Segmenting Neighborhoods in Toronto CanadaPt3.ipynb

{
    "nbformat_minor": 1, 
    "cells": [
        {
            "source": "First, I installed and imported necessary packages.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 1, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "Fetching package metadata .............\nSolving package specifications: .\n\nPackage plan for installation in environment /opt/conda/envs/DSX-Python35:\n\nThe following packages will be UPDATED:\n\n    libgcc-ng: 7.2.0-h7cc24e2_2     --> 8.2.0-hdf63c60_1     anaconda\n    libxml2:   2.9.4-h6b072ca_5     --> 2.9.8-hf84eae3_0     anaconda\n    libxslt:   1.1.29-hcf9102b_5    --> 1.1.32-h1312cb7_0    anaconda\n    lxml:      4.1.0-py35ha401a81_0 --> 4.2.5-py35hefd8a0e_0 anaconda\n\nlibgcc-ng-8.2. 100% |################################| Time: 0:00:00  64.01 MB/s\nlibxml2-2.9.8- 100% |################################| Time: 0:00:00  73.12 MB/s\nlibxslt-1.1.32 100% |################################| Time: 0:00:00  15.39 MB/s\nlxml-4.2.5-py3 100% |################################| Time: 0:00:00  10.94 MB/s\nFetching package metadata .............\nSolving package specifications: .\n\nPackage plan for installation in environment /opt/conda/envs/DSX-Python35:\n\nThe following packages will be UPDATED:\n\n    beautifulsoup4: 4.6.0-py35h442a8c9_1 --> 4.6.3-py35_0 anaconda\n\nbeautifulsoup4 100% |################################| Time: 0:00:00  40.52 MB/s\nFetching package metadata .............\nSolving package specifications: .\n\nPackage plan for installation in environment /opt/conda/envs/DSX-Python35:\n\nThe following packages will be UPDATED:\n\n    requests: 2.18.4-py35hb9e6ad1_1 --> 2.19.1-py35_0 anaconda\n\nrequests-2.19. 100% |################################| Time: 0:00:00  34.02 MB/s\n"
                }
            ], 
            "source": "import pandas as pd\nimport numpy as np\nimport requests\n!conda install -c anaconda lxml -y\n!conda install -c anaconda beautifulsoup4 -y\n!conda install -c anaconda requests -y"
        }, 
        {
            "source": "Then I extracted the html data from the wikipedia website using Beautiful Soup package and lxml parser.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 2, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "from bs4 import BeautifulSoup\nsource = requests.get('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M').text\nsoup = BeautifulSoup(source,'lxml')"
        }, 
        {
            "source": "Next, I looked at the HTML data to find the important tags.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 3, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "<!DOCTYPE html>\n<html class=\"client-nojs\" dir=\"ltr\" lang=\"en\">\n <head>\n  <meta charset=\"utf-8\"/>\n  <title>\n   List of postal codes of Canada: M - Wikipedia\n  </title>\n  <script>\n   document.documentElement.className = document.documentElement.className.replace( /(^|\\s)client-nojs(\\s|$)/, \"$1client-js$2\" );\n  </script>\n  <script>\n   (window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgCanonicalNamespace\":\"\",\"wgCanonicalSpecialPageName\":false,\"wgNamespaceNumber\":0,\"wgPageName\":\"List_of_postal_codes_of_Canada:_M\",\"wgTitle\":\"List of postal codes of Canada: M\",\"wgCurRevisionId\":861324217,\"wgRevisionId\":861324217,\"wgArticleId\":539066,\"wgIsArticle\":true,\"wgIsRedirect\":false,\"wgAction\":\"view\",\"wgUserName\":null,\"wgUserGroups\":[\"*\"],\"wgCategories\":[\"Communications in Ontario\",\"Postal codes in Canada\",\"Toronto\",\"Ontario-related 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 </script>\n  <link href=\"/w/load.php?debug=false&amp;lang=en&amp;modules=ext.cite.styles%7Cext.uls.interlanguage%7Cext.visualEditor.desktopArticleTarget.noscript%7Cext.wikimediaBadges%7Cmediawiki.legacy.commonPrint%2Cshared%7Cmediawiki.skinning.interface%7Cskins.vector.styles%7Cwikibase.client.init&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n  <script async=\"\" src=\"/w/load.php?debug=false&amp;lang=en&amp;modules=startup&amp;only=scripts&amp;skin=vector\">\n  </script>\n  <meta content=\"\" name=\"ResourceLoaderDynamicStyles\"/>\n  <link href=\"/w/load.php?debug=false&amp;lang=en&amp;modules=ext.gadget.charinsert-styles&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n  <link href=\"/w/load.php?debug=false&amp;lang=en&amp;modules=site.styles&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n  <meta content=\"MediaWiki 1.32.0-wmf.22\" name=\"generator\"/>\n  <meta content=\"origin\" name=\"referrer\"/>\n  <meta content=\"origin-when-crossorigin\" name=\"referrer\"/>\n  <meta content=\"origin-when-cross-origin\" name=\"referrer\"/>\n  <link href=\"android-app://org.wikipedia/http/en.m.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\" rel=\"alternate\"/>\n  <link href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit\" rel=\"alternate\" title=\"Edit this page\" type=\"application/x-wiki\"/>\n  <link href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit\" rel=\"edit\" title=\"Edit this page\"/>\n  <link href=\"/static/apple-touch/wikipedia.png\" rel=\"apple-touch-icon\"/>\n  <link href=\"/static/favicon/wikipedia.ico\" rel=\"shortcut icon\"/>\n  <link href=\"/w/opensearch_desc.php\" rel=\"search\" title=\"Wikipedia (en)\" type=\"application/opensearchdescription+xml\"/>\n  <link href=\"//en.wikipedia.org/w/api.php?action=rsd\" rel=\"EditURI\" type=\"application/rsd+xml\"/>\n  <link href=\"//creativecommons.org/licenses/by-sa/3.0/\" rel=\"license\"/>\n  <link href=\"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\" rel=\"canonical\"/>\n  <link href=\"//login.wikimedia.org\" rel=\"dns-prefetch\"/>\n  <link href=\"//meta.wikimedia.org\" rel=\"dns-prefetch\"/>\n  <!--[if lt IE 9]><script src=\"/w/load.php?debug=false&amp;lang=en&amp;modules=html5shiv&amp;only=scripts&amp;skin=vector&amp;sync=1\"></script><![endif]-->\n </head>\n <body class=\"mediawiki ltr sitedir-ltr mw-hide-empty-elt ns-0 ns-subject page-List_of_postal_codes_of_Canada_M rootpage-List_of_postal_codes_of_Canada_M skin-vector action-view\">\n  <div class=\"noprint\" id=\"mw-page-base\">\n  </div>\n  <div class=\"noprint\" id=\"mw-head-base\">\n  </div>\n  <div class=\"mw-body\" id=\"content\" role=\"main\">\n   <a id=\"top\">\n   </a>\n   <div class=\"mw-body-content\" id=\"siteNotice\">\n    <!-- CentralNotice -->\n   </div>\n   <div class=\"mw-indicators mw-body-content\">\n   </div>\n   <h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"en\">\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 applications 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 id=\"Toronto.5D.5D_-_103_Canadian_postal_code.23Forward_sortation_areas.7CFSAs.5D.5D\">\n       </span>\n       <span class=\"mw-headline\" id=\"Toronto]]_-_103_Canadian_postal_code#Forward_sortation_areas|FSAs]]\">\n        Toronto]] - 103 Canadian postal code#Forward sortation areas|FSAs]]\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]] - 103 Canadian postal code#Forward sortation areas|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      <p>\n       <br/>\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\u2013Bellwoods\">\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/Keelsdale\" title=\"Keelsdale\">\n           Keelsdale\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 \u2013 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          <a class=\"new\" href=\"/w/index.php?title=Humbergate,_Ontario&amp;action=edit&amp;redlink=1\" title=\"Humbergate, Ontario (page does not exist)\">\n           Humbergate\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           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 Centre969 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%;'>\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 style=\"display:none;\">\n           </span>\n          </span>\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 style=\"display:none;\">\n           </span>\n          </span>\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 style=\"display:none;\">\n           </span>\n          </span>\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\" 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\" 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             <td style=\"text-align:center; border:1px solid #aaa;\">\n              <a href=\"/wiki/Alberta\" title=\"Alberta\">\n               AB\n              </a>\n             </td>\n             <td style=\"text-align:center; border:1px solid #aaa;\">\n              <a href=\"/wiki/British_Columbia\" title=\"British Columbia\">\n               BC\n              </a>\n             </td>\n             <td style=\"text-align:center; border:1px solid #aaa;\">\n              <a href=\"/wiki/Nunavut\" title=\"Nunavut\">\n               NU\n              </a>\n              /\n              <a href=\"/wiki/Northwest_Territories\" title=\"Northwest Territories\">\n               NT\n              </a>\n             </td>\n             <td style=\"text-align:center; border:1px solid #aaa;\">\n              <a href=\"/wiki/Yukon\" title=\"Yukon\">\n               YT\n              </a>\n             </td>\n            </tr>\n            <tr>\n             <td align=\"center\" style=\"border: 1px solid #FF0000; background-color: #FFE0E0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_A\" title=\"List of postal codes of Canada: A\">\n               A\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #FF4000; background-color: #FFE8E0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_B\" title=\"List of postal codes of Canada: B\">\n               B\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #FF8000; background-color: #FFF0E0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_C\" title=\"List of postal codes of Canada: C\">\n               C\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #FFC000; background-color: #FFF8E0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_E\" title=\"List of postal codes of Canada: E\">\n               E\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #FFFF00; background-color: #FFFFE0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_G\" title=\"List of postal codes of Canada: G\">\n               G\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #C0FF00; background-color: #F8FFE0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_H\" title=\"List of postal codes of Canada: H\">\n               H\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #80FF00; background-color: #F0FFE0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_J\" title=\"List of postal codes of Canada: J\">\n               J\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #00FF00; background-color: #E0FFE0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_K\" title=\"List of postal codes of Canada: K\">\n               K\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #00FF80; background-color: #E0FFF0; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_L\" title=\"List of postal codes of Canada: L\">\n               L\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #E0FFF8; background-color: #00FFC0; font-size: 135%; color: black;\" width=\"5%\">\n              <a class=\"mw-selflink selflink\">\n               M\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #00FFE0; background-color: #E0FFFC; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_N\" title=\"List of postal codes of Canada: N\">\n               N\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #00FFFF; background-color: #E0FFFF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_P\" title=\"List of postal codes of Canada: P\">\n               P\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #00C0FF; background-color: #E0F8FF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_R\" title=\"List of postal codes of Canada: R\">\n               R\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #0080FF; background-color: #E0F0FF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_S\" title=\"List of postal codes of Canada: S\">\n               S\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #0040FF; background-color: #E0E8FF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_T\" title=\"List of postal codes of Canada: T\">\n               T\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #0000FF; background-color: #E0E0FF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_V\" title=\"List of postal codes of Canada: V\">\n               V\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #A000FF; background-color: #E8E0FF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_X\" title=\"List of postal codes of Canada: X\">\n               X\n              </a>\n             </td>\n             <td align=\"center\" style=\"border: 1px solid #FF00FF; background-color: #FFE0FF; font-size: 135%;\" width=\"5%\">\n              <a href=\"/wiki/List_of_postal_codes_of_Canada:_Y\" title=\"List of postal codes of Canada: Y\">\n               Y\n              </a>\n             </td>\n            </tr>\n           </tbody>\n          </table>\n         </td>\n        </tr>\n       </tbody>\n      </table>\n      <!-- \nNewPP limit report\nParsed by mw2286\nCached time: 20180926163558\nCache expiry: 1900800\nDynamic content: false\nCPU time usage: 0.180 seconds\nReal time usage: 0.204 seconds\nPreprocessor visited node count: 581/1000000\nPreprocessor generated node count: 0/1500000\nPost\u2010expand include size: 10226/2097152 bytes\nTemplate argument size: 13/2097152 bytes\nHighest expansion depth: 4/40\nExpensive parser function count: 0/500\nUnstrip recursion depth: 0/20\nUnstrip post\u2010expand size: 3406/5000000 bytes\nNumber of Wikibase entities loaded: 0/400\nLua time usage: 0.027/10.000 seconds\nLua memory usage: 1.63 MB/50 MB\n-->\n      <!--\nTransclusion expansion time report (%,ms,calls,template)\n100.00%   76.072      1 -total\n 75.15%   57.167      3 Template:Cite_web\n  5.68%    4.319      1 Template:Col-2\n  4.74%    3.604      1 Template:Canadian_postal_codes\n  3.10%    2.358      1 Template:Col-break\n  2.38%    1.814      1 Template:Col-begin\n  2.38%    1.813      2 Template:Col-end\n-->\n      <!-- Saved in parser cache with key enwiki:pcache:idhash:539066-0!canonical and timestamp 20180926163558 and revision id 861324217\n -->\n     </div>\n     <noscript>\n      <img alt=\"\" height=\"1\" src=\"//en.wikipedia.org/wiki/Special:CentralAutoLogin/start?type=1x1\" style=\"border: none; 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                }
            ], 
            "source": "print(soup.prettify())"
        }, 
        {
            "source": "From the HTML data the important tags were the \"table\" tag and the \"td\" tag. Before extracting the wikipedia table entries, \nI prepared an empty dataframe named \"neighborhoods\" with three columns: 'PostalCode', 'Borough', 'Neighborhood'.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 4, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "outputs": [
                {
                    "execution_count": 4, 
                    "metadata": {}, 
                    "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  </tbody>\n</table>\n</div>", 
                        "text/plain": "Empty DataFrame\nColumns: [PostalCode, Borough, Neighborhood]\nIndex: []"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "column_names = ['PostalCode','Borough','Neighborhood']\nneighborhoods = pd.DataFrame(columns = column_names)\nneighborhoods"
        }, 
        {
            "source": "In extracting the entries from the Wikipedia table, I first assigned the table entries to a list named 'data'.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 5, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "table = soup.find('table', class_= 'wikitable sortable')\ndata = []\nfor td in table.find_all('td'):\n    entry = td.text\n    data.append(entry)"
        }, 
        {
            "source": "Then I assigned the items in the 'data' list to the 'neighborhoods' data frame.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 6, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "for index, item in zip(range(0, len(data),3), data):\n    postcode = data[index]\n    borough = data[index+1]\n    neighborhood = data[index+2]\n    neighborhoods = neighborhoods.append({'PostalCode' : postcode, 'Borough' : borough, 'Neighborhood' : neighborhood}, ignore_index = True)"
        }, 
        {
            "source": "Next I cleaned the data frame.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 7, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "#first I removed the newline character at the end of the Neighborhood column entries\nneighborhoods['Neighborhood'].replace(regex=True,inplace=True,to_replace=r'\\n',value=r'')\n#next I replaced the 'Not assigned' values in some cells with NaN to make it easier to remove rows later. \nneighborhoods.replace(regex=True,inplace=True,to_replace='Not assigned',value=np.nan)\n#after that I copied the value in the 'Borough' column to the corresponding row in the 'Neighborhood' column\n#where the 'Neighborhood' row had a NaN value.\nneighborhoods[\"Neighborhood\"].fillna(neighborhoods[\"Borough\"], inplace = True)\n#finally I dropped all the rows where the 'Borough column' had NaN values. \nneighborhoods.dropna(subset = ['Borough'], inplace = True)"
        }, 
        {
            "source": "After cleaning the data, I joined all the neighborhoods that have the same postal code.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 8, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "neighborhoods = neighborhoods.groupby(['PostalCode','Borough'])['Neighborhood'].apply(','.join).reset_index()"
        }, 
        {
            "source": "And here is the first few rows of the final 'neighborhoods' dataframe.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 9, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 9, 
                    "metadata": {}, 
                    "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    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff,Cliffside West</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Maryvale,Wexford</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "   PostalCode      Borough                                       Neighborhood\n0         M1B  Scarborough                                      Rouge,Malvern\n1         M1C  Scarborough               Highland Creek,Rouge Hill,Port Union\n2         M1E  Scarborough                    Guildwood,Morningside,West Hill\n3         M1G  Scarborough                                             Woburn\n4         M1H  Scarborough                                          Cedarbrae\n5         M1J  Scarborough                                Scarborough Village\n6         M1K  Scarborough          East Birchmount Park,Ionview,Kennedy Park\n7         M1L  Scarborough                      Clairlea,Golden Mile,Oakridge\n8         M1M  Scarborough      Cliffcrest,Cliffside,Scarborough Village West\n9         M1N  Scarborough                         Birch Cliff,Cliffside West\n10        M1P  Scarborough  Dorset Park,Scarborough Town Centre,Wexford He...\n11        M1R  Scarborough                                   Maryvale,Wexford"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "neighborhoods.head(12)"
        }, 
        {
            "source": "And here are the dimensions of the dataframe.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 10, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "the number of rows in dataframe: 103\nthe number of columns in dataframe: 3\n"
                }
            ], 
            "source": "print('the number of rows in dataframe:', neighborhoods.shape[0])\nprint('the number of columns in dataframe:', neighborhoods.shape[1])"
        }, 
        {
            "source": "#### The second part of the assignment. ", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "Now I read the provided postal code coordinate data into a new data frame called 'latlong'.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 11, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 11, 
                    "metadata": {}, 
                    "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>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\n0         M1B  43.806686 -79.194353\n1         M1C  43.784535 -79.160497\n2         M1E  43.763573 -79.188711\n3         M1G  43.770992 -79.216917\n4         M1H  43.773136 -79.239476"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "latlong = pd.read_csv('http://cocl.us/Geospatial_data')\nlatlong.head()"
        }, 
        {
            "source": "I checked if the 'latlong' and 'neighborhoods' dataframes had the same dimensions.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 12, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "(103, 3)\n"
                }
            ], 
            "source": "print (latlong.shape)"
        }, 
        {
            "source": "I joined the two dataframes using the join method and matching the entries in the 'Postal Code' columns of both data frames.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 13, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "TRneighborhoods = neighborhoods.join(latlong.set_index('Postal Code'), on='PostalCode')"
        }, 
        {
