Week_3 Segmenting and Clustering Neighborhoods.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# Segmenting and Clustering Neighborhoods in Toronto"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "###### Start by creating a new Notebook for this assignment.\n###### Use the Notebook to build the code to scrape the following Wikipedia page, https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M, in order to obtain the data that is in the table of postal codes and to transform the data into a pandas  dataframe like the one shown below:"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "###### For this assignment, you will be required to explore and cluster the neighborhoods in Toronto. \nStart by creating a new Notebook for this assignment.\nUse the Notebook to build the code to scrape the following Wikipedia page, https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M, in order to obtain the data that is in the table of postal codes and to transform the data into a pandas  dataframe like the one shown below:\n\n###### 3. To create the above dataframe:\n\nThe dataframe will consist of three columns: PostalCode, Borough, and Neighborhood\nOnly process the cells that have an assigned borough. Ignore cells with a borough that is Not assigned.\nMore than one neighborhood can exist in one postal code area. For example, in the table on the Wikipedia page, you will notice that M5A is listed twice and has two neighborhoods: Harbourfront and Regent Park. These two rows will be combined into one row with the neighborhoods separated with a comma as shown in row 11  in the above table.\nIf a cell has a borough but a Not assigned  neighborhood, then the neighborhood will be the same as the borough.\nClean your Notebook and add Markdown cells to explain your work and any assumptions you are making.\nIn the last cell of your notebook, use the .shape method to print the number of rows of your dataframe."
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": "#Imorting libraries \n\nimport pandas as pd\nimport requests\nfrom bs4 import BeautifulSoup\nprint(\"Imported!\")"
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": "url = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\next_data = requests.get(url).text\n#wiki_data = BeautifulSoup(ext_data, 'lxml')"
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
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href=\"/w/load.php?lang=en&amp;modules=ext.categoryTree.styles%7Cext.cite.styles%7Cext.uls.interlanguage%7Cext.visualEditor.desktopArticleTarget.noscript%7Cext.wikimediaBadges%7Cjquery.tablesorter.styles%7Cskins.vector.styles.legacy%7Cwikibase.client.init&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n<script async=\"\" src=\"/w/load.php?lang=en&amp;modules=startup&amp;only=scripts&amp;raw=1&amp;skin=vector\"></script>\n<meta content=\"\" name=\"ResourceLoaderDynamicStyles\"/>\n<link href=\"/w/load.php?lang=en&amp;modules=site.styles&amp;only=styles&amp;skin=vector\" rel=\"stylesheet\"/>\n<meta content=\"MediaWiki 1.36.0-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=\"//upload.wikimedia.org\" rel=\"preconnect\"/>\n<link href=\"//en.m.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\" media=\"only screen and (max-width: 720px)\" 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</head>\n<body class=\"mediawiki ltr sitedir-ltr mw-hide-empty-elt ns-0 ns-subject mw-editable page-List_of_postal_codes_of_Canada_M rootpage-List_of_postal_codes_of_Canada_M skin-vector action-view skin-vector-legacy\"><div class=\"noprint\" id=\"mw-page-base\"></div>\n<div class=\"noprint\" id=\"mw-head-base\"></div>\n<div class=\"mw-body\" id=\"content\" role=\"main\">\n<a id=\"top\"></a>\n<div class=\"mw-body-content\" id=\"siteNotice\"><!-- CentralNotice --></div>\n<div class=\"mw-indicators mw-body-content\">\n</div>\n<h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"en\">List of postal codes of Canada: M</h1>\n<div class=\"mw-body-content\" id=\"bodyContent\">\n<div class=\"noprint\" id=\"siteSub\">From Wikipedia, the free encyclopedia</div>\n<div id=\"contentSub\"></div>\n<div id=\"contentSub2\"></div>\n<div id=\"jump-to-nav\"></div>\n<a class=\"mw-jump-link\" href=\"#mw-head\">Jump to navigation</a>\n<a class=\"mw-jump-link\" href=\"#searchInput\">Jump to search</a>\n<div class=\"mw-content-ltr\" dir=\"ltr\" id=\"mw-content-text\" lang=\"en\"><div class=\"mw-parser-output\"><div class=\"shortdescription nomobile noexcerpt noprint searchaux\" style=\"display:none\">Wikipedia list article</div>\n<p>This is a list of <a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">postal codes in Canada</a> where the first letter is M. Postal codes beginning with M are located within the city of <a href=\"/wiki/Toronto\" title=\"Toronto\">Toronto</a> in the province of <a href=\"/wiki/Ontario\" title=\"Ontario\">Ontario</a>. Only the first three characters are listed, corresponding to the Forward Sortation Area.\n</p><p><a href=\"/wiki/Canada_Post\" title=\"Canada Post\">Canada Post</a> provides a free postal code look-up tool on its website,<sup class=\"reference\" id=\"cite_ref-1\"><a href=\"#cite_note-1\">[1]</a></sup> via its <a href=\"/wiki/Mobile_app\" title=\"Mobile app\">applications</a> for such <a class=\"mw-redirect\" href=\"/wiki/Smartphones\" title=\"Smartphones\">smartphones</a> as the <a href=\"/wiki/IPhone\" title=\"IPhone\">iPhone</a> and <a href=\"/wiki/BlackBerry\" title=\"BlackBerry\">BlackBerry</a>,<sup class=\"reference\" id=\"cite_ref-2\"><a href=\"#cite_note-2\">[2]</a></sup>  and sells hard-copy directories and <a href=\"/wiki/CD-ROM\" title=\"CD-ROM\">CD-ROMs</a>. Many vendors also sell validation tools, which allow customers to properly match addresses and postal codes. Hard-copy directories can also be consulted in all post offices, and some libraries.