656ea08466ba447d6ee61648f69.bindPopup(popup_242773eb6e14417fa59b0367b5361e8f);

            
        
    
            var circle_marker_97a6348ce07548f98e4cbd4e8fc86f10 = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_706a0869b1104f88ad73258fc3a6ced4 = L.popup({maxWidth: '300'});

            
                var html_e433b869431f45b1948bc7c7dd026e2b = $('<div id="html_e433b869431f45b1948bc7c7dd026e2b" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5H): Adelaide,King,Richmond</div>')[0];
                popup_706a0869b1104f88ad73258fc3a6ced4.setContent(html_e433b869431f45b1948bc7c7dd026e2b);
            

            circle_marker_97a6348ce07548f98e4cbd4e8fc86f10.bindPopup(popup_706a0869b1104f88ad73258fc3a6ced4);

            
        
    
            var circle_marker_748ac53718c44aa3a741343c3b178dea = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_a93921bd339345df9d2cc7329cacd7fb = L.popup({maxWidth: '300'});

            
                var html_d26aca241841453084ecd91b00b6f532 = $('<div id="html_d26aca241841453084ecd91b00b6f532" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5J): Harbourfront East,Toronto Islands,Union Station</div>')[0];
                popup_a93921bd339345df9d2cc7329cacd7fb.setContent(html_d26aca241841453084ecd91b00b6f532);
            

            circle_marker_748ac53718c44aa3a741343c3b178dea.bindPopup(popup_a93921bd339345df9d2cc7329cacd7fb);

            
        
    
            var circle_marker_8fbb350b299346fdb3cf858bbf49ac67 = L.circleMarker(
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  "fillColor": "#3186cc",
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  "fillRule": "evenodd",
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_9d83427193e94ac4b5aee80a36b0fd6c = L.popup({maxWidth: '300'});

            
                var html_4643bc50362943ae8c2e7575ba18dfe3 = $('<div id="html_4643bc50362943ae8c2e7575ba18dfe3" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5K): Design Exchange,Toronto Dominion Centre</div>')[0];
                popup_9d83427193e94ac4b5aee80a36b0fd6c.setContent(html_4643bc50362943ae8c2e7575ba18dfe3);
            

            circle_marker_8fbb350b299346fdb3cf858bbf49ac67.bindPopup(popup_9d83427193e94ac4b5aee80a36b0fd6c);

            
        
    
            var circle_marker_0750a0d985c64d168419ca1e61788429 = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_edb6106121bd40ac91c35dfd98494545 = L.popup({maxWidth: '300'});

            
                var html_32475780ebb54cf7895c0eb872a0359e = $('<div id="html_32475780ebb54cf7895c0eb872a0359e" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5L): Commerce Court,Victoria Hotel</div>')[0];
                popup_edb6106121bd40ac91c35dfd98494545.setContent(html_32475780ebb54cf7895c0eb872a0359e);
            

            circle_marker_0750a0d985c64d168419ca1e61788429.bindPopup(popup_edb6106121bd40ac91c35dfd98494545);

            
        
    
            var circle_marker_ef1d078a1b264c94a35a212e32a83159 = L.circleMarker(
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_f05b47aaaa614d17afa158291491cc62 = L.popup({maxWidth: '300'});

            
                var html_6ed0500390f7476f95b7566bee7b9495 = $('<div id="html_6ed0500390f7476f95b7566bee7b9495" style="width: 100.0%; height: 100.0%;">North York (M5M): Bedford Park,Lawrence Manor East</div>')[0];
                popup_f05b47aaaa614d17afa158291491cc62.setContent(html_6ed0500390f7476f95b7566bee7b9495);
            

            circle_marker_ef1d078a1b264c94a35a212e32a83159.bindPopup(popup_f05b47aaaa614d17afa158291491cc62);

            
        
    
            var circle_marker_f4c17c03f8274b219360b92f3f96ff20 = L.circleMarker(
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                {
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  "color": "blue",
  "dashArray": null,
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  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_2f70c0dcba0844469d7a0952178cefde = L.popup({maxWidth: '300'});

            
                var html_da80b7bffc5044629812b47409ff0ac9 = $('<div id="html_da80b7bffc5044629812b47409ff0ac9" style="width: 100.0%; height: 100.0%;">Central Toronto (M5N): Roselawn</div>')[0];
                popup_2f70c0dcba0844469d7a0952178cefde.setContent(html_da80b7bffc5044629812b47409ff0ac9);
            

            circle_marker_f4c17c03f8274b219360b92f3f96ff20.bindPopup(popup_2f70c0dcba0844469d7a0952178cefde);

            
        
    
            var circle_marker_9b657087fd884b3abb8d81b10218803d = L.circleMarker(
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  "fillColor": "#3186cc",
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  "fillRule": "evenodd",
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_22e0e8bd50c5486791ef629289f4b059 = L.popup({maxWidth: '300'});

            
                var html_f12ab1ece6db433c9b6a62e219985bec = $('<div id="html_f12ab1ece6db433c9b6a62e219985bec" style="width: 100.0%; height: 100.0%;">Central Toronto (M5P): Forest Hill North,Forest Hill West</div>')[0];
                popup_22e0e8bd50c5486791ef629289f4b059.setContent(html_f12ab1ece6db433c9b6a62e219985bec);
            

            circle_marker_9b657087fd884b3abb8d81b10218803d.bindPopup(popup_22e0e8bd50c5486791ef629289f4b059);

            
        
    
            var circle_marker_eb4221bef3c243a1942774af1cc23d28 = L.circleMarker(
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  "fillColor": "#3186cc",
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  "fillRule": "evenodd",
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  "opacity": 1.0,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_85f901c121fa4811b6c814a7a3b9f10a = L.popup({maxWidth: '300'});

            
                var html_b6f5d573ec0c40e0a0d8e1c44f85620f = $('<div id="html_b6f5d573ec0c40e0a0d8e1c44f85620f" style="width: 100.0%; height: 100.0%;">Central Toronto (M5R): The Annex,North Midtown,Yorkville</div>')[0];
                popup_85f901c121fa4811b6c814a7a3b9f10a.setContent(html_b6f5d573ec0c40e0a0d8e1c44f85620f);
            

            circle_marker_eb4221bef3c243a1942774af1cc23d28.bindPopup(popup_85f901c121fa4811b6c814a7a3b9f10a);

            
        
    
            var circle_marker_50fc43755a4148a9bc6948527ad36f66 = L.circleMarker(
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  "fillRule": "evenodd",
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_4d7b4c2f2dc345059f6d4ed28738aeb4 = L.popup({maxWidth: '300'});

            
                var html_df6ecc4fdce34beaa9305eaa065fca9a = $('<div id="html_df6ecc4fdce34beaa9305eaa065fca9a" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5S): Harbord,University of Toronto</div>')[0];
                popup_4d7b4c2f2dc345059f6d4ed28738aeb4.setContent(html_df6ecc4fdce34beaa9305eaa065fca9a);
            

            circle_marker_50fc43755a4148a9bc6948527ad36f66.bindPopup(popup_4d7b4c2f2dc345059f6d4ed28738aeb4);

            
        
    
            var circle_marker_3fae0e3a07f140daaea8081d8785e742 = L.circleMarker(
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  "fill": true,
  "fillColor": "#3186cc",
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  "fillRule": "evenodd",
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_7b3f99d4fa354ea99a85b6932552ec47 = L.popup({maxWidth: '300'});

            
                var html_f9377b09f9b94dfbb3fe0e0e48ba8cc6 = $('<div id="html_f9377b09f9b94dfbb3fe0e0e48ba8cc6" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5T): Chinatown,Grange Park,Kensington Market</div>')[0];
                popup_7b3f99d4fa354ea99a85b6932552ec47.setContent(html_f9377b09f9b94dfbb3fe0e0e48ba8cc6);
            

            circle_marker_3fae0e3a07f140daaea8081d8785e742.bindPopup(popup_7b3f99d4fa354ea99a85b6932552ec47);

            
        
    
            var circle_marker_95ba8bb5382b44aea7a7912093811d63 = L.circleMarker(
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  "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,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_69ad45a891704148a1b2cfd505f7b2ba = L.popup({maxWidth: '300'});

            
                var html_8fa5b30ba72849159897c89d9ac83e2a = $('<div id="html_8fa5b30ba72849159897c89d9ac83e2a" 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</div>')[0];
                popup_69ad45a891704148a1b2cfd505f7b2ba.setContent(html_8fa5b30ba72849159897c89d9ac83e2a);
            

            circle_marker_95ba8bb5382b44aea7a7912093811d63.bindPopup(popup_69ad45a891704148a1b2cfd505f7b2ba);

            
        
    
            var circle_marker_61f6db0a5ff74acb8fefbbdabf825c7f = L.circleMarker(
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                {
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  "color": "blue",
  "dashArray": null,
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  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_ba7d1dee8782445a925df60936e2ce16 = L.popup({maxWidth: '300'});

            
                var html_4b23606f9b604762997ce55a1cbfedad = $('<div id="html_4b23606f9b604762997ce55a1cbfedad" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5W): Stn A PO Boxes 25 The Esplanade</div>')[0];
                popup_ba7d1dee8782445a925df60936e2ce16.setContent(html_4b23606f9b604762997ce55a1cbfedad);
            

            circle_marker_61f6db0a5ff74acb8fefbbdabf825c7f.bindPopup(popup_ba7d1dee8782445a925df60936e2ce16);

            
        
    
            var circle_marker_f6849a91450a4675815e218bb652890e = L.circleMarker(
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                {
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  "color": "blue",
  "dashArray": null,
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  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_82a58dc5e09b42d58c8b3c90b74ee0ee = L.popup({maxWidth: '300'});