            "source": "I also checked several rows of the new dataframe 'TRneighborhoods'", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 28, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 28, 
                    "metadata": {}, 
                    "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>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    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n      <td>43.744734</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n      <td>43.727929</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n      <td>43.711112</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n      <td>43.716316</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff,Cliffside West</td>\n      <td>43.692657</td>\n      <td>-79.264848</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n      <td>43.757410</td>\n      <td>-79.273304</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Maryvale,Wexford</td>\n      <td>43.750072</td>\n      <td>-79.295849</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "   PostalCode      Borough                                       Neighborhood  \\\n0         M1B  Scarborough                                      Rouge,Malvern   \n1         M1C  Scarborough               Highland Creek,Rouge Hill,Port Union   \n2         M1E  Scarborough                    Guildwood,Morningside,West Hill   \n3         M1G  Scarborough                                             Woburn   \n4         M1H  Scarborough                                          Cedarbrae   \n5         M1J  Scarborough                                Scarborough Village   \n6         M1K  Scarborough          East Birchmount Park,Ionview,Kennedy Park   \n7         M1L  Scarborough                      Clairlea,Golden Mile,Oakridge   \n8         M1M  Scarborough      Cliffcrest,Cliffside,Scarborough Village West   \n9         M1N  Scarborough                         Birch Cliff,Cliffside West   \n10        M1P  Scarborough  Dorset Park,Scarborough Town Centre,Wexford He...   \n11        M1R  Scarborough                                   Maryvale,Wexford   \n\n     Latitude  Longitude  \n0   43.806686 -79.194353  \n1   43.784535 -79.160497  \n2   43.763573 -79.188711  \n3   43.770992 -79.216917  \n4   43.773136 -79.239476  \n5   43.744734 -79.239476  \n6   43.727929 -79.262029  \n7   43.711112 -79.284577  \n8   43.716316 -79.239476  \n9   43.692657 -79.264848  \n10  43.757410 -79.273304  \n11  43.750072 -79.295849  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "TRneighborhoods.head(12)"
        }, 
        {
            "source": "#### The third part of the assignment.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "First I import and install additional packages.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 16, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "Fetching package metadata .............\nSolving package specifications: .\n\nPackage plan for installation in environment /opt/conda/envs/DSX-Python35:\n\nThe following NEW packages will be INSTALLED:\n\n    geographiclib: 1.49-py_0   conda-forge\n    geopy:         1.17.0-py_0 conda-forge\n\ngeographiclib- 100% |################################| Time: 0:00:00 968.07 kB/s\ngeopy-1.17.0-p 100% |################################| Time: 0:00:00   1.49 MB/s\nFetching package metadata .............\nSolving package specifications: .\n\nPackage plan for installation in environment /opt/conda/envs/DSX-Python35:\n\nThe following NEW packages will be INSTALLED:\n\n    altair:  2.2.2-py35_1 conda-forge\n    branca:  0.3.0-py_0   conda-forge\n    folium:  0.5.0-py_0   conda-forge\n    vincent: 0.4.4-py_1   conda-forge\n\naltair-2.2.2-p 100% |################################| Time: 0:00:00   1.08 MB/s\nbranca-0.3.0-p 100% |################################| Time: 0:00:00  24.71 MB/s\nvincent-0.4.4- 100% |################################| Time: 0:00:00  26.39 MB/s\nfolium-0.5.0-p 100% |################################| Time: 0:00:00  36.20 MB/s\nLibraries imported.\n"
                }
            ], 
            "source": "import json \n\n!conda install -c conda-forge geopy --yes \nfrom geopy.geocoders import Nominatim \n\nfrom pandas.io.json import json_normalize \n\n\nimport matplotlib.cm as cm\nimport matplotlib.colors as colors\n\n\nfrom sklearn.cluster import KMeans\n\n!conda install -c conda-forge folium=0.5.0 --yes \nimport folium \n\nprint('Libraries imported.')"
        }, 
        {
            "source": "I then use the geopy library to get the coordinates of Toronto.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 131, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stderr", 
                    "text": "/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/geopy/geocoders/osm.py:143: UserWarning: Using Nominatim with the default \"geopy/1.17.0\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n  UserWarning\n"
                }, 
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "The geographical coordinate of Toronto are 43.6708625, -79.3727924125372.\n"
                }
            ], 
            "source": "address = 'Toronto, TO'\n\ngeolocator = Nominatim()\nlocation = geolocator.geocode(address)\nlatitude = location.latitude\nlongitude = location.longitude\nprint('The geographical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
        }, 
        {
            "source": "The coordinates provided are slightly different than the ones provided by Google Search. For comparison, the Google provided coordinates are \n43.6532, -79.3832", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "Next I make the map of Toronto with the neighborhoods data superimposed. But before that I had to use a function to embed the generated map. This is so I can display the map when I shared this notebook on GitHub.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 132, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "outputs": [
                {
                    "execution_count": 132, 
                    "metadata": {}, 
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>", 
                        "text/plain": "<folium.folium.Map at 0x7f4eb5f2c588>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# create map of New York using latitude and longitude values\nmap_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n\n# add markers to map\nfor lat, lng, borough, neighborhood in zip(TRneighborhoods['Latitude'], TRneighborhoods['Longitude'], TRneighborhoods['Borough'], TRneighborhoods['Neighborhood']):\n    label = '{}, {}'.format(neighborhood, borough)\n    label = folium.Popup(label, parse_html=True)\n    folium.CircleMarker(\n        [lat, lng],\n        radius=5,\n        popup=label,\n        color='blue',\n        fill=True,\n        fill_color='#3186cc',\n        fill_opacity=0.7,\n        parse_html=False).add_to(map_toronto)  \n    \nmap_toronto"
        }, 
        {
            "execution_count": 130, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "Fetching package metadata .............\nSolving package specifications: .\n\nPackage plan for installation in environment /opt/conda/envs/DSX-Python35:\n\nThe following NEW packages will be INSTALLED:\n\n    selenium: 3.14.0-py35h14c3975_0 conda-forge\n\nselenium-3.14. 100% |################################| Time: 0:00:00   4.51 MB/s\n"
                }
            ], 
            "source": "!conda install -c conda-forge selenium -y"
        }, 
        {
            "execution_count": 133, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stderr", 
                    "text": "/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/selenium/webdriver/phantomjs/webdriver.py:49: UserWarning: Selenium support for PhantomJS has been deprecated, please use headless versions of Chrome or Firefox instead\n  warnings.warn('Selenium support for PhantomJS has been deprecated, please use headless '\n"
                }, 
                {
                    "ename": "WebDriverException", 
                    "evalue": "Message: 'phantomjs' executable needs to be in PATH. \n", 
                    "traceback": [
                        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", 
                        "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)", 
                        "\u001b[0;32m/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/selenium/webdriver/common/service.py\u001b[0m in \u001b[0;36mstart\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     75\u001b[0m                                             \u001b[0mstderr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_file\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 76\u001b[0;31m                                             stdin=PIPE)\n\u001b[0m\u001b[1;32m     77\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 
                        "\u001b[0;32m/opt/conda/envs/DSX-Python35/lib/python3.5/subprocess.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds)\u001b[0m\n\u001b[1;32m    675\u001b[0m                                 \u001b[0merrread\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrwrite\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 676\u001b[0;31m                                 restore_signals, start_new_session)\n\u001b[0m\u001b[1;32m    677\u001b[0m         \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 
                        "\u001b[0;32m/opt/conda/envs/DSX-Python35/lib/python3.5/subprocess.py\u001b[0m in \u001b[0;36m_execute_child\u001b[0;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, start_new_session)\u001b[0m\n\u001b[1;32m   1288\u001b[0m                                 \u001b[0merr_msg\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;34m': '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mrepr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0morig_executable\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1289\u001b[0;31m                     \u001b[0;32mraise\u001b[0m \u001b[0mchild_exception_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrno_num\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_msg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1290\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mchild_exception_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr_msg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 
                        "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'phantomjs'", 
                        "\nDuring handling of the above exception, another exception occurred:\n", 
                        "\u001b[0;31mWebDriverException\u001b[0m                        Traceback (most recent call last)", 