\n</p>\n<h2><span class=\"mw-headline\" id=\"Toronto_-_103_FSAs\"><a href=\"/wiki/Toronto\" title=\"Toronto\">Toronto</a> - 103 <a href=\"/wiki/Postal_codes_in_Canada#Forward_sortation_areas\" title=\"Postal codes in Canada\">FSAs</a></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=1\" title=\"Edit section: Toronto - 103 FSAs\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n<p>Note: There are no rural FSAs in Toronto, hence no postal codes should start with M0. However, the postal code M0R 8T0 is assigned to an <a href=\"/wiki/Amazon_(company)\" title=\"Amazon (company)\">Amazon</a> warehouse in Mississauga, suggesting that Canada Post may have reserved the M0 FSA for high volume addresses.\n</p>\n<table class=\"wikitable sortable\">\n<tbody><tr>\n<th>Postal Code\n</th>\n<th>Borough\n</th>\n<th>Neighbourhood\n</th></tr>\n<tr>\n<td>M1A\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2A\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3A\n</td>\n<td>North York\n</td>\n<td>Parkwoods\n</td></tr>\n<tr>\n<td>M4A\n</td>\n<td>North York\n</td>\n<td>Victoria Village\n</td></tr>\n<tr>\n<td>M5A\n</td>\n<td>Downtown Toronto\n</td>\n<td>Regent Park, Harbourfront\n</td></tr>\n<tr>\n<td>M6A\n</td>\n<td>North York\n</td>\n<td>Lawrence Manor, Lawrence Heights\n</td></tr>\n<tr>\n<td>M7A\n</td>\n<td>Downtown Toronto\n</td>\n<td>Queen's Park, Ontario Provincial Government\n</td></tr>\n<tr>\n<td>M8A\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9A\n</td>\n<td>Etobicoke\n</td>\n<td>Islington Avenue, Humber Valley Village\n</td></tr>\n<tr>\n<td>M1B\n</td>\n<td>Scarborough\n</td>\n<td>Malvern, Rouge\n</td></tr>\n<tr>\n<td>M2B\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3B\n</td>\n<td>North York\n</td>\n<td>Don Mills\n</td></tr>\n<tr>\n<td>M4B\n</td>\n<td>East York\n</td>\n<td>Parkview Hill, Woodbine Gardens\n</td></tr>\n<tr>\n<td>M5B\n</td>\n<td>Downtown Toronto\n</td>\n<td>Garden District, Ryerson\n</td></tr>\n<tr>\n<td>M6B\n</td>\n<td>North York\n</td>\n<td>Glencairn\n</td></tr>\n<tr>\n<td>M7B\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8B\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9B\n</td>\n<td>Etobicoke\n</td>\n<td>West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\n</td></tr>\n<tr>\n<td>M1C\n</td>\n<td>Scarborough\n</td>\n<td>Rouge Hill, Port Union, Highland Creek\n</td></tr>\n<tr>\n<td>M2C\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3C\n</td>\n<td>North York\n</td>\n<td>Don Mills\n</td></tr>\n<tr>\n<td>M4C\n</td>\n<td>East York\n</td>\n<td>Woodbine Heights\n</td></tr>\n<tr>\n<td>M5C\n</td>\n<td>Downtown Toronto\n</td>\n<td>St. James Town\n</td></tr>\n<tr>\n<td>M6C\n</td>\n<td>York\n</td>\n<td>Humewood-Cedarvale\n</td></tr>\n<tr>\n<td>M7C\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8C\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9C\n</td>\n<td>Etobicoke\n</td>\n<td>Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\n</td></tr>\n<tr>\n<td>M1E\n</td>\n<td>Scarborough\n</td>\n<td>Guildwood, Morningside, West Hill\n</td></tr>\n<tr>\n<td>M2E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4E\n</td>\n<td>East Toronto\n</td>\n<td>The Beaches\n</td></tr>\n<tr>\n<td>M5E\n</td>\n<td>Downtown Toronto\n</td>\n<td>Berczy Park\n</td></tr>\n<tr>\n<td>M6E\n</td>\n<td>York\n</td>\n<td>Caledonia-Fairbanks\n</td></tr>\n<tr>\n<td>M7E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1G\n</td>\n<td>Scarborough\n</td>\n<td>Woburn\n</td></tr>\n<tr>\n<td>M2G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4G\n</td>\n<td>East York\n</td>\n<td>Leaside\n</td></tr>\n<tr>\n<td>M5G\n</td>\n<td>Downtown Toronto\n</td>\n<td>Central Bay Street\n</td></tr>\n<tr>\n<td>M6G\n</td>\n<td>Downtown Toronto\n</td>\n<td>Christie\n</td></tr>\n<tr>\n<td>M7G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1H\n</td>\n<td>Scarborough\n</td>\n<td>Cedarbrae\n</td></tr>\n<tr>\n<td>M2H\n</td>\n<td>North York\n</td>\n<td>Hillcrest Village\n</td></tr>\n<tr>\n<td>M3H\n</td>\n<td>North York\n</td>\n<td>Bathurst Manor, Wilson Heights, Downsview North\n</td></tr>\n<tr>\n<td>M4H\n</td>\n<td>East York\n</td>\n<td>Thorncliffe Park\n</td></tr>\n<tr>\n<td>M5H\n</td>\n<td>Downtown Toronto\n</td>\n<td>Richmond, Adelaide, King\n</td></tr>\n<tr>\n<td>M6H\n</td>\n<td>West Toronto\n</td>\n<td>Dufferin, Dovercourt Village\n</td></tr>\n<tr>\n<td>M7H\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8H\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9H\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1J\n</td>\n<td>Scarborough\n</td>\n<td>Scarborough Village\n</td></tr>\n<tr>\n<td>M2J\n</td>\n<td>North York\n</td>\n<td>Fairview, Henry Farm, Oriole\n</td></tr>\n<tr>\n<td>M3J\n</td>\n<td>North York\n</td>\n<td>Northwood Park, York University\n</td></tr>\n<tr>\n<td>M4J\n</td>\n<td>East York\n</td>\n<td>East Toronto, Broadview North (Old East York)\n</td></tr>\n<tr>\n<td>M5J\n</td>\n<td>Downtown Toronto\n</td>\n<td>Harbourfront East, Union Station, Toronto Islands\n</td></tr>\n<tr>\n<td>M6J\n</td>\n<td>West Toronto\n</td>\n<td>Little