            
                var html_22fed722a2f84c8ab49144f6f298944a = $('<div id="html_22fed722a2f84c8ab49144f6f298944a" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M5X): First Canadian Place,Underground city</div>')[0];
                popup_82a58dc5e09b42d58c8b3c90b74ee0ee.setContent(html_22fed722a2f84c8ab49144f6f298944a);
            

            circle_marker_f6849a91450a4675815e218bb652890e.bindPopup(popup_82a58dc5e09b42d58c8b3c90b74ee0ee);

            
        
    
            var circle_marker_877c9391269b4f0a814f1126094082e0 = L.circleMarker(
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                {
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  "fill": true,
  "fillColor": "#3186cc",
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  "fillRule": "evenodd",
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  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_57dd9d65e64947188ce2f3bf93ab5a4f = L.popup({maxWidth: '300'});

            
                var html_0a09eaca40664250af6db4bbe8e0fc85 = $('<div id="html_0a09eaca40664250af6db4bbe8e0fc85" style="width: 100.0%; height: 100.0%;">North York (M6A): Lawrence Heights,Lawrence Manor</div>')[0];
                popup_57dd9d65e64947188ce2f3bf93ab5a4f.setContent(html_0a09eaca40664250af6db4bbe8e0fc85);
            

            circle_marker_877c9391269b4f0a814f1126094082e0.bindPopup(popup_57dd9d65e64947188ce2f3bf93ab5a4f);

            
        
    
            var circle_marker_ba3ea2ffe5e64698a4b2bd5e51d874ee = L.circleMarker(
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  "fillRule": "evenodd",
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  "opacity": 1.0,
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  "stroke": true,
  "weight": 3
}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_60e324b3ee37456fa4a774c10692f47b = L.popup({maxWidth: '300'});

            
                var html_6ae3c71890244325b194f45885fa8132 = $('<div id="html_6ae3c71890244325b194f45885fa8132" style="width: 100.0%; height: 100.0%;">North York (M6B): Glencairn</div>')[0];
                popup_60e324b3ee37456fa4a774c10692f47b.setContent(html_6ae3c71890244325b194f45885fa8132);
            

            circle_marker_ba3ea2ffe5e64698a4b2bd5e51d874ee.bindPopup(popup_60e324b3ee37456fa4a774c10692f47b);

            
        
    
            var circle_marker_46d8cc07e2a34c658c7a51ee648ea664 = L.circleMarker(
                [43.6937813,-79.42819140000002],
                {
  "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
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_e5e14aefb6f2490eaf5ca8eea8841e13 = L.popup({maxWidth: '300'});

            
                var html_c98f6584c047400bad0419ee7c583b39 = $('<div id="html_c98f6584c047400bad0419ee7c583b39" style="width: 100.0%; height: 100.0%;">York (M6C): Humewood-Cedarvale</div>')[0];
                popup_e5e14aefb6f2490eaf5ca8eea8841e13.setContent(html_c98f6584c047400bad0419ee7c583b39);
            

            circle_marker_46d8cc07e2a34c658c7a51ee648ea664.bindPopup(popup_e5e14aefb6f2490eaf5ca8eea8841e13);

            
        
    
            var circle_marker_26e13b17d046452ca1b373f16865e77c = L.circleMarker(
                [43.6890256,-79.453512],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_3ee6d62cb58e46ae902740b26a87ec60 = L.popup({maxWidth: '300'});

            
                var html_f61e1c843cd74da5a1ff94bc8074c1de = $('<div id="html_f61e1c843cd74da5a1ff94bc8074c1de" style="width: 100.0%; height: 100.0%;">York (M6E): Caledonia-Fairbanks</div>')[0];
                popup_3ee6d62cb58e46ae902740b26a87ec60.setContent(html_f61e1c843cd74da5a1ff94bc8074c1de);
            

            circle_marker_26e13b17d046452ca1b373f16865e77c.bindPopup(popup_3ee6d62cb58e46ae902740b26a87ec60);

            
        
    
            var circle_marker_8d3fdcf647fe4f568f8e333e5e2d480b = L.circleMarker(
                [43.669542,-79.4225637],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_337fe5dc4c38428d97dc1348e3ef37eb = L.popup({maxWidth: '300'});

            
                var html_0a5d7f6da31e4781a5ac960de48bd665 = $('<div id="html_0a5d7f6da31e4781a5ac960de48bd665" style="width: 100.0%; height: 100.0%;">Downtown Toronto (M6G): Christie</div>')[0];
                popup_337fe5dc4c38428d97dc1348e3ef37eb.setContent(html_0a5d7f6da31e4781a5ac960de48bd665);
            

            circle_marker_8d3fdcf647fe4f568f8e333e5e2d480b.bindPopup(popup_337fe5dc4c38428d97dc1348e3ef37eb);

            
        
    
            var circle_marker_f22db659a37949a6a2fd21199ba290b4 = L.circleMarker(
                [43.66900510000001,-79.4422593],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_5859e52b98334ca5a934ae99e5d8c441 = L.popup({maxWidth: '300'});

            
                var html_35e6ae62001f45ee851675efbed6f930 = $('<div id="html_35e6ae62001f45ee851675efbed6f930" style="width: 100.0%; height: 100.0%;">West Toronto (M6H): Dovercourt Village,Dufferin</div>')[0];
                popup_5859e52b98334ca5a934ae99e5d8c441.setContent(html_35e6ae62001f45ee851675efbed6f930);
            

            circle_marker_f22db659a37949a6a2fd21199ba290b4.bindPopup(popup_5859e52b98334ca5a934ae99e5d8c441);

            
        
    
            var circle_marker_c07411b0e4a04684a026388d81488843 = 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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_d51301a37424449599a7c8d133d3ec31 = L.popup({maxWidth: '300'});

            
                var html_5c07bcdb55de42fba756b29810a2cc3c = $('<div id="html_5c07bcdb55de42fba756b29810a2cc3c" style="width: 100.0%; height: 100.0%;">West Toronto (M6J): Little Portugal,Trinity</div>')[0];
                popup_d51301a37424449599a7c8d133d3ec31.setContent(html_5c07bcdb55de42fba756b29810a2cc3c);
            

            circle_marker_c07411b0e4a04684a026388d81488843.bindPopup(popup_d51301a37424449599a7c8d133d3ec31);

            
        
    
            var circle_marker_c1411fbf66604d3491646942338839c1 = L.circleMarker(
                [43.6368472,-79.42819140000002],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_167c304c38ad4b65852704c08659d2fb = L.popup({maxWidth: '300'});

            
                var html_1996f11068614f4dbb9865778f61c954 = $('<div id="html_1996f11068614f4dbb9865778f61c954" style="width: 100.0%; height: 100.0%;">West Toronto (M6K): Brockton,Exhibition Place,Parkdale Village</div>')[0];
                popup_167c304c38ad4b65852704c08659d2fb.setContent(html_1996f11068614f4dbb9865778f61c954);
            

            circle_marker_c1411fbf66604d3491646942338839c1.bindPopup(popup_167c304c38ad4b65852704c08659d2fb);

            
        
    
            var circle_marker_cde55fa9c4724766a430c6004b827525 = L.circleMarker(
                [43.713756200000006,-79.4900738],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_ef44b35f921f45b79d87f83e08d938ec = L.popup({maxWidth: '300'});

            
                var html_0cdb9e116b50468b804076c800925ad9 = $('<div id="html_0cdb9e116b50468b804076c800925ad9" style="width: 100.0%; height: 100.0%;">North York (M6L): Maple Leaf Park,North Park,Upwood Park</div>')[0];
                popup_ef44b35f921f45b79d87f83e08d938ec.setContent(html_0cdb9e116b50468b804076c800925ad9);
            

            circle_marker_cde55fa9c4724766a430c6004b827525.bindPopup(popup_ef44b35f921f45b79d87f83e08d938ec);

            
        
    
            var circle_marker_1670cf83344944c4a14d26e2ce00b2cd = L.circleMarker(
                [43.6911158,-79.47601329999999],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_628f3f3bf60140f184cda9fe0ca843cf = L.popup({maxWidth: '300'});

            
                var html_e0ac9712cb3f48fc83ae47a14c491307 = $('<div id="html_e0ac9712cb3f48fc83ae47a14c491307" style="width: 100.0%; height: 100.0%;">York (M6M): Del Ray,Keelesdale,Mount Dennis,Silverthorn</div>')[0];
                popup_628f3f3bf60140f184cda9fe0ca843cf.setContent(html_e0ac9712cb3f48fc83ae47a14c491307);
            

            circle_marker_1670cf83344944c4a14d26e2ce00b2cd.bindPopup(popup_628f3f3bf60140f184cda9fe0ca843cf);

            
        
    
            var circle_marker_fc83ed13c8a84ec0a771bb9c68794aa3 = L.circleMarker(
                [43.67318529999999,-79.48726190000001],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_9ac7d3eeb5ad4a2aa94fb29c3af82920 = L.popup({maxWidth: '300'});

            
                var html_0e788ad31cba46a3b44535385d4676dc = $('<div id="html_0e788ad31cba46a3b44535385d4676dc" style="width: 100.0%; height: 100.0%;">York (M6N): The Junction North,Runnymede</div>')[0];
                popup_9ac7d3eeb5ad4a2aa94fb29c3af82920.setContent(html_0e788ad31cba46a3b44535385d4676dc);
            

            circle_marker_fc83ed13c8a84ec0a771bb9c68794aa3.bindPopup(popup_9ac7d3eeb5ad4a2aa94fb29c3af82920);