                        "\u001b[0;32m<ipython-input-133-0a3844ac0caa>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmap_toronto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_to_png\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", 
                        "\u001b[0;32m/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/folium/map.py\u001b[0m in \u001b[0;36m_to_png\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    261\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclose_file\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    262\u001b[0m                 driver = selenium.webdriver.PhantomJS(\n\u001b[0;32m--> 263\u001b[0;31m                     \u001b[0mservice_log_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevnull\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    264\u001b[0m                 )\n\u001b[1;32m    265\u001b[0m                 \u001b[0mdriver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'file://{}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 
                        "\u001b[0;32m/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/selenium/webdriver/phantomjs/webdriver.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, executable_path, port, desired_capabilities, service_args, service_log_path)\u001b[0m\n\u001b[1;32m     54\u001b[0m             \u001b[0mservice_args\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mservice_args\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m             log_path=service_log_path)\n\u001b[0;32m---> 56\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mservice\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 
                        "\u001b[0;32m/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/selenium/webdriver/common/service.py\u001b[0m in \u001b[0;36mstart\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     81\u001b[0m                 raise WebDriverException(\n\u001b[1;32m     82\u001b[0m                     \"'%s' executable needs to be in PATH. %s\" % (\n\u001b[0;32m---> 83\u001b[0;31m                         os.path.basename(self.path), self.start_error_message)\n\u001b[0m\u001b[1;32m     84\u001b[0m                 )\n\u001b[1;32m     85\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrno\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0merrno\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEACCES\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", 
                        "\u001b[0;31mWebDriverException\u001b[0m: Message: 'phantomjs' executable needs to be in PATH. \n"
                    ], 
                    "output_type": "error"
                }
            ], 
            "source": "map_toronto._to_png()"
        }, 
        {
            "source": "Next I made a new dataframe containing data only for boroughs that have \"Toronto\" in their names.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 40, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 40, 
                    "metadata": {}, 
                    "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>M4E</td>\n      <td>East Toronto</td>\n      <td>The Beaches</td>\n      <td>43.676357</td>\n      <td>-79.293031</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M4K</td>\n      <td>East Toronto</td>\n      <td>The Danforth West,Riverdale</td>\n      <td>43.679557</td>\n      <td>-79.352188</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M4L</td>\n      <td>East Toronto</td>\n      <td>The Beaches West,India Bazaar</td>\n      <td>43.668999</td>\n      <td>-79.315572</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M4M</td>\n      <td>East Toronto</td>\n      <td>Studio District</td>\n      <td>43.659526</td>\n      <td>-79.340923</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M4N</td>\n      <td>Central Toronto</td>\n      <td>Lawrence Park</td>\n      <td>43.728020</td>\n      <td>-79.388790</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "  PostalCode          Borough                   Neighborhood   Latitude  \\\n0        M4E     East Toronto                    The Beaches  43.676357   \n1        M4K     East Toronto    The Danforth West,Riverdale  43.679557   \n2        M4L     East Toronto  The Beaches West,India Bazaar  43.668999   \n3        M4M     East Toronto                Studio District  43.659526   \n4        M4N  Central Toronto                  Lawrence Park  43.728020   \n\n   Longitude  \n0 -79.293031  \n1 -79.352188  \n2 -79.315572  \n3 -79.340923  \n4 -79.388790  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "STtoronto_data = TRneighborhoods[TRneighborhoods['Borough'].str.contains('Toronto') == True].reset_index(drop=True)\nSTtoronto_data.head()\n"
        }, 
        {
            "execution_count": 41, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 41, 
                    "metadata": {}, 
                    "data": {
                        "text/plain": "(38, 5)"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "STtoronto_data.shape"
        }, 
        {
            "source": "But the number of entries was still too large for me as can be seen in the shape of the 'STtoronto_data'. So I decided to focus on the Scarborough borough instead. The name of this borough reminded me of \"Scarborough Fair\" song and I decided to explore this area.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 83, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 83, 
                    "metadata": {}, 
                    "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>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    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n      <td>43.744734</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n      <td>43.727929</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n      <td>43.711112</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n      <td>43.716316</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff,Cliffside West</td>\n      <td>43.692657</td>\n      <td>-79.264848</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n      <td>43.757410</td>\n      <td>-79.273304</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Maryvale,Wexford</td>\n      <td>43.750072</td>\n      <td>-79.295849</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n      <td>43.794200</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners,Sullivan,Tam O'Shanter</td>\n      <td>43.781638</td>\n      <td>-79.304302</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M1V</td>\n      <td>Scarborough</td>\n      <td>Agincourt North,L'Amoreaux East,Milliken,Steel...</td>\n      <td>43.815252</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>L'Amoreaux West,Steeles West</td>\n      <td>43.799525</td>\n      <td>-79.318389</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>M1X</td>\n      <td>Scarborough</td>\n      <td>Upper Rouge</td>\n      <td>43.836125</td>\n      <td>-79.205636</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "   PostalCode      Borough                                       Neighborhood  \\\n0         M1B  Scarborough                                      Rouge,Malvern   \n1         M1C  Scarborough               Highland Creek,Rouge Hill,Port Union   \n2         M1E  Scarborough                    Guildwood,Morningside,West Hill   \n3         M1G  Scarborough                                             Woburn   \n4         M1H  Scarborough                                          Cedarbrae   \n5         M1J  Scarborough                                Scarborough Village   \n6         M1K  Scarborough          East Birchmount Park,Ionview,Kennedy Park   \n7         M1L  Scarborough                      Clairlea,Golden Mile,Oakridge   \n8         M1M  Scarborough      Cliffcrest,Cliffside,Scarborough Village West   \n9         M1N  Scarborough                         Birch Cliff,Cliffside West   \n10        M1P  Scarborough  Dorset Park,Scarborough Town Centre,Wexford He...   \n11        M1R  Scarborough                                   Maryvale,Wexford   \n12        M1S  Scarborough                                          Agincourt   \n13        M1T  Scarborough              Clarks Corners,Sullivan,Tam O'Shanter   \n14        M1V  Scarborough  Agincourt North,L'Amoreaux East,Milliken,Steel...   \n15        M1W  Scarborough                       L'Amoreaux West,Steeles West   \n16        M1X  Scarborough                                        Upper Rouge   \n\n     Latitude  Longitude  \n0   43.806686 -79.194353  \n1   43.784535 -79.160497  \n2   43.763573 -79.188711  \n3   43.770992 -79.216917  \n4   43.773136 -79.239476  \n5   43.744734 -79.239476  \n6   43.727929 -79.262029  \n7   43.711112 -79.284577  \n8   43.716316 -79.239476  \n9   43.692657 -79.264848  \n10  43.757410 -79.273304  \n11  43.750072 -79.295849  \n12  43.794200 -79.262029  \n13  43.781638 -79.304302  \n14  43.815252 -79.284577  \n15  43.799525 -79.318389  \n16  43.836125 -79.205636  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_data = TRneighborhoods[TRneighborhoods['Borough'] == 'Scarborough'].reset_index(drop=True)\nscarborough_data"
        }, 
        {
            "execution_count": 44, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 44, 
                    "metadata": {}, 
                    "data": {
                        "text/plain": "(17, 5)"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_data.shape"
        }, 
        {
            "source": "The Scarborough borough had only 17 entries as seen from the shape of the 'scarborough_data' dataframe. Next I also made a map of this borough.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 47, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stderr", 
                    "text": "/opt/conda/envs/DSX-Python35/lib/python3.5/site-packages/geopy/geocoders/osm.py:143: UserWarning: Using Nominatim with the default \"geopy/1.17.0\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n  UserWarning\n"
                }, 
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "The geographical coordinate of Scarborough are 43.7626686, -79.2308605092575.\n"
                }
            ], 
            "source": "address = 'Scarborough, TO'\n\ngeolocator = Nominatim()\nlocation = geolocator.geocode(address)\nlatitude = location.latitude\nlongitude = location.longitude\nprint('The geographical coordinate of Scarborough are {}, {}.'.format(latitude, longitude))"
        }, 
        {
            "execution_count": 48, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 48, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
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  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c9074ec082a24615b89e6f0dada053de);
            