Portugal, Trinity\n</td></tr>\n<tr>\n<td>M7J\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8J\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9J\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1K\n</td>\n<td>Scarborough\n</td>\n<td>Kennedy Park, Ionview, East Birchmount Park\n</td></tr>\n<tr>\n<td>M2K\n</td>\n<td>North York\n</td>\n<td>Bayview Village\n</td></tr>\n<tr>\n<td>M3K\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4K\n</td>\n<td>East Toronto\n</td>\n<td>The Danforth West, Riverdale\n</td></tr>\n<tr>\n<td>M5K\n</td>\n<td>Downtown Toronto\n</td>\n<td>Toronto Dominion Centre, Design Exchange\n</td></tr>\n<tr>\n<td>M6K\n</td>\n<td>West Toronto\n</td>\n<td>Brockton, Parkdale Village, Exhibition Place\n</td></tr>\n<tr>\n<td>M7K\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8K\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9K\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1L\n</td>\n<td>Scarborough\n</td>\n<td>Golden Mile, Clairlea, Oakridge\n</td></tr>\n<tr>\n<td>M2L\n</td>\n<td>North York\n</td>\n<td>York Mills, Silver Hills\n</td></tr>\n<tr>\n<td>M3L\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4L\n</td>\n<td>East Toronto\n</td>\n<td>India Bazaar, The Beaches West\n</td></tr>\n<tr>\n<td>M5L\n</td>\n<td>Downtown Toronto\n</td>\n<td>Commerce Court, Victoria Hotel\n</td></tr>\n<tr>\n<td>M6L\n</td>\n<td>North York\n</td>\n<td>North Park, Maple Leaf Park, Upwood Park\n</td></tr>\n<tr>\n<td>M7L\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8L\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9L\n</td>\n<td>North York\n</td>\n<td>Humber Summit\n</td></tr>\n<tr>\n<td>M1M\n</td>\n<td>Scarborough\n</td>\n<td>Cliffside, Cliffcrest, Scarborough Village West\n</td></tr>\n<tr>\n<td>M2M\n</td>\n<td>North York\n</td>\n<td>Willowdale, Newtonbrook\n</td></tr>\n<tr>\n<td>M3M\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4M\n</td>\n<td>East Toronto\n</td>\n<td>Studio District\n</td></tr>\n<tr>\n<td>M5M\n</td>\n<td>North York\n</td>\n<td>Bedford Park, Lawrence Manor East\n</td></tr>\n<tr>\n<td>M6M\n</td>\n<td>York\n</td>\n<td>Del Ray, Mount Dennis, Keelsdale and Silverthorn\n</td></tr>\n<tr>\n<td>M7M\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8M\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9M\n</td>\n<td>North York\n</td>\n<td>Humberlea, Emery\n</td></tr>\n<tr>\n<td>M1N\n</td>\n<td>Scarborough\n</td>\n<td>Birch Cliff, Cliffside West\n</td></tr>\n<tr>\n<td>M2N\n</td>\n<td>North York\n</td>\n<td>Willowdale, Willowdale East\n</td></tr>\n<tr>\n<td>M3N\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4N\n</td>\n<td>Central Toronto\n</td>\n<td>Lawrence Park\n</td></tr>\n<tr>\n<td>M5N\n</td>\n<td>Central Toronto\n</td>\n<td>Roselawn\n</td></tr>\n<tr>\n<td>M6N\n</td>\n<td>York\n</td>\n<td>Runnymede, The Junction North\n</td></tr>\n<tr>\n<td>M7N\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8N\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9N\n</td>\n<td>York\n</td>\n<td>Weston\n</td></tr>\n<tr>\n<td>M1P\n</td>\n<td>Scarborough\n</td>\n<td>Dorset Park, Wexford Heights, Scarborough Town Centre\n</td></tr>\n<tr>\n<td>M2P\n</td>\n<td>North York\n</td>\n<td>York Mills West\n</td></tr>\n<tr>\n<td>M3P\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4P\n</td>\n<td>Central Toronto\n</td>\n<td>Davisville North\n</td></tr>\n<tr>\n<td>M5P\n</td>\n<td>Central Toronto\n</td>\n<td>Forest Hill North &amp; West, Forest Hill Road Park\n</td></tr>\n<tr>\n<td>M6P\n</td>\n<td>West Toronto\n</td>\n<td>High Park, The Junction South\n</td></tr>\n<tr>\n<td>M7P\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8P\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9P\n</td>\n<td>Etobicoke\n</td>\n<td>Westmount\n</td></tr>\n<tr>\n<td>M1R\n</td>\n<td>Scarborough\n</td>\n<td>Wexford, Maryvale\n</td></tr>\n<tr>\n<td>M2R\n</td>\n<td>North York\n</td>\n<td>Willowdale, Willowdale West\n</td></tr>\n<tr>\n<td>M3R\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4R\n</td>\n<td>Central Toronto\n</td>\n<td>North Toronto West,  Lawrence Park\n</td></tr>\n<tr>\n<td>M5R\n</td>\n<td>Central Toronto\n</td>\n<td>The Annex, North Midtown, Yorkville\n</td></tr>\n<tr>\n<td>M6R\n</td>\n<td>West Toronto\n</td>\n<td>Parkdale, Roncesvalles\n</td></tr>\n<tr>\n<td>M7R\n</td>\n<td>Mississauga\n</td>\n<td>Canada Post Gateway Processing Centre\n</td></tr>\n<tr>\n<td>M8R\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9R\n</td>\n<td>Etobicoke\n</td>\n<td>Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\n</td></tr>\n<tr>\n<td>M1S\n</td>\n<td>Scarborough\n</td>\n<td>Agincourt\n</td></tr>\n<tr>\n<td>M2S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4S\n</td>\n<td>Central Toronto\n</td>\n<td>Davisville\n</td></tr>\n<tr>\n<td>M5S\n</td>\n<td>Downtown Toronto\n</td>\n<td>University of Toronto, Harbord\n</td></tr>\n<tr>\n<td>M6S\n</td>\n<td>West Toronto\n</td>\n<td>Runnymede, Swansea\n</td></tr>\n<tr>\n<td>M7S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1T\n</td>\n<td>Scarborough\n</td>\n<td>Clarks Corners, Tam O'Shanter, Sullivan\n</td></tr>\n<tr>\n<td>M2T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4T\n</td>\n<td>Central Toronto\n</td>\n<td>Moore Park, Summerhill East\n</td></tr>\n<tr>\n<td>M5T\n</td>\n<td>Downtown Toronto\n</td>\n<td>Kensington Market, Chinatown, Grange Park\n</td></tr>\n<tr>\n<td>M6T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1V\n</td>\n<td>Scarborough\n</td>\n<td>Milliken, Agincourt North, Steeles East, L'Amoreaux East\n</td></tr>\n<tr>\n<td>M2V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4V\n</td>\n<td>Central