            
        
    
            var circle_marker_a8381437ebcd40a196f1406b9ebe1c6b = L.circleMarker(
                [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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_f1b387e4d8d740cdb2907d67dcec7f09 = L.popup({maxWidth: '300'});

            
                var html_9fa1090d88954aefa29442b09d195eac = $('<div id="html_9fa1090d88954aefa29442b09d195eac" style="width: 100.0%; height: 100.0%;">West Toronto (M6P): High Park,The Junction South</div>')[0];
                popup_f1b387e4d8d740cdb2907d67dcec7f09.setContent(html_9fa1090d88954aefa29442b09d195eac);
            

            circle_marker_a8381437ebcd40a196f1406b9ebe1c6b.bindPopup(popup_f1b387e4d8d740cdb2907d67dcec7f09);

            
        
    
            var circle_marker_a398494804af4309bae61103f302480d = L.circleMarker(
                [43.6489597,-79.456325],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_61e422cc9b914cb38483b15ac17697fc = L.popup({maxWidth: '300'});

            
                var html_fd6e7d28ea6943128a30da33f1add628 = $('<div id="html_fd6e7d28ea6943128a30da33f1add628" style="width: 100.0%; height: 100.0%;">West Toronto (M6R): Parkdale,Roncesvalles</div>')[0];
                popup_61e422cc9b914cb38483b15ac17697fc.setContent(html_fd6e7d28ea6943128a30da33f1add628);
            

            circle_marker_a398494804af4309bae61103f302480d.bindPopup(popup_61e422cc9b914cb38483b15ac17697fc);

            
        
    
            var circle_marker_ab8502c398e34bfd8d1896e5eab78e11 = 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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_b64c08f3410d4cc5a68f810adc3116fd = L.popup({maxWidth: '300'});

            
                var html_5703d590a1dd4fdc9a40f3afb1604764 = $('<div id="html_5703d590a1dd4fdc9a40f3afb1604764" style="width: 100.0%; height: 100.0%;">West Toronto (M6S): Runnymede,Swansea</div>')[0];
                popup_b64c08f3410d4cc5a68f810adc3116fd.setContent(html_5703d590a1dd4fdc9a40f3afb1604764);
            

            circle_marker_ab8502c398e34bfd8d1896e5eab78e11.bindPopup(popup_b64c08f3410d4cc5a68f810adc3116fd);

            
        
    
            var circle_marker_e1c1a1f5516741b2b018ce0f8c030b03 = L.circleMarker(
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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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_2790e05881e04b839d2162d67de446ff = L.popup({maxWidth: '300'});

            
                var html_6c277953312943c3be759be42af25904 = $('<div id="html_6c277953312943c3be759be42af25904" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park (M7A): Queen&#39;s Park</div>')[0];
                popup_2790e05881e04b839d2162d67de446ff.setContent(html_6c277953312943c3be759be42af25904);
            

            circle_marker_e1c1a1f5516741b2b018ce0f8c030b03.bindPopup(popup_2790e05881e04b839d2162d67de446ff);

            
        
    
            var circle_marker_5734adb35cdb44f3b4df79ac10ab0a2e = L.circleMarker(
                [43.6369656,-79.61581899999999],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_6552e2f696544468b8fd4d739c02222b = L.popup({maxWidth: '300'});

            
                var html_8d1b836f17964ff095cdc38537f6bfed = $('<div id="html_8d1b836f17964ff095cdc38537f6bfed" style="width: 100.0%; height: 100.0%;">Mississauga (M7R): Canada Post Gateway Processing Centre</div>')[0];
                popup_6552e2f696544468b8fd4d739c02222b.setContent(html_8d1b836f17964ff095cdc38537f6bfed);
            

            circle_marker_5734adb35cdb44f3b4df79ac10ab0a2e.bindPopup(popup_6552e2f696544468b8fd4d739c02222b);

            
        
    
            var circle_marker_5021188c28534f398ca9b25e678b304d = 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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_3af2842752324acd9be4ca41e7fe6386 = L.popup({maxWidth: '300'});

            
                var html_00b4525fe6a44cf89cfd0d85a9c4238a = $('<div id="html_00b4525fe6a44cf89cfd0d85a9c4238a" style="width: 100.0%; height: 100.0%;">East Toronto (M7Y): Business Reply Mail Processing Centre 969 Eastern</div>')[0];
                popup_3af2842752324acd9be4ca41e7fe6386.setContent(html_00b4525fe6a44cf89cfd0d85a9c4238a);
            

            circle_marker_5021188c28534f398ca9b25e678b304d.bindPopup(popup_3af2842752324acd9be4ca41e7fe6386);

            
        
    
            var circle_marker_ca89f8f927ac4424a87b7c4a826dab8d = L.circleMarker(
                [43.6056466,-79.50132070000001],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_ff842362f85a4910ad2996fe74e15e94 = L.popup({maxWidth: '300'});

            
                var html_209b9a93846b4931bbf27388ac478435 = $('<div id="html_209b9a93846b4931bbf27388ac478435" style="width: 100.0%; height: 100.0%;">Etobicoke (M8V): Humber Bay Shores,Mimico South,New Toronto</div>')[0];
                popup_ff842362f85a4910ad2996fe74e15e94.setContent(html_209b9a93846b4931bbf27388ac478435);
            

            circle_marker_ca89f8f927ac4424a87b7c4a826dab8d.bindPopup(popup_ff842362f85a4910ad2996fe74e15e94);

            
        
    
            var circle_marker_ef27356b077846648e9a3a8fab2d782a = L.circleMarker(
                [43.60241370000001,-79.54348409999999],
                {
  "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_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_6e6f94d3442b410ea0126f2f80bf6f43 = L.popup({maxWidth: '300'});

            
                var html_0998af0b5f6e4641bbb1a623d4361fed = $('<div id="html_0998af0b5f6e4641bbb1a623d4361fed" style="width: 100.0%; height: 100.0%;">Etobicoke (M8W): Alderwood,Long Branch</div>')[0];
                popup_6e6f94d3442b410ea0126f2f80bf6f43.setContent(html_0998af0b5f6e4641bbb1a623d4361fed);
            

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                var html_dccee8a4efa14208bdc169821807eaed = $('<div id="html_dccee8a4efa14208bdc169821807eaed" style="width: 100.0%; height: 100.0%;">Etobicoke (M8Y): Humber Bay,King&#39;s Mill Park,Kingsway Park South East,Mimico NE,Old Mill South,The Queensway East,Royal York South East,Sunnylea</div>')[0];
                popup_c86c451407094c71be12e69dbec6cfcc.setContent(html_dccee8a4efa14208bdc169821807eaed);
            

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            var popup_542d39589a7e46f784d150c100ccf83e = L.popup({maxWidth: '300'});

            
                var html_fcf102d441e64e60a7bd3867e32079f4 = $('<div id="html_fcf102d441e64e60a7bd3867e32079f4" style="width: 100.0%; height: 100.0%;">Etobicoke (M8Z): Kingsway Park South West,Mimico NW,The Queensway West,Royal York South West,South of Bloor</div>')[0];
                popup_542d39589a7e46f784d150c100ccf83e.setContent(html_fcf102d441e64e60a7bd3867e32079f4);
            

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                var html_ab892f4eb3c74b9b9b8f41f724806136 = $('<div id="html_ab892f4eb3c74b9b9b8f41f724806136" style="width: 100.0%; height: 100.0%;">Etobicoke (M9A): Islington Avenue</div>')[0];
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                var html_cde03f9ccba9400ebf0ff222e0708c83 = $('<div id="html_cde03f9ccba9400ebf0ff222e0708c83" style="width: 100.0%; height: 100.0%;">Etobicoke (M9B): Cloverdale,Islington,Martin Grove,Princess Gardens,West Deane Park</div>')[0];
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            var popup_9478d5175a54441f97863b2b77483834 = L.popup({maxWidth: '300'});

            
                var html_3a0029b02f754a52b53cdefe30d9dca9 = $('<div id="html_3a0029b02f754a52b53cdefe30d9dca9" style="width: 100.0%; height: 100.0%;">North York (M9L): Humber Summit</div>')[0];
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            var popup_0339936486354b6996391b87b690794e = L.popup({maxWidth: '300'});

            
                var html_a030450ebbec460aa209cc0551f56472 = $('<div id="html_a030450ebbec460aa209cc0551f56472" style="width: 100.0%; height: 100.0%;">North York (M9M): Emery,Humberlea</div>')[0];
                popup_0339936486354b6996391b87b690794e.setContent(html_a030450ebbec460aa209cc0551f56472);
            

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            var circle_marker_f7adf8d5636c4541be9f1f432e46cdf4 = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_b1453a2794df4b1a8944d0fb4df2cac5 = L.popup({maxWidth: '300'});

            
                var html_76be64a5c6124f2ea807da2170b058d0 = $('<div id="html_76be64a5c6124f2ea807da2170b058d0" style="width: 100.0%; height: 100.0%;">York (M9N): Weston</div>')[0];
                popup_b1453a2794df4b1a8944d0fb4df2cac5.setContent(html_76be64a5c6124f2ea807da2170b058d0);
            

            circle_marker_f7adf8d5636c4541be9f1f432e46cdf4.bindPopup(popup_b1453a2794df4b1a8944d0fb4df2cac5);

            
        
    
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_c893f3c84f1d495fba084b9a3e7c2c6e = L.popup({maxWidth: '300'});