    
            var popup_b966a80ca36f416ab17df6aa4251b3d3 = L.popup({maxWidth: '300'});

            
                var html_3821c66dfe7943d9a3411eaabf5c942d = $('<div id="html_3821c66dfe7943d9a3411eaabf5c942d" style="width: 100.0%; height: 100.0%;">Upper Rouge</div>')[0];
                popup_b966a80ca36f416ab17df6aa4251b3d3.setContent(html_3821c66dfe7943d9a3411eaabf5c942d);
            

            circle_marker_ccd4b76d2ad44004a5d92ab2d27caa4a.bindPopup(popup_b966a80ca36f416ab17df6aa4251b3d3);

            
        
</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 0x7f4f8d708358>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# create map of Manhattan using latitude and longitude values\nmap_scarborough = folium.Map(location=[latitude, longitude], zoom_start=11)\n\n# add markers to map\nfor lat, lng, label in zip(scarborough_data['Latitude'], scarborough_data['Longitude'], scarborough_data['Neighborhood']):\n    label = folium.Popup(label, parse_html=True)\n    folium.CircleMarker(\n        [lat, lng],\n        radius=5,\n        popup=label,\n        color='blue',\n        fill=True,\n        fill_color='#3186cc',\n        fill_opacity=0.7,\n        parse_html=False).add_to(map_scarborough)  \n    \nmap_scarborough"
        }, 
        {
            "execution_count": 49, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# The code was removed by Watson Studio for sharing."
        }, 
        {
            "source": "Next I used the foursquare API to get the top 100 venues in scarborough. I used the getNearbyVenues function created in this week's lab to loop through all neighborhoods.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 52, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "def getNearbyVenues(names, latitudes, longitudes, radius=500, LIMIT = 100):\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)"
        }, 
        {
            "source": "I created a new dataframe called \"scarborough_venues\" and filled it using the previous function.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 73, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "Rouge,Malvern\nHighland Creek,Rouge Hill,Port Union\nGuildwood,Morningside,West Hill\nWoburn\nCedarbrae\nScarborough Village\nEast Birchmount Park,Ionview,Kennedy Park\nClairlea,Golden Mile,Oakridge\nCliffcrest,Cliffside,Scarborough Village West\nBirch Cliff,Cliffside West\nDorset Park,Scarborough Town Centre,Wexford Heights\nMaryvale,Wexford\nAgincourt\nClarks Corners,Sullivan,Tam O'Shanter\nAgincourt North,L'Amoreaux East,Milliken,Steeles East\nL'Amoreaux West,Steeles West\nUpper Rouge\n"
                }
            ], 
            "source": "scarborough_venues = getNearbyVenues(names = scarborough_data['Neighborhood'],\n                                       latitudes = scarborough_data['Latitude'],\n                                       longitudes = scarborough_data['Longitude']\n                                   )\n"
        }, 
        {
            "source": "Here is the dimensions of the new dataframe as well as a few rows of the data", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 74, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "(87, 7)\n"
                }, 
                {
                    "execution_count": 74, 
                    "metadata": {}, 
                    "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>Rouge,Malvern</td>\n      <td>43.806686</td>\n      <td>-79.194353</td>\n      <td>Wendy's</td>\n      <td>43.807448</td>\n      <td>-79.199056</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Highland Creek,Rouge Hill,Port Union</td>\n      <td>43.784535</td>\n      <td>-79.160497</td>\n      <td>RIGHT WAY TO GOLF</td>\n      <td>43.785177</td>\n      <td>-79.161108</td>\n      <td>Golf Course</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Highland Creek,Rouge Hill,Port Union</td>\n      <td>43.784535</td>\n      <td>-79.160497</td>\n      <td>Royal Canadian Legion</td>\n      <td>43.782533</td>\n      <td>-79.163085</td>\n      <td>Bar</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Guildwood,Morningside,West Hill</td>\n      <td>43.763573</td>\n      <td>-79.188711</td>\n      <td>Swiss Chalet Rotisserie &amp; Grill</td>\n      <td>43.767697</td>\n      <td>-79.189914</td>\n      <td>Pizza Place</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Guildwood,Morningside,West Hill</td>\n      <td>43.763573</td>\n      <td>-79.188711</td>\n      <td>G &amp; G Electronics</td>\n      <td>43.765309</td>\n      <td>-79.191537</td>\n      <td>Electronics Store</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "                           Neighborhood  Neighborhood Latitude  \\\n0                         Rouge,Malvern              43.806686   \n1  Highland Creek,Rouge Hill,Port Union              43.784535   \n2  Highland Creek,Rouge Hill,Port Union              43.784535   \n3       Guildwood,Morningside,West Hill              43.763573   \n4       Guildwood,Morningside,West Hill              43.763573   \n\n   Neighborhood Longitude                            Venue  Venue Latitude  \\\n0              -79.194353                          Wendy's       43.807448   \n1              -79.160497                RIGHT WAY TO GOLF       43.785177   \n2              -79.160497            Royal Canadian Legion       43.782533   \n3              -79.188711  Swiss Chalet Rotisserie & Grill       43.767697   \n4              -79.188711                G & G Electronics       43.765309   \n\n   Venue Longitude        Venue Category  \n0       -79.199056  Fast Food Restaurant  \n1       -79.161108           Golf Course  \n2       -79.163085                   Bar  \n3       -79.189914           Pizza Place  \n4       -79.191537     Electronics Store  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "print(scarborough_venues.shape)\nscarborough_venues.head()"
        }, 
        {
            "source": "I wantd to find out how many venues there are in each neighborhood of Scarborough.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 75, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 75, 
                    "metadata": {}, 
                    "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>Agincourt</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>Agincourt North,L'Amoreaux East,Milliken,Steeles East</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Birch Cliff,Cliffside 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>Cedarbrae</th>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>Clairlea,Golden Mile,Oakridge</th>\n      <td>10</td>\n      <td>10</td>\n      <td>10</td>\n      <td>10</td>\n      <td>10</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>Clarks Corners,Sullivan,Tam O'Shanter</th>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <th>Cliffcrest,Cliffside,Scarborough Village West</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>Dorset Park,Scarborough Town Centre,Wexford Heights</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>East Birchmount Park,Ionview,Kennedy Park</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Guildwood,Morningside,West Hill</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Highland Creek,Rouge Hill,Port Union</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>L'Amoreaux West,Steeles West</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>Maryvale,Wexford</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Rouge,Malvern</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Scarborough Village</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Woburn</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  </tbody>\n</table>\n</div>", 
                        "text/plain": "                                                    Neighborhood Latitude  \\\nNeighborhood                                                                \nAgincourt                                                               4   \nAgincourt North,L'Amoreaux East,Milliken,Steele...                      3   \nBirch Cliff,Cliffside West                                              4   \nCedarbrae                                                               7   \nClairlea,Golden Mile,Oakridge                                          10   \nClarks Corners,Sullivan,Tam O'Shanter                                  11   \nCliffcrest,Cliffside,Scarborough Village West                           2   \nDorset Park,Scarborough Town Centre,Wexford Hei...                      6   \nEast Birchmount Park,Ionview,Kennedy Park                               6   \nGuildwood,Morningside,West Hill                                         6   \nHighland Creek,Rouge Hill,Port Union                                    2   \nL'Amoreaux West,Steeles West                                           14   \nMaryvale,Wexford                                                        6   \nRouge,Malvern                                                           1   \nScarborough Village                                                     1   \nWoburn                                                                  4   \n\n                                                    Neighborhood Longitude  \\\nNeighborhood                                                                 \nAgincourt                                                                4   \nAgincourt North,L'Amoreaux East,Milliken,Steele...                       3   \nBirch Cliff,Cliffside West                                               4   \nCedarbrae                                                                7   \nClairlea,Golden Mile,Oakridge                                           10   \nClarks Corners,Sullivan,Tam O'Shanter                                   11   \nCliffcrest,Cliffside,Scarborough Village West                            2   \nDorset Park,Scarborough Town Centre,Wexford Hei...                       6   \nEast Birchmount Park,Ionview,Kennedy Park                                6   \nGuildwood,Morningside,West Hill                                          6   \nHighland Creek,Rouge Hill,Port Union                                     2   \nL'Amoreaux West,Steeles West                                            14   \nMaryvale,Wexford                                                         6   \nRouge,Malvern                                                            1   \nScarborough Village                                                      1   \nWoburn                                                                   4   \n\n                                                    Venue  Venue Latitude  \\\nNeighborhood                                                                \nAgincourt                                               4               4   \nAgincourt North,L'Amoreaux East,Milliken,Steele...      3               3   \nBirch Cliff,Cliffside West                              4               4   \nCedarbrae                                               7               7   \nClairlea,Golden Mile,Oakridge                          10              10   \nClarks Corners,Sullivan,Tam O'Shanter                  11              11   \nCliffcrest,Cliffside,Scarborough Village West           2               2   \nDorset Park,Scarborough Town Centre,Wexford Hei...      6               6   \nEast Birchmount Park,Ionview,Kennedy Park               6               6   \nGuildwood,Morningside,West Hill                         6               6   \nHighland Creek,Rouge Hill,Port Union                    2               2   \nL'Amoreaux West,Steeles West                           14              14   \nMaryvale,Wexford                                        6               6   \nRouge,Malvern                                           1               1   \nScarborough Village                                     1               1   \nWoburn                                                  4               4   \n\n                                                    Venue Longitude  \\\nNeighborhood                                                          \nAgincourt                                                         4   \nAgincourt North,L'Amoreaux East,Milliken,Steele...                3   \nBirch Cliff,Cliffside West                                        4   \nCedarbrae                                                         7   \nClairlea,Golden Mile,Oakridge                                    10   \nClarks Corners,Sullivan,Tam O'Shanter                            11   \nCliffcrest,Cliffside,Scarborough Village West                     2   \nDorset Park,Scarborough Town Centre,Wexford Hei...                6   \nEast Birchmount Park,Ionview,Kennedy Park                         6   \nGuildwood,Morningside,West Hill                                   6   \nHighland Creek,Rouge Hill,Port Union                              2   \nL'Amoreaux West,Steeles West                                     14   \nMaryvale,Wexford                                                  6   \nRouge,Malvern                                                     1   \nScarborough Village                                               1   \nWoburn                                                            4   \n\n                                                    Venue Category  \nNeighborhood                                                        \nAgincourt                                                        4  \nAgincourt North,L'Amoreaux East,Milliken,Steele...               3  \nBirch Cliff,Cliffside West                                       4  \nCedarbrae                                                        7  \nClairlea,Golden Mile,Oakridge                                   10  \nClarks Corners,Sullivan,Tam O'Shanter                           11  \nCliffcrest,Cliffside,Scarborough Village West                    2  \nDorset Park,Scarborough Town Centre,Wexford Hei...               6  \nEast Birchmount Park,Ionview,Kennedy Park                        6  \nGuildwood,Morningside,West Hill                                  6  \nHighland Creek,Rouge Hill,Port Union                             2  \nL'Amoreaux West,Steeles West                                    14  \nMaryvale,Wexford                                                 6  \nRouge,Malvern                                                    1  \nScarborough Village                                              1  \nWoburn                                                           4  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_venues.groupby('Neighborhood').count()"