Toronto\n</td>\n<td>Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\n</td></tr>\n<tr>\n<td>M5V\n</td>\n<td>Downtown Toronto\n</td>\n<td>CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport\n</td></tr>\n<tr>\n<td>M6V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8V\n</td>\n<td>Etobicoke\n</td>\n<td>New Toronto, Mimico South, Humber Bay Shores\n</td></tr>\n<tr>\n<td>M9V\n</td>\n<td>Etobicoke\n</td>\n<td>South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\n</td></tr>\n<tr>\n<td>M1W\n</td>\n<td>Scarborough\n</td>\n<td>Steeles West, L'Amoreaux West\n</td></tr>\n<tr>\n<td>M2W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4W\n</td>\n<td>Downtown Toronto\n</td>\n<td>Rosedale\n</td></tr>\n<tr>\n<td>M5W\n</td>\n<td>Downtown Toronto\n</td>\n<td>Stn A PO Boxes\n</td></tr>\n<tr>\n<td>M6W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8W\n</td>\n<td>Etobicoke\n</td>\n<td>Alderwood, Long Branch\n</td></tr>\n<tr>\n<td>M9W\n</td>\n<td>Etobicoke\n</td>\n<td>Northwest, West Humber - Clairville\n</td></tr>\n<tr>\n<td>M1X\n</td>\n<td>Scarborough\n</td>\n<td>Upper Rouge\n</td></tr>\n<tr>\n<td>M2X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4X\n</td>\n<td>Downtown Toronto\n</td>\n<td>St. James Town, Cabbagetown\n</td></tr>\n<tr>\n<td>M5X\n</td>\n<td>Downtown Toronto\n</td>\n<td>First Canadian Place, Underground city\n</td></tr>\n<tr>\n<td>M6X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8X\n</td>\n<td>Etobicoke\n</td>\n<td>The Kingsway, Montgomery Road, Old Mill North\n</td></tr>\n<tr>\n<td>M9X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4Y\n</td>\n<td>Downtown Toronto\n</td>\n<td>Church and Wellesley\n</td></tr>\n<tr>\n<td>M5Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M6Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7Y\n</td>\n<td>East Toronto\n</td>\n<td>Business reply mail Processing Centre, South Central Letter Processing Plant Toronto\n</td></tr>\n<tr>\n<td>M8Y\n</td>\n<td>Etobicoke\n</td>\n<td>Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\n</td></tr>\n<tr>\n<td>M9Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M5Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M6Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8Z\n</td>\n<td>Etobicoke\n</td>\n<td>Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n</td></tr>\n<tr>\n<td>M9Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr></tbody></table>\n<h2><span id=\"Most_populated_FSAs.5B3.5D\"></span><span class=\"mw-headline\" id=\"Most_populated_FSAs[3]\">Most populated FSAs<sup class=\"reference\" id=\"cite_ref-statcan_3-0\"><a href=\"#cite_note-statcan-3\">[3]</a></sup></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=2\" title=\"Edit section: Most populated FSAs[3]\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n<ol><li>M1B, 65,129</li>\n<li>M2N, 60,124</li>\n<li>M1V, 55,250</li>\n<li>M9V, 55,159</li>\n<li>M2J, 54,391</li></ol>\n<h2><span id=\"Least_populated_FSAs.5B3.5D\"></span><span class=\"mw-headline\" id=\"Least_populated_FSAs[3]\">Least populated FSAs<sup class=\"reference\" id=\"cite_ref-statcan_3-1\"><a href=\"#cite_note-statcan-3\">[3]</a></sup></span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=3\" title=\"Edit section: Least populated FSAs[3]\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n<ol><li>M5K, 5</li>\n<li>M5L, 5</li>\n<li>M5W, 5</li>\n<li>M5X, 5</li>\n<li>M7A, 5</li></ol>\n<h2><span class=\"mw-headline\" id=\"References\">References</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=List_of_postal_codes_of_Canada:_M&amp;action=edit&amp;section=4\" title=\"Edit section: References\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n<div class=\"mw-references-wrap\"><ol class=\"references\">\n<li id=\"cite_note-1\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-1\">^</a></b></span> <span class=\"reference-text\">\n<cite class=\"citation web cs1\" id=\"CITEREFCanada_Post\">Canada Post. <a class=\"external text\" href=\"https://www.canadapost.ca/cpotools/apps/fpc/personal/findByCity?execution=e2s1\" rel=\"nofollow\">\"Canada Post - Find a Postal Code\"</a><span class=\"reference-accessdate\">. Retrieved <span class=\"nowrap\">9 November</span> 2008</span>.</cite><span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Canada+Post+-+Find+a+Postal+Code&amp;rft.au=Canada+Post&amp;rft_id=https%3A%2F%2Fwww.canadapost.ca%2Fcpotools%2Fapps%2Ffpc%2Fpersonal%2FfindByCity%3Fexecution%3De2s1&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\"></span><style data-mw-deduplicate=\"TemplateStyles:r982806391\">.mw-parser-output cite.citation{font-style:inherit}.mw-parser-output .citation q{quotes:\"\\\"\"\"\\\"\"\"'\"\"'\"}.mw-parser-output .id-lock-free a,.mw-parser-output .citation .cs1-lock-free a{background:linear-gradient(transparent,transparent),url(\"//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg\")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited a,.mw-parser-output .id-lock-registration a,.mw-parser-output .citation .cs1-lock-limited a,.mw-parser-output .citation .cs1-lock-registration a{background:linear-gradient(transparent,transparent),url(\"//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg\")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription a,.mw-parser-output .citation .cs1-lock-subscription a{background:linear-gradient(transparent,transparent),url(\"//upload.wikimedia.org/wikipedia/commons/a/aa/Lock-red-alt-2.svg\")right 0.1em center/9px