            
                var html_84254dc54eec4927957840c18ed751e8 = $('<div id="html_84254dc54eec4927957840c18ed751e8" style="width: 100.0%; height: 100.0%;">Etobicoke (M9P): Westmount</div>')[0];
                popup_c893f3c84f1d495fba084b9a3e7c2c6e.setContent(html_84254dc54eec4927957840c18ed751e8);
            

            circle_marker_b00c4122aa8541fdb7712a6b6d9610a6.bindPopup(popup_c893f3c84f1d495fba084b9a3e7c2c6e);

            
        
    
            var circle_marker_290a04599b794929875333b8fe2908f4 = L.circleMarker(
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_403bd8675cc54fedba216f40d4374f3e = L.popup({maxWidth: '300'});

            
                var html_c48ce7f8888e44fd9a0dc51bad65f50c = $('<div id="html_c48ce7f8888e44fd9a0dc51bad65f50c" style="width: 100.0%; height: 100.0%;">Etobicoke (M9R): Kingsview Village,Martin Grove Gardens,Richview Gardens,St. Phillips</div>')[0];
                popup_403bd8675cc54fedba216f40d4374f3e.setContent(html_c48ce7f8888e44fd9a0dc51bad65f50c);
            

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            var circle_marker_5a299963b0164861aff78c4fdfdd77ce = L.circleMarker(
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                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_93f49ad0dffe46ce87bafecf9bd4bcbf = L.popup({maxWidth: '300'});

            
                var html_436be290d0194e338bcadad4916ceae4 = $('<div id="html_436be290d0194e338bcadad4916ceae4" style="width: 100.0%; height: 100.0%;">Etobicoke (M9V): Albion Gardens,Beaumond Heights,Humbergate,Jamestown,Mount Olive,Silverstone,South Steeles,Thistletown</div>')[0];
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            var circle_marker_e781caba19f941c29d41768e3991f5ee = L.circleMarker(
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                {
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  "opacity": 1.0,
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}
                ).addTo(map_772a00efe7fc4144b4c7f1b21a00a95e);
            
    
            var popup_ee86819354fe45fa9b76e4a30e716aaa = L.popup({maxWidth: '300'});

            
                var html_138302fb251d4b5fab4bbda72149c235 = $('<div id="html_138302fb251d4b5fab4bbda72149c235" style="width: 100.0%; height: 100.0%;">Etobicoke (M9W): Northwest</div>')[0];
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            circle_marker_e781caba19f941c29d41768e3991f5ee.bindPopup(popup_ee86819354fe45fa9b76e4a30e716aaa);

            
        