        }, 
        {
            "source": "Also how many unique categories of venues in Scarborough.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 76, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "There are 56 unique categories.\n"
                }
            ], 
            "source": "print('There are {} unique categories.'.format(len(scarborough_venues['Venue Category'].unique())))"
        }, 
        {
            "source": "I applied one hot encoding technique to classify neighborhoods according to the venue category that they have.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 65, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# one hot encoding\nscarborough_onehot = pd.get_dummies(scarborough_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n\n# add neighborhood column back to dataframe\nscarborough_onehot['Neighborhood'] = scarborough_venues['Neighborhood'] \n\n# move neighborhood column to the first column\nfixed_columns = [scarborough_onehot.columns[-1]] + list(scarborough_onehot.columns[:-1])\nscarborough_onehot = scarborough_onehot[fixed_columns]\n# print(scarborough_onehot.shape)\n#scarborough_onehot.head()\n"
        }, 
        {
            "execution_count": 111, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "(16, 57)\n"
                }, 
                {
                    "execution_count": 111, 
                    "metadata": {}, 
                    "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>Accessories Store</th>\n      <th>American Restaurant</th>\n      <th>Athletics &amp; Sports</th>\n      <th>Auto Garage</th>\n      <th>Bakery</th>\n      <th>Bank</th>\n      <th>Bar</th>\n      <th>Breakfast Spot</th>\n      <th>Bus Line</th>\n      <th>...</th>\n      <th>Playground</th>\n      <th>Rental Car Location</th>\n      <th>Sandwich Place</th>\n      <th>Shopping Mall</th>\n      <th>Skating Rink</th>\n      <th>Smoke Shop</th>\n      <th>Soccer Field</th>\n      <th>Thai Restaurant</th>\n      <th>Train Station</th>\n      <th>Vietnamese Restaurant</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Agincourt</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>0.0</td>\n      <td>0.250000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</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>0.0</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>Agincourt North,L'Amoreaux East,Milliken,Steel...</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.333333</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>0.0</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>Birch Cliff,Cliffside West</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Cedarbrae</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.142857</td>\n      <td>0.000000</td>\n      <td>0.142857</td>\n      <td>0.142857</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.142857</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.200000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.2</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.1</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>Clarks Corners,Sullivan,Tam O'Shanter</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.090909</td>\n      <td>0.000000</td>\n      <td>0.090909</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.090909</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.166667</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>East Birchmount Park,Ionview,Kennedy Park</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.166667</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Guildwood,Morningside,West Hill</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>0.0</td>\n      <td>0.166667</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.166667</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</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    </tr>\n    <tr>\n      <th>10</th>\n      <td>Highland Creek,Rouge Hill,Port Union</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>0.5</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>L'Amoreaux West,Steeles West</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>0.0</td>\n      <td>0.071429</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.071429</td>\n      <td>0.000000</td>\n      <td>0.00</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    </tr>\n    <tr>\n      <th>12</th>\n      <td>Maryvale,Wexford</td>\n      <td>0.166667</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.166667</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.166667</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.166667</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.166667</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Rouge,Malvern</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Scarborough Village</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>1.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Woburn</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>0.0</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>16 rows \u00d7 57 columns</p>\n</div>", 
                        "text/plain": "                                         Neighborhood  Accessories Store  \\\n0                                           Agincourt           0.000000   \n1   Agincourt North,L'Amoreaux East,Milliken,Steel...           0.000000   \n2                          Birch Cliff,Cliffside West           0.000000   \n3                                           Cedarbrae           0.000000   \n4                       Clairlea,Golden Mile,Oakridge           0.000000   \n5               Clarks Corners,Sullivan,Tam O'Shanter           0.000000   \n6       Cliffcrest,Cliffside,Scarborough Village West           0.000000   \n7   Dorset Park,Scarborough Town Centre,Wexford He...           0.000000   \n8           East Birchmount Park,Ionview,Kennedy Park           0.000000   \n9                     Guildwood,Morningside,West Hill           0.000000   \n10               Highland Creek,Rouge Hill,Port Union           0.000000   \n11                       L'Amoreaux West,Steeles West           0.000000   \n12                                   Maryvale,Wexford           0.166667   \n13                                      Rouge,Malvern           0.000000   \n14                                Scarborough Village           0.000000   \n15                                             Woburn           0.000000   \n\n    American Restaurant  Athletics & Sports  Auto Garage    Bakery      Bank  \\\n0                   0.0            0.000000     0.000000  0.000000  0.000000   \n1                   0.0            0.000000     0.000000  0.000000  0.000000   \n2                   0.0            0.000000     0.000000  0.000000  0.000000   \n3                   0.0            0.142857     0.000000  0.142857  0.142857   \n4                   0.0            0.000000     0.000000  0.200000  0.000000   \n5                   0.0            0.000000     0.000000  0.000000  0.000000   \n6                   0.5            0.000000     0.000000  0.000000  0.000000   \n7                   0.0            0.000000     0.000000  0.000000  0.000000   \n8                   0.0            0.000000     0.000000  0.000000  0.000000   \n9                   0.0            0.000000     0.000000  0.000000  0.000000   \n10                  0.0            0.000000     0.000000  0.000000  0.000000   \n11                  0.0            0.000000     0.000000  0.000000  0.000000   \n12                  0.0            0.000000     0.166667  0.000000  0.000000   \n13                  0.0            0.000000     0.000000  0.000000  0.000000   \n14                  0.0            0.000000     0.000000  0.000000  0.000000   \n15                  0.0            0.000000     0.000000  0.000000  0.000000   \n\n    Bar  Breakfast Spot  Bus Line          ...            Playground  \\\n0   0.0        0.250000       0.0          ...              0.000000   \n1   0.0        0.000000       0.0          ...              0.333333   \n2   0.0        0.000000       0.0          ...              0.000000   \n3   0.0        0.000000       0.0          ...              0.000000   \n4   0.0        0.000000       0.2          ...              0.000000   \n5   0.0        0.000000       0.0          ...              0.000000   \n6   0.0        0.000000       0.0          ...              0.000000   \n7   0.0        0.000000       0.0          ...              0.000000   \n8   0.0        0.000000       0.0          ...              0.000000   \n9   0.0        0.166667       0.0          ...              0.000000   \n10  0.5        0.000000       0.0          ...              0.000000   \n11  0.0        0.071429       0.0          ...              0.000000   \n12  0.0        0.166667       0.0          ...              0.000000   \n13  0.0        0.000000       0.0          ...              0.000000   \n14  0.0        0.000000       0.0          ...              1.000000   \n15  0.0        0.000000       0.0          ...              0.000000   \n\n    Rental Car Location  Sandwich Place  Shopping Mall  Skating Rink  \\\n0              0.000000        0.000000       0.000000          0.25   \n1              0.000000        0.000000       0.000000          0.00   \n2              0.000000        0.000000       0.000000          0.25   \n3              0.000000        0.000000       0.000000          0.00   \n4              0.000000        0.000000       0.000000          0.00   \n5              0.090909        0.000000       0.090909          0.00   \n6              0.000000        0.000000       0.000000          0.00   \n7              0.000000        0.000000       0.000000          0.00   \n8              0.000000        0.000000       0.000000          0.00   \n9              0.166667        0.000000       0.000000          0.00   \n10             0.000000        0.000000       0.000000          0.00   \n11             0.000000        0.071429       0.000000          0.00   \n12             0.000000        0.166667       0.000000          0.00   \n13             0.000000        0.000000       0.000000          0.00   \n14             0.000000        0.000000       0.000000          0.00   \n15             0.000000        0.000000       0.000000          0.00   \n\n    Smoke Shop  Soccer Field  Thai Restaurant  Train Station  \\\n0     0.000000           0.0         0.000000       0.000000   \n1     0.000000           0.0         0.000000       0.000000   \n2     0.000000           0.0         0.000000       0.000000   \n3     0.000000           0.0         0.142857       0.000000   \n4     0.000000           0.1         0.000000       0.000000   \n5     0.000000           0.0         0.090909       0.000000   \n6     0.000000           0.0         0.000000       0.000000   \n7     0.000000           0.0         0.000000       0.000000   \n8     0.000000           0.0         0.000000       0.166667   \n9     0.000000           0.0         0.000000       0.000000   \n10    0.000000           0.0         0.000000       0.000000   \n11    0.000000           0.0         0.000000       0.000000   \n12    0.166667           0.0         0.000000       0.000000   \n13    0.000000           0.0         0.000000       0.000000   \n14    0.000000           0.0         0.000000       0.000000   \n15    0.000000           0.0         0.000000       0.000000   \n\n    Vietnamese Restaurant  \n0                0.000000  \n1                0.000000  \n2                0.000000  \n3                0.000000  \n4                0.000000  \n5                0.000000  \n6                0.000000  \n7                0.166667  \n8                0.000000  \n9                0.000000  \n10               0.000000  \n11               0.000000  \n12               0.000000  \n13               0.000000  \n14               0.000000  \n15               0.000000  \n\n[16 rows x 57 columns]"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_grouped = scarborough_onehot.groupby('Neighborhood').mean().reset_index()\nprint(scarborough_grouped.shape)\nscarborough_grouped"
        }, 
        {