no-repeat}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration{color:#555}.mw-parser-output .cs1-subscription span,.mw-parser-output .cs1-registration span{border-bottom:1px dotted;cursor:help}.mw-parser-output .cs1-ws-icon a{background:linear-gradient(transparent,transparent),url(\"//upload.wikimedia.org/wikipedia/commons/4/4c/Wikisource-logo.svg\")right 0.1em center/12px no-repeat}.mw-parser-output code.cs1-code{color:inherit;background:inherit;border:none;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;font-size:100%}.mw-parser-output .cs1-visible-error{font-size:100%}.mw-parser-output .cs1-maint{display:none;color:#33aa33;margin-left:0.3em}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration,.mw-parser-output .cs1-format{font-size:95%}.mw-parser-output .cs1-kern-left,.mw-parser-output .cs1-kern-wl-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right,.mw-parser-output .cs1-kern-wl-right{padding-right:0.2em}.mw-parser-output .citation .mw-selflink{font-weight:inherit}</style></span>\n</li>\n<li id=\"cite_note-2\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-2\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web cs1\"><a class=\"external text\" href=\"https://web.archive.org/web/20110519093024/http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\" rel=\"nofollow\">\"Mobile Apps\"</a>. Canada Post. Archived from <a class=\"external text\" href=\"http://www.canadapost.ca/cpo/mc/personal/tools/mobileapp/default.jsf\" rel=\"nofollow\">the original</a> on 2011-05-19.</cite><span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=Mobile+Apps&amp;rft.pub=Canada+Post&amp;rft_id=http%3A%2F%2Fwww.canadapost.ca%2Fcpo%2Fmc%2Fpersonal%2Ftools%2Fmobileapp%2Fdefault.jsf&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\"></span><link href=\"mw-data:TemplateStyles:r982806391\" rel=\"mw-deduplicated-inline-style\"/></span>\n</li>\n<li id=\"cite_note-statcan-3\"><span class=\"mw-cite-backlink\">^ <a href=\"#cite_ref-statcan_3-0\"><sup><i><b>a</b></i></sup></a> <a href=\"#cite_ref-statcan_3-1\"><sup><i><b>b</b></i></sup></a></span> <span class=\"reference-text\"><cite class=\"citation web cs1\"><a class=\"external text\" href=\"http://www12.statcan.ca/english/census06/data/popdwell/Table.cfm?T=1201&amp;SR=1&amp;S=0&amp;O=A&amp;RPP=9999&amp;PR=0&amp;CMA=0\" rel=\"nofollow\">\"2006 Census of Population\"</a>. 15 October 2008.</cite><span class=\"Z3988\" title=\"ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&amp;rft.genre=unknown&amp;rft.btitle=2006+Census+of+Population&amp;rft.date=2008-10-15&amp;rft_id=http%3A%2F%2Fwww12.statcan.ca%2Fenglish%2Fcensus06%2Fdata%2Fpopdwell%2FTable.cfm%3FT%3D1201%26SR%3D1%26S%3D0%26O%3DA%26RPP%3D9999%26PR%3D0%26CMA%3D0&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3AList+of+postal+codes+of+Canada%3A+M\"></span><link href=\"mw-data:TemplateStyles:r982806391\" rel=\"mw-deduplicated-inline-style\"/></span>\n</li>\n</ol></div>\n<table class=\"navbox\">\n<tbody><tr>\n<td style=\"width:36px; text-align:center\"><a class=\"image\" href=\"/wiki/File:Flag_of_Canada.svg\" title=\"Flag of Canada\"><img alt=\"Flag of Canada\" data-file-height=\"600\" data-file-width=\"1200\" decoding=\"async\" height=\"18\" src=\"//upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/36px-Flag_of_Canada.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/54px-Flag_of_Canada.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/c/cf/Flag_of_Canada.svg/72px-Flag_of_Canada.svg.png 2x\" width=\"36\"/></a>\n</td>\n<th class=\"navbox-title\" style=\"font-size:110%\"><a href=\"/wiki/Postal_codes_in_Canada\" title=\"Postal codes in Canada\">Canadian postal codes</a>\n</th>\n<td style=\"width:36px; text-align:center\"><a class=\"image\" href=\"/wiki/File:Canadian_postal_district_map_(without_legends).svg\"><img alt=\"Canadian postal district map (without legends).svg\" data-file-height=\"846\" data-file-width=\"1000\" decoding=\"async\" height=\"18\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/21px-Canadian_postal_district_map_%28without_legends%29.svg.png\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/32px-Canadian_postal_district_map_%28without_legends%29.svg.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/e/eb/Canadian_postal_district_map_%28without_legends%29.svg/43px-Canadian_postal_district_map_%28without_legends%29.svg.png 2x\" width=\"21\"/></a>\n</td></tr>\n<tr>\n<td colspan=\"3\" style=\"text-align:center; font-size: 100%;\">\n<table cellspacing=\"0\" style=\"background-color: #F8F8F8;\" width=\"100%\">\n<tbody><tr>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Newfoundland_and_Labrador\" title=\"Newfoundland and Labrador\">NL</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Nova_Scotia\" title=\"Nova Scotia\">NS</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Prince_Edward_Island\" title=\"Prince Edward Island\">PE</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/New_Brunswick\" title=\"New Brunswick\">NB</a>\n</td>\n<td colspan=\"3\" style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Quebec\" title=\"Quebec\">QC</a>\n</td>\n<td colspan=\"5\" style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Ontario\" title=\"Ontario\">ON</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Manitoba\" title=\"Manitoba\">MB</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Saskatchewan\" title=\"Saskatchewan\">SK</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Alberta\" title=\"Alberta\">AB</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/British_Columbia\" title=\"British