</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 0x187f2adde80>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "for lat, long, post, borough, neigh in zip(toronto_df_coors['Latitude'], toronto_df_coors['Longitude'], toronto_df_coors['PostalCode'], toronto_df_coors['Borough'], toronto_df_coors['Neighborhood']):\n",
    "    label = \"{} ({}): {}\".format(borough, post, neigh)\n",
    "    popup = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, long],\n",
    "        radius=5,\n",
    "        popup=popup,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)\n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's slice the original dataframe and create a new dataframe of the Central Toronoto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "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",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough                Neighborhood   Latitude  \\\n",
       "0        M4N  Central Toronto               Lawrence Park  43.728020   \n",
       "1        M4P  Central Toronto            Davisville North  43.712751   \n",
       "2        M4R  Central Toronto          North Toronto West  43.715383   \n",
       "3        M4S  Central Toronto                  Davisville  43.704324   \n",
       "4        M4T  Central Toronto  Moore Park,Summerhill East  43.689574   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.388790  \n",
       "1 -79.390197  \n",
       "2 -79.405678  \n",
       "3 -79.388790  \n",
       "4 -79.383160  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Central_Toronto = toronto_df_coors[toronto_df_coors['Borough'] == 'Central Toronto'].reset_index(drop=True)\n",
    "Central_Toronto.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we are going to start utilizing the Foursquare API to explore the neighborhoods and segment them.\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define Foursquare Credentials and Version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: BCTMC2M1ZQJ5VYL1AH5Q0Y3WJTJC4M1HNKOKTAZQWWTZLT5T\n",
      "CLIENT_SECRET:TVHDCA4WN4UIEE5A5MJRFYWX1WT123XUFGQILJXYYHOLTVKA\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'BCTMC2M1ZQJ5VYL1AH5Q0Y3WJTJC4M1HNKOKTAZQWWTZLT5T' # your Foursquare ID\n",
    "CLIENT_SECRET = 'TVHDCA4WN4UIEE5A5MJRFYWX1WT123XUFGQILJXYYHOLTVKA' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Let's get the geographical coordinates of Lawrence Park."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Lawrence Park are 43.729199, -79.4032525.\n"
     ]
    }
   ],
   "source": [
    "address = 'Lawrence Park, Park'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"t_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Lawrence Park are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " let's get the top 100 venues that are in Marble Hill within a radius of 500 meters.\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's create the GET request URL. Name your URL url."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.foursquare.com/v2/venues/explore?&client_id=BCTMC2M1ZQJ5VYL1AH5Q0Y3WJTJC4M1HNKOKTAZQWWTZLT5T&client_secret=TVHDCA4WN4UIEE5A5MJRFYWX1WT123XUFGQILJXYYHOLTVKA&v=20180605&ll=43.729199,-79.4032525&radius=500&limit=100'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LIMIT = 100 \n",
    "radius = 500\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",
    "    latitude, \n",
    "    longitude, \n",
    "    radius, \n",
    "    LIMIT)\n",
    "url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Send the GET request and examine the resutls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5c92fb151ed21927291d495a'},\n",
       " 'response': {'suggestedFilters': {'header': 'Tap to show:',\n",
       "   'filters': [{'name': 'Open now', 'key': 'openNow'}]},\n",
       "  'headerLocation': 'Bedford Park',\n",
       "  'headerFullLocation': 'Bedford Park, Toronto',\n",
       "  'headerLocationGranularity': 'neighborhood',\n",
       "  'totalResults': 54,\n",
       "  'suggestedBounds': {'ne': {'lat': 43.733699004500004,\n",
       "    'lng': -79.39703673823003},\n",
       "   'sw': {'lat': 43.7246989955, 'lng': -79.40946826176996}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4dc5761fd164eb9c9fef4ffe',\n",
       "       'name': 'T-buds',\n",
       "       'location': {'address': '3343 Yonge Street',\n",
       "        'lat': 43.73124701494562,\n",
       "        'lng': -79.4036403714984,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.73124701494562,\n",
       "          'lng': -79.4036403714984}],\n",
       "        'distance': 230,\n",
       "        'postalCode': 'M4N 2M6',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3343 Yonge Street',\n",
       "         'Toronto ON M4N 2M6',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1dc931735',\n",
       "         'name': 'Tea Room',\n",
       "         'pluralName': 'Tea Rooms',\n",
       "         'shortName': 'Tea Room',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/tearoom_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '433153779'}},\n",
       "      'referralId': 'e-0-4dc5761fd164eb9c9fef4ffe-0'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '543a91fb498e12bc6fd44f2e',\n",
       "       'name': 'Bobbette & Belle',\n",
       "       'location': {'address': '3347 Yonge St',\n",
       "        'crossStreet': 'btwn Snowdon Ave & Golfdale Rd',\n",
       "        'lat': 43.73133877297435,\n",
       "        'lng': -79.40376944766918,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.73133877297435,\n",
       "          'lng': -79.40376944766918}],\n",
       "        'distance': 241,\n",
       "        'postalCode': 'M4N 2M4',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3347 Yonge St (btwn Snowdon Ave & Golfdale Rd)',\n",
       "         'Toronto ON M4N 2M4',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d16a941735',\n",
       "         'name': 'Bakery',\n",
       "         'pluralName': 'Bakeries',\n",
       "         'shortName': 'Bakery',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/bakery_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-543a91fb498e12bc6fd44f2e-1'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '5468ecf9498efb61639f4b8b',\n",
       "       'name': 'For The Win Cafe',\n",
       "       'location': {'address': '3216 Yonge St',\n",
       "        'crossStreet': 'Yonge and Lawrence',\n",
       "        'lat': 43.72863603182458,\n",
       "        'lng': -79.40325519626327,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.72863603182458,\n",
       "          'lng': -79.40325519626327}],\n",
       "        'distance': 62,\n",
       "        'postalCode': 'M4N 2L2',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3216 Yonge St (Yonge and Lawrence)',\n",
       "         'Toronto ON M4N 2L2',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '52e81612bcbc57f1066b7a0c',\n",
       "         'name': 'Bubble Tea Shop',\n",
       "         'pluralName': 'Bubble Tea Shops',\n",
       "         'shortName': 'Bubble Tea',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/bubble_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '104708231'}},\n",
       "      'referralId': 'e-0-5468ecf9498efb61639f4b8b-2'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4ec8130949010f98cd419042',\n",
       "       'name': 'Menchies Frozen Yogurt',\n",
       "       'location': {'address': '3204 Yonge St.',\n",
       "        'crossStreet': 'at Woburn Ave.',\n",
       "        'lat': 43.72833594585155,\n",
       "        'lng': -79.40317327113762,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.72833594585155,\n",
       "          'lng': -79.40317327113762}],\n",
       "        'distance': 96,\n",
       "        'postalCode': 'M5R 2G5',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3204 Yonge St. (at Woburn Ave.)',\n",
       "         'Toronto ON M5R 2G5',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1c9941735',\n",
       "         'name': 'Ice Cream Shop',\n",
       "         'pluralName': 'Ice Cream Shops',\n",
       "         'shortName': 'Ice Cream',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/icecream_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4ec8130949010f98cd419042-3'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4f777d6ce4b0e91fa702b618',\n",
       "       'name': 'STACK',\n",
       "       'location': {'address': '3265 Yonge St.',\n",
       "        'crossStreet': 'Lawrence Ave.',\n",
       "        'lat': 43.72931098021923,\n",
       "        'lng': -79.40324105170586,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.72931098021923,\n",
       "          'lng': -79.40324105170586}],\n",
       "        'distance': 12,\n",
       "        'postalCode': 'M4N 2L5',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3265 Yonge St. (Lawrence Ave.)',\n",
       "         'Toronto ON M4N 2L5',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1df931735',\n",
       "         'name': 'BBQ Joint',\n",
       "         'pluralName': 'BBQ Joints',\n",
       "         'shortName': 'BBQ',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/bbqalt_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4f777d6ce4b0e91fa702b618-4'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4ba17c87f964a52032bb37e3',\n",
       "       'name': 'Shinobu by Maki Sushi',\n",
       "       'location': {'address': '3403 Yonge St.',\n",
       "        'crossStreet': 'Yonge & Lawrence',\n",
       "        'lat': 43.73256202476285,\n",
       "        'lng': -79.40414749141355,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.73256202476285,\n",
       "          'lng': -79.40414749141355}],\n",
       "        'distance': 381,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3403 Yonge St. (Yonge & Lawrence)',\n",
       "         'Toronto ON',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d111941735',\n",
       "         'name': 'Japanese Restaurant',\n",
       "         'pluralName': 'Japanese Restaurants',\n",
       "         'shortName': 'Japanese',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/japanese_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4ba17c87f964a52032bb37e3-5'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4adb6c97f964a5204c2721e3',\n",
       "       'name': 'Mastermind Toys',\n",
       "       'location': {'address': '3350 Yonge St.',\n",
       "        'crossStreet': 'at St. Germain Ave.',\n",
       "        'lat': 43.73204616747319,\n",
       "        'lng': -79.40414098942678,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.73204616747319,\n",
       "          'lng': -79.40414098942678}],\n",
       "        'distance': 324,\n",
       "        'postalCode': 'M4N 2M7',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3350 Yonge St. (at St. Germain Ave.)',\n",
       "         'Toronto ON M4N 2M7',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1f3941735',\n",
       "         'name': 'Toy / Game Store',\n",
       "         'pluralName': 'Toy / Game Stores',\n",
       "         'shortName': 'Toys & Games',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/toys_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4adb6c97f964a5204c2721e3-6'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4cc37b3fbde8f04dc69ca54b',\n",
       "       'name': 'The Burger Cellar',\n",
       "       'location': {'address': '3391 Yonge St',\n",
       "        'crossStreet': 'at Golfdale Rd',\n",
       "        'lat': 43.73236191776462,\n",
       "        'lng': -79.4038935868189,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.73236191776462,\n",
       "          'lng': -79.4038935868189}],\n",
       "        'distance': 355,\n",
       "        'postalCode': 'M4N 2L8',\n",
       "        'cc': 'CA',\n",
       "        'neighborhood': 'Bedford Park',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3391 Yonge St (at Golfdale Rd)',\n",
       "         'Toronto ON M4N 2L8',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d16c941735',\n",
       "         'name': 'Burger Joint',\n",
       "         'pluralName': 'Burger Joints',\n",
       "         'shortName': 'Burgers',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/burger_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4cc37b3fbde8f04dc69ca54b-7'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4ec6f17593ad41338c371e69',\n",
       "       'name': \"The Burger's Priest\",\n",
       "       'location': {'address': '3397 Yonge St',\n",
       "        'crossStreet': 'btwn Teddington Pk & Golfdale Rd',\n",
       "        'lat': 43.732505492980685,\n",
       "        'lng': -79.40410339243799,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.732505492980685,\n",
       "          'lng': -79.40410339243799}],\n",
       "        'distance': 374,\n",
       "        'postalCode': 'M4N 2M7',\n",
       "        'cc': 'CA',\n",
       "        'neighborhood': 'Bedford Park',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3397 Yonge St (btwn Teddington Pk & Golfdale Rd)',\n",
       "         'Toronto ON M4N 2M7',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d16c941735',\n",
       "         'name': 'Burger Joint',\n",
       "         'pluralName': 'Burger Joints',\n",
       "         'shortName': 'Burgers',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/burger_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4ec6f17593ad41338c371e69-8'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4ae1ea98f964a520b88821e3',\n",
       "       'name': 'Starbucks',\n",
       "       'location': {'address': '3250 Yonge St',\n",
       "        'crossStreet': 'at Brookdale Ave',\n",
       "        'lat': 43.72993554892918,\n",
       "        'lng': -79.40357222593522,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.72993554892918,\n",
       "          'lng': -79.40357222593522}],\n",
       "        'distance': 85,\n",
       "        'postalCode': 'M4N 2L4',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3250 Yonge St (at Brookdale Ave)',\n",
       "         'Toronto ON M4N 2L4',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1e0931735',\n",
       "         'name': 'Coffee Shop',\n",
       "         'pluralName': 'Coffee Shops',\n",
       "         'shortName': 'Coffee Shop',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4ae1ea98f964a520b88821e3-9'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b47b52bf964a520503b26e3',\n",
       "       'name': 'The Abbot',\n",
       "       'location': {'address': '3367 Yonge street',\n",
       "        'crossStreet': 'at Golfdale Rd',\n",
       "        'lat': 43.73171144972793,\n",
       "        'lng': -79.40390764757474,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.73171144972793,\n",
       "          'lng': -79.40390764757474}],\n",
       "        'distance': 284,\n",
       "        'postalCode': 'M4N 2M6',\n",
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       "      'referralId': 'e-0-5040fa9fe4b0133020549852-52'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4da090b94977236a0f7fc696',\n",
       "       'name': 'Jade Wellness Spa Clinic',\n",
       "       'location': {'address': '3050 Yonge',\n",
       "        'lat': 43.725112068152264,\n",
       "        'lng': -79.40235541877504,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.725112068152264,\n",
       "          'lng': -79.40235541877504}],\n",
       "        'distance': 460,\n",