            "source": "Turned out that one of the neighborhoods had no venues recorded by Foursquare. This is because the new dataframe had one less row than the 'scarborough_data dataframe'  comparison of the names in 'Neighborhood' columns of 'scarborough_data' and 'scarborough_grouped' showed that 'Upper Rouge' had been dropped from the new dataframe.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "Now what about 3 top venues of the rest of the neighborhoods?", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 109, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "----Agincourt----\n            venue  freq\n0    Skating Rink  0.25\n1  Breakfast Spot  0.25\n2          Lounge  0.25\n\n\n----Agincourt North,L'Amoreaux East,Milliken,Steeles East----\n         venue  freq\n0  Coffee Shop  0.33\n1         Park  0.33\n2   Playground  0.33\n\n\n----Birch Cliff,Cliffside West----\n                   venue  freq\n0           Skating Rink  0.25\n1  General Entertainment  0.25\n2                   Caf\u00e9  0.25\n\n\n----Cedarbrae----\n                  venue  freq\n0      Hakka Restaurant  0.14\n1  Caribbean Restaurant  0.14\n2    Athletics & Sports  0.14\n\n\n----Clairlea,Golden Mile,Oakridge----\n      venue  freq\n0  Bus Line   0.2\n1    Bakery   0.2\n2      Park   0.1\n\n\n----Clarks Corners,Sullivan,Tam O'Shanter----\n                venue  freq\n0         Pizza Place  0.18\n1  Italian Restaurant  0.09\n2       Shopping Mall  0.09\n\n\n----Cliffcrest,Cliffside,Scarborough Village West----\n                 venue  freq\n0  American Restaurant   0.5\n1                Motel   0.5\n2    Accessories Store   0.0\n\n\n----Dorset Park,Scarborough Town Centre,Wexford Heights----\n                   venue  freq\n0      Indian Restaurant  0.33\n1  Vietnamese Restaurant  0.17\n2     Chinese Restaurant  0.17\n\n\n----East Birchmount Park,Ionview,Kennedy Park----\n           venue  freq\n0  Train Station  0.17\n1     Hobby Shop  0.17\n2    Bus Station  0.17\n\n\n----Guildwood,Morningside,West Hill----\n                 venue  freq\n0       Breakfast Spot  0.17\n1       Medical Center  0.17\n2  Rental Car Location  0.17\n\n\n----Highland Creek,Rouge Hill,Port Union----\n               venue  freq\n0        Golf Course   0.5\n1                Bar   0.5\n2  Accessories Store   0.0\n\n\n----L'Amoreaux West,Steeles West----\n                  venue  freq\n0  Fast Food Restaurant  0.14\n1           Coffee Shop  0.14\n2    Chinese Restaurant  0.14\n\n\n----Maryvale,Wexford----\n               venue  freq\n0  Accessories Store  0.17\n1        Auto Garage  0.17\n2         Smoke Shop  0.17\n\n\n----Rouge,Malvern----\n                  venue  freq\n0  Fast Food Restaurant   1.0\n1     Accessories Store   0.0\n2     Indian Restaurant   0.0\n\n\n----Scarborough Village----\n               venue  freq\n0         Playground   1.0\n1  Accessories Store   0.0\n2       Noodle House   0.0\n\n\n----Woburn----\n               venue  freq\n0        Coffee Shop  0.50\n1  Korean Restaurant  0.25\n2  Convenience Store  0.25\n\n\n"
                }
            ], 
            "source": "num_top_venues = 3\n\nfor hood in scarborough_grouped['Neighborhood']:\n    print(\"----\"+hood+\"----\")\n    temp = scarborough_grouped[scarborough_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')"
        }, 
        {
            "source": "Some of the neighborhoods only had 2 or 1 venues. For the rest of this notebook, I would display the first top venues of each neighborhood. Next I put this information into a new dataframe.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 68, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# the function to return the most common category of venues in each neighborhood.\ndef 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]"
        }, 
        {
            "execution_count": 94, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 94, 
                    "metadata": {}, 
                    "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    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Agincourt</td>\n      <td>Skating Rink</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Agincourt North,L'Amoreaux East,Milliken,Steel...</td>\n      <td>Playground</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Birch Cliff,Cliffside West</td>\n      <td>General Entertainment</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Cedarbrae</td>\n      <td>Fried Chicken Joint</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n      <td>Bakery</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Clarks Corners,Sullivan,Tam O'Shanter</td>\n      <td>Pizza Place</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n      <td>Motel</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n      <td>Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n      <td>Hobby Shop</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Guildwood,Morningside,West Hill</td>\n      <td>Mexican Restaurant</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Highland Creek,Rouge Hill,Port Union</td>\n      <td>Golf Course</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>L'Amoreaux West,Steeles West</td>\n      <td>Chinese Restaurant</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Maryvale,Wexford</td>\n      <td>Accessories Store</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Rouge,Malvern</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Scarborough Village</td>\n      <td>Playground</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Woburn</td>\n      <td>Coffee Shop</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "                                         Neighborhood  1st Most Common Venue\n0                                           Agincourt           Skating Rink\n1   Agincourt North,L'Amoreaux East,Milliken,Steel...             Playground\n2                          Birch Cliff,Cliffside West  General Entertainment\n3                                           Cedarbrae    Fried Chicken Joint\n4                       Clairlea,Golden Mile,Oakridge                 Bakery\n5               Clarks Corners,Sullivan,Tam O'Shanter            Pizza Place\n6       Cliffcrest,Cliffside,Scarborough Village West                  Motel\n7   Dorset Park,Scarborough Town Centre,Wexford He...      Indian Restaurant\n8           East Birchmount Park,Ionview,Kennedy Park             Hobby Shop\n9                     Guildwood,Morningside,West Hill     Mexican Restaurant\n10               Highland Creek,Rouge Hill,Port Union            Golf Course\n11                       L'Amoreaux West,Steeles West     Chinese Restaurant\n12                                   Maryvale,Wexford      Accessories Store\n13                                      Rouge,Malvern   Fast Food Restaurant\n14                                Scarborough Village             Playground\n15                                             Woburn            Coffee Shop"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "num_top_venues = 1\n\nindicators = ['st', 'nd', 'rd']\n\n# create columns according to number of top venues\ncolumns = ['Neighborhood']\nfor 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\nneighborhoods_venues_sorted = pd.DataFrame(columns=columns)\nneighborhoods_venues_sorted['Neighborhood'] = scarborough_grouped['Neighborhood']\n\nfor ind in np.arange(scarborough_grouped.shape[0]):\n    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(scarborough_grouped.iloc[ind, :], num_top_venues)\n\nneighborhoods_venues_sorted"
        }, 
        {
            "source": "#### Begin the clustering.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 100, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 100, 
                    "metadata": {}, 
                    "data": {
                        "text/plain": "array([1, 3, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 0, 2, 3], dtype=int32)"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# set number of clusters\nkclusters = 5\n\nscarborough_grouped_clustering = scarborough_grouped.drop('Neighborhood', 1)\n\n# run k-means clustering\nkmeans = KMeans(n_clusters=kclusters, random_state=0).fit(scarborough_grouped_clustering)\n\n# check cluster labels generated for each row in the dataframe\nkmeans.labels_[0:16] "
        }, 
        {
            "source": "The neighborhoods have been clustered and labeled as belonging to the zeroth cluster all the way to the fourth cluster. Next was appending the cluster label to the dataframe.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 101, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 101, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>PostalCode</th>\n      <th>Borough</th>\n      <th>Neighborhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n    </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      <td>1</td>\n      <td>Fast Food Restaurant</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      <td>3</td>\n      <td>Golf Course</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      <td>1</td>\n      <td>Mexican Restaurant</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      <td>1</td>\n      <td>Coffee Shop</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      <td>1</td>\n      <td>Fried Chicken Joint</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n      <td>43.744734</td>\n      <td>-79.239476</td>\n      <td>1</td>\n      <td>Playground</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n      <td>43.727929</td>\n      <td>-79.262029</td>\n      <td>4</td>\n      <td>Hobby Shop</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n      <td>43.711112</td>\n      <td>-79.284577</td>\n      <td>1</td>\n      <td>Bakery</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n      <td>43.716316</td>\n      <td>-79.239476</td>\n      <td>1</td>\n      <td>Motel</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff,Cliffside West</td>\n      <td>43.692657</td>\n      <td>-79.264848</td>\n      <td>1</td>\n      <td>General Entertainment</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n      <td>43.757410</td>\n      <td>-79.273304</td>\n      <td>1</td>\n      <td>Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Maryvale,Wexford</td>\n      <td>43.750072</td>\n      <td>-79.295849</td>\n      <td>1</td>\n      <td>Accessories Store</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n      <td>43.794200</td>\n      <td>-79.262029</td>\n      <td>1</td>\n      <td>Skating Rink</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners,Sullivan,Tam O'Shanter</td>\n      <td>43.781638</td>\n      <td>-79.304302</td>\n      <td>0</td>\n      <td>Pizza Place</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M1V</td>\n      <td>Scarborough</td>\n      <td>Agincourt North,L'Amoreaux East,Milliken,Steel...</td>\n      <td>43.815252</td>\n      <td>-79.284577</td>\n      <td>2</td>\n      <td>Playground</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>L'Amoreaux West,Steeles West</td>\n      <td>43.799525</td>\n      <td>-79.318389</td>\n      <td>3</td>\n      <td>Chinese Restaurant</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "   PostalCode      Borough                                       Neighborhood  \\\n0         M1B  Scarborough                                      Rouge,Malvern   \n1         M1C  Scarborough               Highland Creek,Rouge Hill,Port Union   \n2         M1E  Scarborough                    Guildwood,Morningside,West Hill   \n3         M1G  Scarborough                                             Woburn   \n4         M1H  Scarborough                                          Cedarbrae   \n5         M1J  Scarborough                                Scarborough Village   \n6         M1K  Scarborough          East Birchmount Park,Ionview,Kennedy Park   \n7         M1L  Scarborough                      Clairlea,Golden Mile,Oakridge   \n8         M1M  Scarborough      Cliffcrest,Cliffside,Scarborough Village West   \n9         M1N  Scarborough                         Birch Cliff,Cliffside West   \n10        M1P  Scarborough  Dorset Park,Scarborough Town Centre,Wexford He...   \n11        M1R  Scarborough                                   Maryvale,Wexford   \n12        M1S  Scarborough                                          Agincourt   \n13        M1T  Scarborough              Clarks Corners,Sullivan,Tam O'Shanter   \n14        M1V  Scarborough  Agincourt North,L'Amoreaux East,Milliken,Steel...   \n15        M1W  Scarborough                       L'Amoreaux West,Steeles West   \n\n     Latitude  Longitude  Cluster Labels  1st Most Common Venue  \n0   43.806686 -79.194353               1   Fast Food Restaurant  \n1   43.784535 -79.160497               3            Golf Course  \n2   43.763573 -79.188711               1     Mexican Restaurant  \n3   43.770992 -79.216917               1            Coffee Shop  \n4   43.773136 -79.239476               1    Fried Chicken Joint  \n5   43.744734 -79.239476               1             Playground  \n6   43.727929 -79.262029               4             Hobby Shop  \n7   43.711112 -79.284577               1                 Bakery  \n8   43.716316 -79.239476               1                  Motel  \n9   43.692657 -79.264848               1  General Entertainment  \n10  43.757410 -79.273304               1      Indian Restaurant  \n11  43.750072 -79.295849               1      Accessories Store  \n12  43.794200 -79.262029               1           Skating Rink  \n13  43.781638 -79.304302               0            Pizza Place  \n14  43.815252 -79.284577               2             Playground  \n15  43.799525 -79.318389               3     Chinese Restaurant  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# because the original 'scarborough_data' had 17 rows, I had to drop the row that had no venues at all.\nscarborough_merged = scarborough_data.drop(scarborough_data.index[16])\n\n# add clustering labels\nscarborough_merged['Cluster Labels'] = kmeans.labels_\n\n# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\nscarborough_merged = scarborough_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n\nscarborough_merged # check the last columns!"
        }, 
        {
            "source": "#### Finally, making a map showing the clustering of each neighborhood.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 102, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 102, 
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                [43.7447342,-79.23947609999999],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
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                [43.7279292,-79.26202940000002],
                {
  "bubblingMouseEvents": true,
  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
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  "lineJoin": "round",
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}
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            var popup_5b16d8c872484d6fad5f95256d643eba = L.popup({maxWidth: '300'});