Columbia\">BC</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Nunavut\" title=\"Nunavut\">NU</a>/<a href=\"/wiki/Northwest_Territories\" title=\"Northwest Territories\">NT</a>\n</td>\n<td style=\"text-align:center; border:1px solid #aaa;\"><a href=\"/wiki/Yukon\" title=\"Yukon\">YT</a>\n</td></tr>\n<tr>\n<td align=\"center\" style=\"border: 1px solid #FF0000; background-color: #FFE0E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_A\" title=\"List of postal codes of Canada: A\">A</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #FF4000; background-color: #FFE8E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_B\" title=\"List of postal codes of Canada: B\">B</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #FF8000; background-color: #FFF0E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_C\" title=\"List of postal codes of Canada: C\">C</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #FFC000; background-color: #FFF8E0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_E\" title=\"List of postal codes of Canada: E\">E</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #FFFF00; background-color: #FFFFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_G\" title=\"List of postal codes of Canada: G\">G</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #C0FF00; background-color: #F8FFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_H\" title=\"List of postal codes of Canada: H\">H</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #80FF00; background-color: #F0FFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_J\" title=\"List of postal codes of Canada: J\">J</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #00FF00; background-color: #E0FFE0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_K\" title=\"List of postal codes of Canada: K\">K</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #00FF80; background-color: #E0FFF0; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_L\" title=\"List of postal codes of Canada: L\">L</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #E0FFF8; background-color: #00FFC0; font-size: 135%; color: black;\" width=\"5%\"><a class=\"mw-selflink selflink\">M</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #00FFE0; background-color: #E0FFFC; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_N\" title=\"List of postal codes of Canada: N\">N</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #00FFFF; background-color: #E0FFFF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_P\" title=\"List of postal codes of Canada: P\">P</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #00C0FF; background-color: #E0F8FF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_R\" title=\"List of postal codes of Canada: R\">R</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #0080FF; background-color: #E0F0FF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_S\" title=\"List of postal codes of Canada: S\">S</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #0040FF; background-color: #E0E8FF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_T\" title=\"List of postal codes of Canada: T\">T</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #0000FF; background-color: #E0E0FF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_V\" title=\"List of postal codes of Canada: V\">V</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #A000FF; background-color: #E8E0FF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_X\" title=\"List of postal codes of Canada: X\">X</a>\n</td>\n<td align=\"center\" style=\"border: 1px solid #FF00FF; background-color: #FFE0FF; font-size: 135%;\" width=\"5%\"><a href=\"/wiki/List_of_postal_codes_of_Canada:_Y\" title=\"List of postal codes of Canada: Y\">Y</a>\n</td></tr></tbody></table>\n</td></tr></tbody></table>\n<!-- \nNewPP limit report\nParsed by mw1278\nCached time: 20201222051228\nCache expiry: 2592000\nDynamic content: false\nComplications: [vary\u2010revision\u2010sha1]\nCPU time usage: 0.196 seconds\nReal time usage: 0.248 seconds\nPreprocessor visited node count: 279/1000000\nPost\u2010expand include size: 10828/2097152 bytes\nTemplate argument size: 275/2097152 bytes\nHighest expansion depth: 8/40\nExpensive parser function count: 0/500\nUnstrip recursion depth: 1/20\nUnstrip post\u2010expand size: 9622/5000000 bytes\nLua time usage: 0.102/10.000 seconds\nLua memory usage: 3008404/52428800 bytes\nNumber of Wikibase entities loaded: 0/400\n-->\n<!--\nTransclusion expansion time report (%,ms,calls,template)\n100.00%  196.534      1 -total\n 61.06%  119.999      3 Template:Cite_web\n 31.47%   61.842      1 Template:Short_description\n 17.26%   33.916      1 Template:Pagetype\n  8.07%   15.856      2 Template:Main_other\n  6.07%   11.930      1 Template:SDcat\n  2.71%    5.333      1 Template:Canadian_postal_codes\n-->\n<!-- Saved in parser cache with key enwiki:pcache:idhash:539066-0!canonical and timestamp 20201222051228 and revision id 995657573. 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                    },
                    "execution_count": 3,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "wiki_data"
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [],