       "        'postalCode': 'M4N 2K4',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['3050 Yonge', 'Toronto ON M4N 2K4', 'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1ed941735',\n",
       "         'name': 'Spa',\n",
       "         'pluralName': 'Spas',\n",
       "         'shortName': 'Spa',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/spa_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4da090b94977236a0f7fc696-53'}]}]}}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = requests.get(url).json()\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the Foursquare lab in the previous module, we know that all the information is in the items key. Before we proceed, let's borrow the get_category_type function from the Foursquare lab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are ready to clean the json and structure it into a pandas dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "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>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>T-buds</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>43.731247</td>\n",
       "      <td>-79.403640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bobbette &amp; Belle</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>43.731339</td>\n",
       "      <td>-79.403769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>For The Win Cafe</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>43.728636</td>\n",
       "      <td>-79.403255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Menchies Frozen Yogurt</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>43.728336</td>\n",
       "      <td>-79.403173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>STACK</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>43.729311</td>\n",
       "      <td>-79.403241</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name       categories        lat        lng\n",
       "0                  T-buds         Tea Room  43.731247 -79.403640\n",
       "1        Bobbette & Belle           Bakery  43.731339 -79.403769\n",
       "2        For The Win Cafe  Bubble Tea Shop  43.728636 -79.403255\n",
       "3  Menchies Frozen Yogurt   Ice Cream Shop  43.728336 -79.403173\n",
       "4                   STACK        BBQ Joint  43.729311 -79.403241"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues = results['response']['groups'][0]['items']\n",
    "    \n",
    "nearby_venues = json_normalize(venues) # flatten JSON\n",
    "\n",
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Object `Foursquare` not found.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "And how many venues were returned by Foursquare?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "54 venues were returned by Foursquare.\n"
     ]
    }
   ],
   "source": [
    "print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a function to repeat the same process to all the neighborhoods in Manhattan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\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",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now write the code to run the above function on each neighborhood and create a new dataframe called CentralToronto_venues ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lawrence Park\n",
      "Davisville North\n",
      "North Toronto West\n",
      "Davisville\n",
      "Moore Park,Summerhill East\n",
      "Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West\n",
      "Roselawn\n",
      "Forest Hill North,Forest Hill West\n",
      "The Annex,North Midtown,Yorkville\n"
     ]
    }
   ],
   "source": [
    "\n",
    "CentralToronto_venues = getNearbyVenues(names=Central_Toronto['Neighborhood'],\n",
    "                                   latitudes=Central_Toronto['Latitude'],\n",
    "                                   longitudes=Central_Toronto['Longitude']\n",
    "                                  )                                "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check the size of the resulting dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(116, 7)\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>Neighborhood</th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>Lawrence Park Ravine</td>\n",
       "      <td>43.726963</td>\n",
       "      <td>-79.394382</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>Zodiac Swim School</td>\n",
       "      <td>43.728532</td>\n",
       "      <td>-79.382860</td>\n",
       "      <td>Swim School</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>TTC Bus #162 - Lawrence-Donway</td>\n",
       "      <td>43.728026</td>\n",
       "      <td>-79.382805</td>\n",
       "      <td>Bus Line</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "      <td>Sherwood Park</td>\n",
       "      <td>43.716551</td>\n",
       "      <td>-79.387776</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712751</td>\n",
       "      <td>-79.390197</td>\n",
       "      <td>Summerhill Market North</td>\n",
       "      <td>43.715499</td>\n",
       "      <td>-79.392881</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0     Lawrence Park              43.728020              -79.388790   \n",
       "1     Lawrence Park              43.728020              -79.388790   \n",
       "2     Lawrence Park              43.728020              -79.388790   \n",
       "3  Davisville North              43.712751              -79.390197   \n",
       "4  Davisville North              43.712751              -79.390197   \n",
       "\n",
       "                            Venue  Venue Latitude  Venue Longitude  \\\n",
       "0            Lawrence Park Ravine       43.726963       -79.394382   \n",
       "1              Zodiac Swim School       43.728532       -79.382860   \n",
       "2  TTC Bus #162 - Lawrence-Donway       43.728026       -79.382805   \n",
       "3                   Sherwood Park       43.716551       -79.387776   \n",
       "4         Summerhill Market North       43.715499       -79.392881   \n",
       "\n",
       "      Venue Category  \n",
       "0               Park  \n",
       "1        Swim School  \n",
       "2           Bus Line  \n",
       "3               Park  \n",
       "4  Food & Drink Shop  "
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(CentralToronto_venues.shape)\n",
    "CentralToronto_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check how many venues were returned for each neighborhood\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "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>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\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>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>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>Forest Hill North,Forest Hill West</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>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>Moore Park,Summerhill East</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Toronto West</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roselawn</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Annex,North Midtown,Yorkville</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Davisville                                                             36   \n",
       "Davisville North                                                        9   \n",
       "Deer Park,Forest Hill SE,Rathnelly,South Hill,S...                     15   \n",
       "Forest Hill North,Forest Hill West                                      4   \n",
       "Lawrence Park                                                           3   \n",
       "Moore Park,Summerhill East                                              2   \n",
       "North Toronto West                                                     21   \n",
       "Roselawn                                                                2   \n",
       "The Annex,North Midtown,Yorkville                                      24   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Davisville                                                              36   \n",
       "Davisville North                                                         9   \n",
       "Deer Park,Forest Hill SE,Rathnelly,South Hill,S...                      15   \n",
       "Forest Hill North,Forest Hill West                                       4   \n",
       "Lawrence Park                                                            3   \n",
       "Moore Park,Summerhill East                                               2   \n",
       "North Toronto West                                                      21   \n",
       "Roselawn                                                                 2   \n",
       "The Annex,North Midtown,Yorkville                                       24   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Davisville                                             36              36   \n",
       "Davisville North                                        9               9   \n",
       "Deer Park,Forest Hill SE,Rathnelly,South Hill,S...     15              15   \n",
       "Forest Hill North,Forest Hill West                      4               4   \n",
       "Lawrence Park                                           3               3   \n",
       "Moore Park,Summerhill East                              2               2   \n",
       "North Toronto West                                     21              21   \n",
       "Roselawn                                                2               2   \n",
       "The Annex,North Midtown,Yorkville                      24              24   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Davisville                                                       36   \n",
       "Davisville North                                                  9   \n",
       "Deer Park,Forest Hill SE,Rathnelly,South Hill,S...               15   \n",
       "Forest Hill North,Forest Hill West                                4   \n",
       "Lawrence Park                                                     3   \n",
       "Moore Park,Summerhill East                                        2   \n",
       "North Toronto West                                               21   \n",
       "Roselawn                                                          2   \n",
       "The Annex,North Midtown,Yorkville                                24   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Davisville                                                      36  \n",
       "Davisville North                                                 9  \n",
       "Deer Park,Forest Hill SE,Rathnelly,South Hill,S...              15  \n",
       "Forest Hill North,Forest Hill West                               4  \n",
       "Lawrence Park                                                    3  \n",
       "Moore Park,Summerhill East                                       2  \n",
       "North Toronto West                                              21  \n",
       "Roselawn                                                         2  \n",
       "The Annex,North Midtown,Yorkville                               24  "
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CentralToronto_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's find out how many unique categories can be curated from all the returned venues\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 64 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(CentralToronto_venues['Venue Category'].unique())))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyze Each Neighborhood\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "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>Neighborhood</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Medical Center</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Park</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Davisville North</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",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
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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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Davisville North</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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Neighborhood  American Restaurant  Asian Restaurant  BBQ Joint  \\\n",
       "0     Lawrence Park                    0                 0          0   \n",
       "1     Lawrence Park                    0                 0          0   \n",
       "2     Lawrence Park                    0                 0          0   \n",
       "3  Davisville North                    0                 0          0   \n",
       "4  Davisville North                    0                 0          0   \n",
       "\n",
       "   Bagel Shop  Breakfast Spot  Brewery  Burger Joint  Bus Line  Café  \\\n",
       "0           0               0        0             0         0     0   \n",
       "1           0               0        0             0         0     0   \n",
       "2           0               0        0             0         1     0   \n",
       "3           0               0        0             0         0     0   \n",
       "4           0               0        0             0         0     0   \n",
       "\n",
       "   Cheese Shop  Chinese Restaurant  Clothing Store  Coffee Shop  \\\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",
       "   Convenience Store  Cosmetics Shop  Dance Studio  Deli / Bodega  \\\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",
       "   Dessert Shop  Diner  Farmers Market  Fast Food Restaurant  \\\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",
       "   Food & Drink Shop  Fried Chicken Joint  Furniture / Home Store  Garden  \\\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                  1                    0                       0       0   \n",
       "\n",
       "   Gourmet Shop  Greek Restaurant  Grocery Store  Gym  Gym / Fitness Center  \\\n",
       "0             0                 0              0    0                     0   \n",
       "1             0                 0              0    0                     0   \n",
       "2             0                 0              0    0                     0   \n",
       "3             0                 0              0    0                     0   \n",
       "4             0                 0              0    0                     0   \n",
       "\n",
       "   History Museum  Home Service  Hotel  Indian Restaurant  Italian Restaurant  \\\n",
       "0               0             0      0                  0                   0   \n",
       "1               0             0      0                  0                   0   \n",
       "2               0             0      0                  0                   0   \n",
       "3               0             0      0                  0                   0   \n",
       "4               0             0      0                  0                   0   \n",
       "\n",
       "   Jewelry Store  Jewish Restaurant  Light Rail Station  Liquor Store  \\\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",
       "   Medical Center  Mexican Restaurant  Park  Pharmacy  Pizza Place  \\\n",
       "0               0                   0     1         0            0   \n",
       "1               0                   0     0         0            0   \n",
       "2               0                   0     0         0            0   \n",