            
                var html_31f9fffd04724926a7cb24665327981e = $('<div id="html_31f9fffd04724926a7cb24665327981e" style="width: 100.0%; height: 100.0%;">East Birchmount Park,Ionview,Kennedy Park Cluster 4</div>')[0];
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
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  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
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                var html_af1280c0798e413980203d1dd107a0f0 = $('<div id="html_af1280c0798e413980203d1dd107a0f0" style="width: 100.0%; height: 100.0%;">Cliffcrest,Cliffside,Scarborough Village West Cluster 1</div>')[0];
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                [43.692657000000004,-79.2648481],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
            var popup_4f17e65510e14fcea916527dee396fd4 = L.popup({maxWidth: '300'});

            
                var html_59777193eba548afa8e4bbd188ba9e68 = $('<div id="html_59777193eba548afa8e4bbd188ba9e68" style="width: 100.0%; height: 100.0%;">Birch Cliff,Cliffside West Cluster 1</div>')[0];
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            circle_marker_aab6fcb49a734a62ba10fe12ca0935e3.bindPopup(popup_4f17e65510e14fcea916527dee396fd4);

            
        
    
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                [43.7574096,-79.27330400000001],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
            var popup_de8c10d4510646aba5411f357d531146 = L.popup({maxWidth: '300'});

            
                var html_f2107fe376c843388d46065025002fe1 = $('<div id="html_f2107fe376c843388d46065025002fe1" style="width: 100.0%; height: 100.0%;">Dorset Park,Scarborough Town Centre,Wexford Heights Cluster 1</div>')[0];
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            circle_marker_6181cffa67ca4a6eaf1600e4dc584edc.bindPopup(popup_de8c10d4510646aba5411f357d531146);

            
        
    
            var circle_marker_3d0b37519c9a4aa183b4e46a1afbd9d2 = L.circleMarker(
                [43.750071500000004,-79.2958491],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
            var popup_e233787543814b228c1edb97c8770ac8 = L.popup({maxWidth: '300'});

            
                var html_b64f127b2f5e4c5dbb0ef79abd3ef9dc = $('<div id="html_b64f127b2f5e4c5dbb0ef79abd3ef9dc" style="width: 100.0%; height: 100.0%;">Maryvale,Wexford Cluster 1</div>')[0];
                popup_e233787543814b228c1edb97c8770ac8.setContent(html_b64f127b2f5e4c5dbb0ef79abd3ef9dc);
            

            circle_marker_3d0b37519c9a4aa183b4e46a1afbd9d2.bindPopup(popup_e233787543814b228c1edb97c8770ac8);

            
        
    
            var circle_marker_20e4378cd6b5441eb022b159bf230d8b = L.circleMarker(
                [43.7942003,-79.26202940000002],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
            var popup_9cb2791216f54a14bb2af6838abd8c5c = L.popup({maxWidth: '300'});

            
                var html_9c14d15199e34afa813e2a4602584e2e = $('<div id="html_9c14d15199e34afa813e2a4602584e2e" style="width: 100.0%; height: 100.0%;">Agincourt Cluster 1</div>')[0];
                popup_9cb2791216f54a14bb2af6838abd8c5c.setContent(html_9c14d15199e34afa813e2a4602584e2e);
            

            circle_marker_20e4378cd6b5441eb022b159bf230d8b.bindPopup(popup_9cb2791216f54a14bb2af6838abd8c5c);

            
        
    
            var circle_marker_764d474469e64550987dce7f0fcef750 = L.circleMarker(
                [43.7816375,-79.3043021],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
            var popup_e77e489deeec4786b8074edca0c3cdef = L.popup({maxWidth: '300'});

            
                var html_9ea40fa91e2f4621bc25b3c6fc66edc1 = $('<div id="html_9ea40fa91e2f4621bc25b3c6fc66edc1" style="width: 100.0%; height: 100.0%;">Clarks Corners,Sullivan,Tam O&#39;Shanter Cluster 0</div>')[0];
                popup_e77e489deeec4786b8074edca0c3cdef.setContent(html_9ea40fa91e2f4621bc25b3c6fc66edc1);
            

            circle_marker_764d474469e64550987dce7f0fcef750.bindPopup(popup_e77e489deeec4786b8074edca0c3cdef);

            
        
    
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                [43.8152522,-79.2845772],
                {
  "bubblingMouseEvents": true,
  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
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                popup_a9dd31f08871439ab4778082f9af3f45.setContent(html_71fedf9adaf84f26b86534fad6ef8c37);
            

            circle_marker_af982474967447f68238b1750e837982.bindPopup(popup_a9dd31f08871439ab4778082f9af3f45);

            
        
    
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                [43.799525200000005,-79.3183887],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_f93c6017967d429990818da09d6dafd3);
            
    
            var popup_62f01c270af34ef9bae726cb5caeff0e = L.popup({maxWidth: '300'});

            
                var html_8a1222aa6eeb4ac2bc4c1f857ee1d8f4 = $('<div id="html_8a1222aa6eeb4ac2bc4c1f857ee1d8f4" style="width: 100.0%; height: 100.0%;">L&#39;Amoreaux West,Steeles West Cluster 3</div>')[0];
                popup_62f01c270af34ef9bae726cb5caeff0e.setContent(html_8a1222aa6eeb4ac2bc4c1f857ee1d8f4);
            

            circle_marker_48be5aaa572740fdb0c17cf7611efe54.bindPopup(popup_62f01c270af34ef9bae726cb5caeff0e);

            
        
</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 0x7f4f6c10dfd0>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# create map\nmap_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n\n# set color scheme for the clusters\nx = np.arange(kclusters)\nys = [i+x+(i*x)**2 for i in range(kclusters)]\ncolors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\nrainbow = [colors.rgb2hex(i) for i in colors_array]\n\n# add markers to the map\nmarkers_colors = []\nfor lat, lon, poi, cluster in zip(scarborough_merged['Latitude'], scarborough_merged['Longitude'], scarborough_merged['Neighborhood'], scarborough_merged['Cluster Labels']):\n    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n    folium.CircleMarker(\n        [lat, lon],\n        radius=5,\n        popup=label,\n        color=rainbow[cluster-1],\n        fill=True,\n        fill_color=rainbow[cluster-1],\n        fill_opacity=0.7).add_to(map_clusters)\n       \nmap_clusters"
        }, 
        {
            "source": "I tried to analyze each cluster to find the similarity of each cluster member.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "Cluster 0", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 103, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 103, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>13</th>\n      <td>Scarborough</td>\n      <td>0</td>\n      <td>Pizza Place</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "        Borough  Cluster Labels 1st Most Common Venue\n13  Scarborough               0           Pizza Place"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_merged.loc[scarborough_merged['Cluster Labels'] == 0, scarborough_merged.columns[[1] + list(range(5, scarborough_merged.shape[1]))]]"
        }, 
        {
            "source": "Cluster 1", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 104, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 104, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Mexican Restaurant</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Coffee Shop</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Fried Chicken Joint</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Playground</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Bakery</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Motel</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>General Entertainment</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Indian Restaurant</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Accessories Store</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Scarborough</td>\n      <td>1</td>\n      <td>Skating Rink</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "        Borough  Cluster Labels  1st Most Common Venue\n0   Scarborough               1   Fast Food Restaurant\n2   Scarborough               1     Mexican Restaurant\n3   Scarborough               1            Coffee Shop\n4   Scarborough               1    Fried Chicken Joint\n5   Scarborough               1             Playground\n7   Scarborough               1                 Bakery\n8   Scarborough               1                  Motel\n9   Scarborough               1  General Entertainment\n10  Scarborough               1      Indian Restaurant\n11  Scarborough               1      Accessories Store\n12  Scarborough               1           Skating Rink"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_merged.loc[scarborough_merged['Cluster Labels'] == 1, scarborough_merged.columns[[1] + list(range(5, scarborough_merged.shape[1]))]]"
        }, 
        {
            "source": "Cluster 2", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 106, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 106, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>14</th>\n      <td>Scarborough</td>\n      <td>2</td>\n      <td>Playground</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "        Borough  Cluster Labels 1st Most Common Venue\n14  Scarborough               2            Playground"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_merged.loc[scarborough_merged['Cluster Labels'] == 2, scarborough_merged.columns[[1] + list(range(5, scarborough_merged.shape[1]))]]"
        }, 
        {
            "source": "Cluster 3", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 107, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 107, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>Scarborough</td>\n      <td>3</td>\n      <td>Golf Course</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Scarborough</td>\n      <td>3</td>\n      <td>Chinese Restaurant</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "        Borough  Cluster Labels 1st Most Common Venue\n1   Scarborough               3           Golf Course\n15  Scarborough               3    Chinese Restaurant"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_merged.loc[scarborough_merged['Cluster Labels'] == 3, scarborough_merged.columns[[1] + list(range(5, scarborough_merged.shape[1]))]]"
        }, 
        {
            "source": "Cluster 4", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 108, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 108, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>6</th>\n      <td>Scarborough</td>\n      <td>4</td>\n      <td>Hobby Shop</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "       Borough  Cluster Labels 1st Most Common Venue\n6  Scarborough               4            Hobby Shop"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "scarborough_merged.loc[scarborough_merged['Cluster Labels'] == 4, scarborough_merged.columns[[1] + list(range(5, scarborough_merged.shape[1]))]]"
        }, 
        {
            "source": "I do not know the dissimilarity between different clusters. Maybe the fact that some neighborhoods have just one to two venues caused a lack of data for a meaningful comparison. But what I learned from this exercise was that for kmeans cluster analysis, too little data is not good for a meaningful clustering and analysis.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": null, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": ""
        }
    ], 
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.5", 
            "name": "python3", 
            "language": "python"
        }, 
        "language_info": {
            "mimetype": "text/x-python", 
            "nbconvert_exporter": "python", 
            "version": "3.5.5", 
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}