            "source": "# Converting content of PostalCode HTML table as dataframe\n\ncolumn_names = ['Postalcode','Borough','Neighborhood']\ntoronto = pd.DataFrame(columns = column_names)\n\ncontent = wiki_data.find('div', class_='mw-parser-output')\ntable = content.table.tbody\npostcode = 0\nborough = 0\nneighborhood = 0\n\nfor tr in table.find_all('tr'):\n    i = 0\n    for td in tr.find_all('td'):\n        if i == 0:\n            postcode = td.text\n            i = i + 1\n        elif i == 1:\n            borough = td.text\n            i = i + 1\n        elif i == 2: \n            neighborhood = td.text.strip('\\n').replace(']','')\n    toronto = toronto.append({'Postalcode': postcode,'Borough': borough,'Neighborhood': neighborhood},ignore_index=True)"
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [],
            "source": "# clean dataframe \n\ntoronto = toronto[toronto.Borough!='Not assigned']\ntoronto = toronto[toronto.Borough!= 0]\ntoronto.reset_index(drop = True, inplace = True)\ni = 0\nfor i in range(0,toronto.shape[0]):\n    if toronto.iloc[i][2] == 'Not assigned':\n        toronto.iloc[i][2] = toronto.iloc[i][1]\n        i = i+1"
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postalcode</th>\n      <th>Borough</th>\n      <th>Neighborhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1A\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M1B\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Malvern, Rouge</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M1C\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M1E\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Guildwood, Morningside, West Hill</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M1G\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Woburn</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>M1H\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Cedarbrae</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1J\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Scarborough Village</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1K\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Kennedy Park, Ionview, East Birchmount Park</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1L\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Golden Mile, Clairlea, Oakridge</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1M\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1N\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Birch Cliff, Cliffside West</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M1P\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M1R\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Wexford, Maryvale</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M1S\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Agincourt</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M1T\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M1V\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Milliken, Agincourt North, Steeles East, L'Amo...</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>M1W\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Steeles West, L'Amoreaux West</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>M1X\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Upper Rouge</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>M1Y\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>M1Z\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M2A\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M2B\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>M2C\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>M2E\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>M2G\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>M2H\\n</td>\n      <td>North York\\n</td>\n      <td>Hillcrest Village</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M2J\\n</td>\n      <td>North York\\n</td>\n      <td>Fairview, Henry Farm, Oriole</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M2K\\n</td>\n      <td>North York\\n</td>\n      <td>Bayview Village</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>M2L\\n</td>\n      <td>North York\\n</td>\n      <td>York Mills, Silver Hills</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>M2M\\n</td>\n      <td>North York\\n</td>\n      <td>Willowdale, Newtonbrook</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>150</th>\n      <td>M8N\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>M8P\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>M8R\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>153</th>\n      <td>M8S\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>154</th>\n      <td>M8T\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>155</th>\n      <td>M8V\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>New Toronto, Mimico South, Humber Bay Shores</td>\n    </tr>\n    <tr>\n      <th>156</th>\n      <td>M8W\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Alderwood, Long Branch</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td>M8X\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n    </tr>\n    <tr>\n      <th>158</th>\n      <td>M8Y\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n    </tr>\n    <tr>\n      <th>159</th>\n      <td>M8Z\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n    </tr>\n    <tr>\n      <th>160</th>\n      <td>M9A\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Islington Avenue, Humber Valley Village</td>\n    </tr>\n    <tr>\n      <th>161</th>\n      <td>M9B\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>West Deane Park, Princess Gardens, Martin Grov...