       "3               0                   0     1         0            0   \n",
       "4               0                   0     0         0            0   \n",
       "\n",
       "   Playground  Pub  Rental Car Location  Restaurant  Salon / Barbershop  \\\n",
       "0           0    0                    0           0                   0   \n",
       "1           0    0                    0           0                   0   \n",
       "2           0    0                    0           0                   0   \n",
       "3           0    0                    0           0                   0   \n",
       "4           0    0                    0           0                   0   \n",
       "\n",
       "   Sandwich Place  Seafood Restaurant  Spa  Sporting Goods Shop  Sports Bar  \\\n",
       "0               0                   0    0                    0           0   \n",
       "1               0                   0    0                    0           0   \n",
       "2               0                   0    0                    0           0   \n",
       "3               0                   0    0                    0           0   \n",
       "4               0                   0    0                    0           0   \n",
       "\n",
       "   Supermarket  Sushi Restaurant  Swim School  Tennis Court  Thai Restaurant  \\\n",
       "0            0                 0            0             0                0   \n",
       "1            0                 0            1             0                0   \n",
       "2            0                 0            0             0                0   \n",
       "3            0                 0            0             0                0   \n",
       "4            0                 0            0             0                0   \n",
       "\n",
       "   Toy / Game Store  Trail  Vegetarian / Vegan Restaurant  \\\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",
       "   Vietnamese Restaurant  Yoga Studio  \n",
       "0                      0            0  \n",
       "1                      0            0  \n",
       "2                      0            0  \n",
       "3                      0            0  \n",
       "4                      0            0  "
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "toranto_onehot = pd.get_dummies(CentralToronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "toranto_onehot['Neighborhood'] = CentralToronto_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [toranto_onehot.columns[-1]] + list(toranto_onehot.columns[:-1])\n",
    "toranto_onehot = toranto_onehot[fixed_columns]\n",
    "\n",
    "toranto_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "And let's examine the new dataframe size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(116, 65)"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toranto_onehot.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, let's group rows by neighborhood and by taking the mean of the frequency of occurrence of each category\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "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>Neighborhood</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Medical Center</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Park</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.027778</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>0.0</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.055556</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>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</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>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\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>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</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>0.000000</td>\n",
       "      <td>0.111111</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>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.111111</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Deer Park,Forest Hill SE,Rathnelly,South Hill,...</td>\n",
       "      <td>0.066667</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>0.000000</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>0.133333</td>\n",
       "      <td>0.066667</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>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.0</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",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.133333</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>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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>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>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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25</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>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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>0.333333</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>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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.0</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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>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>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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.0</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",
       "      <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>0.5</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>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>0.5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.095238</td>\n",
       "      <td>0.095238</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.095238</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\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>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>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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5</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>0.5</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",
       "      <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>0.0</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>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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>The Annex,North Midtown,Yorkville</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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>0.041667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood  American Restaurant  \\\n",
       "0                                         Davisville             0.000000   \n",
       "1                                   Davisville North             0.000000   \n",
       "2  Deer Park,Forest Hill SE,Rathnelly,South Hill,...             0.066667   \n",
       "3                 Forest Hill North,Forest Hill West             0.000000   \n",
       "4                                      Lawrence Park             0.000000   \n",
       "5                         Moore Park,Summerhill East             0.000000   \n",
       "6                                 North Toronto West             0.000000   \n",
       "7                                           Roselawn             0.000000   \n",
       "8                  The Annex,North Midtown,Yorkville             0.041667   \n",
       "\n",
       "   Asian Restaurant  BBQ Joint  Bagel Shop  Breakfast Spot   Brewery  \\\n",
       "0          0.027778   0.000000    0.000000        0.000000  0.027778   \n",
       "1          0.000000   0.000000    0.000000        0.111111  0.000000   \n",
       "2          0.000000   0.000000    0.066667        0.000000  0.000000   \n",
       "3          0.000000   0.000000    0.000000        0.000000  0.000000   \n",
       "4          0.000000   0.000000    0.000000        0.000000  0.000000   \n",
       "5          0.000000   0.000000    0.000000        0.000000  0.000000   \n",
       "6          0.000000   0.000000    0.000000        0.000000  0.000000   \n",
       "7          0.000000   0.000000    0.000000        0.000000  0.000000   \n",
       "8          0.000000   0.041667    0.000000        0.000000  0.000000   \n",
       "\n",
       "   Burger Joint  Bus Line      Café  Cheese Shop  Chinese Restaurant  \\\n",
       "0      0.027778  0.000000  0.055556     0.000000            0.000000   \n",
       "1      0.111111  0.000000  0.000000     0.000000            0.000000   \n",
       "2      0.000000  0.000000  0.000000     0.000000            0.000000   \n",
       "3      0.000000  0.000000  0.000000     0.000000            0.000000   \n",
       "4      0.000000  0.333333  0.000000     0.000000            0.000000   \n",
       "5      0.000000  0.000000  0.000000     0.000000            0.000000   \n",
       "6      0.000000  0.000000  0.000000     0.000000            0.047619   \n",
       "7      0.000000  0.000000  0.000000     0.000000            0.000000   \n",
       "8      0.041667  0.000000  0.125000     0.041667            0.000000   \n",
       "\n",
       "   Clothing Store  Coffee Shop  Convenience Store  Cosmetics Shop  \\\n",
       "0        0.000000     0.055556           0.000000        0.000000   \n",
       "1        0.000000     0.000000           0.000000        0.000000   \n",
       "2        0.000000     0.133333           0.066667        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        0.095238     0.095238           0.000000        0.047619   \n",
       "7        0.000000     0.000000           0.000000        0.000000   \n",
       "8        0.000000     0.125000           0.000000        0.041667   \n",
       "\n",
       "   Dance Studio  Deli / Bodega  Dessert Shop     Diner  Farmers Market  \\\n",
       "0      0.027778       0.027778      0.083333  0.027778        0.027778   \n",
       "1      0.111111       0.000000      0.000000  0.000000        0.000000   \n",
       "2      0.000000       0.000000      0.000000  0.000000        0.000000   \n",
       "3      0.000000       0.000000      0.000000  0.000000        0.000000   \n",
       "4      0.000000       0.000000      0.000000  0.000000        0.000000   \n",
       "5      0.000000       0.000000      0.000000  0.000000        0.000000   \n",
       "6      0.000000       0.000000      0.047619  0.047619        0.000000   \n",
       "7      0.000000       0.000000      0.000000  0.000000        0.000000   \n",
       "8      0.000000       0.000000      0.000000  0.000000        0.000000   \n",
       "\n",
       "   Fast Food Restaurant  Food & Drink Shop  Fried Chicken Joint  \\\n",
       "0              0.000000           0.000000             0.000000   \n",
       "1              0.000000           0.111111             0.000000   \n",
       "2              0.000000           0.000000             0.066667   \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              0.047619           0.000000             0.000000   \n",
       "7              0.000000           0.000000             0.000000   \n",
       "8              0.000000           0.000000             0.000000   \n",
       "\n",
       "   Furniture / Home Store  Garden  Gourmet Shop  Greek Restaurant  \\\n",
       "0                0.000000     0.0      0.027778          0.027778   \n",
       "1                0.000000     0.0      0.000000          0.000000   \n",
       "2                0.000000     0.0      0.000000          0.000000   \n",
       "3                0.000000     0.0      0.000000          0.000000   \n",
       "4                0.000000     0.0      0.000000          0.000000   \n",
       "5                0.000000     0.0      0.000000          0.000000   \n",
       "6                0.047619     0.0      0.000000          0.000000   \n",
       "7                0.000000     0.5      0.000000          0.000000   \n",
       "8                0.000000     0.0      0.000000          0.000000   \n",
       "\n",
       "   Grocery Store       Gym  Gym / Fitness Center  History Museum  \\\n",
       "0       0.000000  0.027778              0.000000        0.000000   \n",
       "1       0.000000  0.111111              0.111111        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       0.047619  0.000000              0.047619        0.000000   \n",
       "7       0.000000  0.000000              0.000000        0.000000   \n",
       "8       0.000000  0.000000              0.000000        0.041667   \n",
       "\n",
       "   Home Service     Hotel  Indian Restaurant  Italian Restaurant  \\\n",
       "0           0.0  0.000000           0.027778            0.055556   \n",
       "1           0.0  0.111111           0.000000            0.000000   \n",
       "2           0.0  0.000000           0.000000            0.000000   \n",
       "3           0.0  0.000000           0.000000            0.000000   \n",
       "4           0.0  0.000000           0.000000            0.000000   \n",
       "5           0.0  0.000000           0.000000            0.000000   \n",
       "6           0.0  0.000000           0.000000            0.000000   \n",
       "7           0.5  0.000000           0.000000            0.000000   \n",
       "8           0.0  0.000000           0.041667            0.000000   \n",
       "\n",
       "   Jewelry Store  Jewish Restaurant  Light Rail Station  Liquor Store  \\\n",
       "0           0.00           0.000000            0.000000      0.000000   \n",
       "1           0.00           0.000000            0.000000      0.000000   \n",
       "2           0.00           0.000000            0.066667      0.000000   \n",
       "3           0.25           0.000000            0.000000      0.000000   \n",
       "4           0.00           0.000000            0.000000      0.000000   \n",
       "5           0.00           0.000000            0.000000      0.000000   \n",
       "6           0.00           0.000000            0.000000      0.000000   \n",
       "7           0.00           0.000000            0.000000      0.000000   \n",
       "8           0.00           0.041667            0.000000      0.041667   \n",
       "\n",
       "   Medical Center  Mexican Restaurant      Park  Pharmacy  Pizza Place  \\\n",
       "0        0.000000            0.000000  0.027778  0.027778     0.111111   \n",
       "1        0.000000            0.000000  0.111111  0.000000     0.000000   \n",
       "2        0.066667            0.000000  0.000000  0.000000     0.066667   \n",
       "3        0.000000            0.000000  0.250000  0.000000     0.000000   \n",
       "4        0.000000            0.000000  0.333333  0.000000     0.000000   \n",
       "5        0.000000            0.000000  0.000000  0.000000     0.000000   \n",
       "6        0.000000            0.047619  0.047619  0.000000     0.000000   \n",
       "7        0.000000            0.000000  0.000000  0.000000     0.000000   \n",
       "8        0.000000            0.000000  0.041667  0.041667     0.083333   \n",
       "\n",
       "   Playground       Pub  Rental Car Location  Restaurant  Salon / Barbershop  \\\n",
       "0         0.0  0.000000             0.000000    0.055556            0.000000   \n",
       "1         0.0  0.000000             0.000000    0.000000            0.000000   \n",
       "2         0.0  0.133333             0.000000    0.000000            0.000000   \n",
       "3         0.0  0.000000             0.000000    0.000000            0.000000   \n",
       "4         0.0  0.000000             0.000000    0.000000            0.000000   \n",
       "5         0.5  0.000000             0.000000    0.000000            0.000000   \n",
       "6         0.0  0.000000             0.047619    0.000000            0.047619   \n",
       "7         0.0  0.000000             0.000000    0.000000            0.000000   \n",
       "8         0.0  0.041667             0.000000    0.000000            0.000000   \n",
       "\n",
       "   Sandwich Place  Seafood Restaurant       Spa  Sporting Goods Shop  \\\n",
       "0        0.083333            0.027778  0.000000             0.000000   \n",
       "1        0.111111            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        0.047619            0.000000  0.047619             0.095238   \n",
       "7        0.000000            0.000000  0.000000             0.000000   \n",
       "8        0.125000            0.000000  0.000000             0.000000   \n",
       "\n",
       "   Sports Bar  Supermarket  Sushi Restaurant  Swim School  Tennis Court  \\\n",
       "0    0.000000     0.000000          0.055556     0.000000           0.0   \n",
       "1    0.000000     0.000000          0.000000     0.000000           0.0   \n",
       "2    0.066667     0.066667          0.066667     0.000000           0.0   \n",
       "3    0.000000     0.000000          0.250000     0.000000           0.0   \n",
       "4    0.000000     0.000000          0.000000     0.333333           0.0   \n",
       "5    0.000000     0.000000          0.000000     0.000000           0.5   \n",
       "6    0.000000     0.000000          0.000000     0.000000           0.0   \n",
       "7    0.000000     0.000000          0.000000     0.000000           0.0   \n",
       "8    0.000000     0.000000          0.000000     0.000000           0.0   \n",
       "\n",
       "   Thai Restaurant  Toy / Game Store  Trail  Vegetarian / Vegan Restaurant  \\\n",
       "0         0.027778          0.027778   0.00                       0.000000   \n",
       "1         0.000000          0.000000   0.00                       0.000000   \n",
       "2         0.000000          0.000000   0.00                       0.000000   \n",
       "3         0.000000          0.000000   0.25                       0.000000   \n",
       "4         0.000000          0.000000   0.00                       0.000000   \n",
       "5         0.000000          0.000000   0.00                       0.000000   \n",
       "6         0.000000          0.000000   0.00                       0.000000   \n",
       "7         0.000000          0.000000   0.00                       0.000000   \n",
       "8         0.000000          0.000000   0.00                       0.041667   \n",
       "\n",
       "   Vietnamese Restaurant  Yoga Studio  \n",
       "0               0.000000     0.000000  \n",
       "1               0.000000     0.000000  \n",
       "2               0.066667     0.000000  \n",
       "3               0.000000     0.000000  \n",
       "4               0.000000     0.000000  \n",
       "5               0.000000     0.000000  \n",
       "6               0.000000     0.047619  \n",
       "7               0.000000     0.000000  \n",
       "8               0.000000     0.000000  "
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toranto_grouped = toranto_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "toranto_grouped"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Let's confirm the new size\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9, 65)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toranto_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's print each neighborhood along with the top 5 most common venues\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Davisville----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.11\n",
      "1      Sandwich Place  0.08\n",
      "2        Dessert Shop  0.08\n",
      "3                Café  0.06\n",
      "4  Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "               venue  freq\n",
      "0              Hotel  0.11\n",
      "1       Burger Joint  0.11\n",
      "2  Food & Drink Shop  0.11\n",
      "3       Dance Studio  0.11\n",
      "4               Park  0.11\n",
      "\n",
      "\n",
      "----Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West----\n",
      "                 venue  freq\n",
      "0                  Pub  0.13\n",
      "1          Coffee Shop  0.13\n",
      "2  American Restaurant  0.07\n",
      "3          Supermarket  0.07\n",
      "4          Pizza Place  0.07\n",
      "\n",
      "\n",
      "----Forest Hill North,Forest Hill West----\n",
      "                 venue  freq\n",
      "0        Jewelry Store  0.25\n",
      "1                Trail  0.25\n",
      "2                 Park  0.25\n",
      "3     Sushi Restaurant  0.25\n",
      "4  American Restaurant  0.00\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "                 venue  freq\n",
      "0          Swim School  0.33\n",
      "1             Bus Line  0.33\n",
      "2                 Park  0.33\n",
      "3  American Restaurant  0.00\n",
      "4  Rental Car Location  0.00\n",
      "\n",
      "\n",
      "----Moore Park,Summerhill East----\n",
      "                 venue  freq\n",
      "0         Tennis Court   0.5\n",
      "1           Playground   0.5\n",
      "2  American Restaurant   0.0\n",
      "3           Restaurant   0.0\n",
      "4   Italian Restaurant   0.0\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "                 venue  freq\n",
      "0  Sporting Goods Shop  0.10\n",
      "1       Clothing Store  0.10\n",
      "2          Coffee Shop  0.10\n",
      "3          Yoga Studio  0.05\n",
      "4   Mexican Restaurant  0.05\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "                 venue  freq\n",
      "0         Home Service   0.5\n",
      "1               Garden   0.5\n",
      "2  American Restaurant   0.0\n",
      "3           Restaurant   0.0\n",
      "4        Jewelry Store   0.0\n",
      "\n",
      "\n",
      "----The Annex,North Midtown,Yorkville----\n",
      "            venue  freq\n",
      "0  Sandwich Place  0.12\n",
      "1     Coffee Shop  0.12\n",
      "2            Café  0.12\n",
      "3     Pizza Place  0.08\n",
      "4             Pub  0.04\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in toranto_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = toranto_grouped[toranto_grouped['Neighborhood'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's put that into a pandas dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's create the new dataframe and display the top 10 venues for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "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>Neighborhood</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>Davisville</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Deer Park,Forest Hill SE,Rathnelly,South Hill,...</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Forest Hill North,Forest Hill West</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Park</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood 1st Most Common Venue  \\\n",
       "0                                         Davisville           Pizza Place   \n",
       "1                                   Davisville North                   Gym   \n",
       "2  Deer Park,Forest Hill SE,Rathnelly,South Hill,...                   Pub   \n",
       "3                 Forest Hill North,Forest Hill West                 Trail   \n",
       "4                                      Lawrence Park              Bus Line   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue  4th Most Common Venue  \\\n",
       "0        Sandwich Place          Dessert Shop            Coffee Shop   \n",
       "1     Food & Drink Shop                 Hotel           Dance Studio   \n",
       "2           Coffee Shop            Sports Bar  Vietnamese Restaurant   \n",
       "3                  Park         Jewelry Store       Sushi Restaurant   \n",
       "4                  Park           Swim School            Yoga Studio   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0    Italian Restaurant                  Café      Sushi Restaurant   \n",
       "1  Gym / Fitness Center        Breakfast Spot          Burger Joint   \n",
       "2   Fried Chicken Joint    Light Rail Station        Medical Center   \n",
       "3           Yoga Studio     Food & Drink Shop          Dessert Shop   \n",
       "4                 Diner        Farmers Market  Fast Food Restaurant   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue  10th Most Common Venue  \n",
       "0            Restaurant                 Diner       Indian Restaurant  \n",
       "1        Sandwich Place                  Park          Farmers Market  \n",
       "2           Pizza Place     Convenience Store     American Restaurant  \n",
       "3                 Diner        Farmers Market    Fast Food Restaurant  \n",
       "4     Food & Drink Shop   Fried Chicken Joint  Furniture / Home Store  "
      ]
     },
     "execution_count": 130,
     "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",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = toranto_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(toranto_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toranto_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cluster Neighborhoods\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run k-means to cluster the neighborhood into 3 clusters.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 2, 2, 2, 2, 0, 2, 1, 2])"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 3\n",
    "\n",
    "toranto_grouped_clustering = toranto_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toranto_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "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",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park,Forest Hill SE,Rathnelly,South Hill,...</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</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>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</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>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough  \\\n",
       "0        M4N  Central Toronto   \n",
       "1        M4P  Central Toronto   \n",
       "2        M4R  Central Toronto   \n",
       "3        M4S  Central Toronto   \n",
       "4        M4T  Central Toronto   \n",
       "5        M4V  Central Toronto   \n",
       "6        M5N  Central Toronto   \n",
       "7        M5P  Central Toronto   \n",
       "8        M5R  Central Toronto   \n",
       "\n",
       "                                        Neighborhood   Latitude  Longitude  \\\n",
       "0                                      Lawrence Park  43.728020 -79.388790   \n",
       "1                                   Davisville North  43.712751 -79.390197   \n",
       "2                                 North Toronto West  43.715383 -79.405678   \n",
       "3                                         Davisville  43.704324 -79.388790   \n",
       "4                         Moore Park,Summerhill East  43.689574 -79.383160   \n",
       "5  Deer Park,Forest Hill SE,Rathnelly,South Hill,...  43.686412 -79.400049   \n",
       "6                                           Roselawn  43.711695 -79.416936   \n",
       "7                 Forest Hill North,Forest Hill West  43.696948 -79.411307   \n",
       "8                  The Annex,North Midtown,Yorkville  43.672710 -79.405678   \n",
       "\n",
       "   label  \n",
       "0      2  \n",
       "1      2  \n",
       "2      2  \n",
       "3      2  \n",
       "4      2  \n",
       "5      0  \n",
       "6      2  \n",
       "7      1  \n",
       "8      2  "
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Central_Toronto['label'] = kmeans.labels_\n",
    "Central_Toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, you can examine each cluster and determine the discriminating venue categories that distinguish each cluster. Based on the defining categories, you can then assign a name to each cluster. I will leave this exercise to you."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cluster 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "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",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park,Forest Hill SE,Rathnelly,South Hill,...</td>\n",
       "      <td>43.686412</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough  \\\n",
       "5        M4V  Central Toronto   \n",
       "\n",
       "                                        Neighborhood   Latitude  Longitude  \\\n",
       "5  Deer Park,Forest Hill SE,Rathnelly,South Hill,...  43.686412 -79.400049   \n",
       "\n",
       "   label  \n",
       "5      0  "
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Central_Toronto.loc[Central_Toronto['label']==0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cluser 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</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>1</td>\n",
       "    </tr>\n",
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       "</table>\n",
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      "text/plain": [
       "  PostalCode          Borough                        Neighborhood   Latitude  \\\n",
       "7        M5P  Central Toronto  Forest Hill North,Forest Hill West  43.696948   \n",
       "\n",
       "   Longitude  label  \n",
       "7 -79.411307      1  "
      ]
     },
     "execution_count": 146,
     "metadata": {},
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   ],
   "source": [
    "Central_Toronto.loc[Central_Toronto['label']==1]"
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   "metadata": {},
   "source": [
    "cluster 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <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>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</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>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</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>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough                       Neighborhood   Latitude  \\\n",
       "0        M4N  Central Toronto                      Lawrence Park  43.728020   \n",
       "1        M4P  Central Toronto                   Davisville North  43.712751   \n",
       "2        M4R  Central Toronto                 North Toronto West  43.715383   \n",
       "3        M4S  Central Toronto                         Davisville  43.704324   \n",
       "4        M4T  Central Toronto         Moore Park,Summerhill East  43.689574   \n",
       "6        M5N  Central Toronto                           Roselawn  43.711695   \n",
       "8        M5R  Central Toronto  The Annex,North Midtown,Yorkville  43.672710   \n",
       "\n",
       "   Longitude  label  \n",
       "0 -79.388790      2  \n",
       "1 -79.390197      2  \n",
       "2 -79.405678      2  \n",
       "3 -79.388790      2  \n",
       "4 -79.383160      2  \n",
       "6 -79.416936      2  \n",
       "8 -79.405678      2  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "Central_Toronto.loc[Central_Toronto['label']==2]"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Done!!!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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