</td>\n    </tr>\n    <tr>\n      <th>162</th>\n      <td>M9C\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n    </tr>\n    <tr>\n      <th>163</th>\n      <td>M9E\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>164</th>\n      <td>M9G\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>165</th>\n      <td>M9H\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>166</th>\n      <td>M9J\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>167</th>\n      <td>M9K\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>168</th>\n      <td>M9L\\n</td>\n      <td>North York\\n</td>\n      <td>Humber Summit</td>\n    </tr>\n    <tr>\n      <th>169</th>\n      <td>M9M\\n</td>\n      <td>North York\\n</td>\n      <td>Humberlea, Emery</td>\n    </tr>\n    <tr>\n      <th>170</th>\n      <td>M9N\\n</td>\n      <td>York\\n</td>\n      <td>Weston</td>\n    </tr>\n    <tr>\n      <th>171</th>\n      <td>M9P\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Westmount</td>\n    </tr>\n    <tr>\n      <th>172</th>\n      <td>M9R\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n    </tr>\n    <tr>\n      <th>173</th>\n      <td>M9S\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>174</th>\n      <td>M9T\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>175</th>\n      <td>M9V\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n    </tr>\n    <tr>\n      <th>176</th>\n      <td>M9W\\n</td>\n      <td>Etobicoke\\n</td>\n      <td>Northwest, West Humber - Clairville</td>\n    </tr>\n    <tr>\n      <th>177</th>\n      <td>M9X\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>178</th>\n      <td>M9Y\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>179</th>\n      <td>M9Z\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n  </tbody>\n</table>\n<p>180 rows \u00d7 3 columns</p>\n</div>",
                        "text/plain": "    Postalcode         Borough  \\\n0        M1A\\n  Not assigned\\n   \n1        M1B\\n   Scarborough\\n   \n2        M1C\\n   Scarborough\\n   \n3        M1E\\n   Scarborough\\n   \n4        M1G\\n   Scarborough\\n   \n5        M1H\\n   Scarborough\\n   \n6        M1J\\n   Scarborough\\n   \n7        M1K\\n   Scarborough\\n   \n8        M1L\\n   Scarborough\\n   \n9        M1M\\n   Scarborough\\n   \n10       M1N\\n   Scarborough\\n   \n11       M1P\\n   Scarborough\\n   \n12       M1R\\n   Scarborough\\n   \n13       M1S\\n   Scarborough\\n   \n14       M1T\\n   Scarborough\\n   \n15       M1V\\n   Scarborough\\n   \n16       M1W\\n   Scarborough\\n   \n17       M1X\\n   Scarborough\\n   \n18       M1Y\\n  Not assigned\\n   \n19       M1Z\\n  Not assigned\\n   \n20       M2A\\n  Not assigned\\n   \n21       M2B\\n  Not assigned\\n   \n22       M2C\\n  Not assigned\\n   \n23       M2E\\n  Not assigned\\n   \n24       M2G\\n  Not assigned\\n   \n25       M2H\\n    North York\\n   \n26       M2J\\n    North York\\n   \n27       M2K\\n    North York\\n   \n28       M2L\\n    North York\\n   \n29       M2M\\n    North York\\n   \n..         ...             ...   \n150      M8N\\n  Not assigned\\n   \n151      M8P\\n  Not assigned\\n   \n152      M8R\\n  Not assigned\\n   \n153      M8S\\n  Not assigned\\n   \n154      M8T\\n  Not assigned\\n   \n155      M8V\\n     Etobicoke\\n   \n156      M8W\\n     Etobicoke\\n   \n157      M8X\\n     Etobicoke\\n   \n158      M8Y\\n     Etobicoke\\n   \n159      M8Z\\n     Etobicoke\\n   \n160      M9A\\n     Etobicoke\\n   \n161      M9B\\n     Etobicoke\\n   \n162      M9C\\n     Etobicoke\\n   \n163      M9E\\n  Not assigned\\n   \n164      M9G\\n  Not assigned\\n   \n165      M9H\\n  Not assigned\\n   \n166      M9J\\n  Not assigned\\n   \n167      M9K\\n  Not assigned\\n   \n168      M9L\\n    North York\\n   \n169      M9M\\n    North York\\n   \n170      M9N\\n          York\\n   \n171      M9P\\n     Etobicoke\\n   \n172      M9R\\n     Etobicoke\\n   \n173      M9S\\n  Not assigned\\n   \n174      M9T\\n  Not assigned\\n   \n175      M9V\\n     Etobicoke\\n   \n176      M9W\\n     Etobicoke\\n   \n177      M9X\\n  Not assigned\\n   \n178      M9Y\\n  Not assigned\\n   \n179      M9Z\\n  Not assigned\\n   \n\n                                          Neighborhood  \n0                                       Not assigned\\n  \n1                                       Malvern, Rouge  \n2               Rouge Hill, Port Union, Highland Creek  \n3                    Guildwood, Morningside, West Hill  \n4                                               Woburn  \n5                                            Cedarbrae  \n6                                  Scarborough Village  \n7          Kennedy Park, Ionview, East Birchmount Park  \n8                      Golden Mile, Clairlea, Oakridge  \n9      Cliffside, Cliffcrest, Scarborough Village West  \n10                         Birch Cliff, Cliffside West  \n11   Dorset Park, Wexford Heights, Scarborough Town...  \n12                                   Wexford, Maryvale  \n13                                           Agincourt  \n14             Clarks Corners, Tam O'Shanter, Sullivan  \n15   Milliken, Agincourt North, Steeles East, L'Amo...  \n16                       Steeles West, L'Amoreaux West  \n17                                         Upper Rouge  \n18                                      Not assigned\\n  \n19                                      Not assigned\\n  \n20                                      Not assigned\\n  \n21                                      Not assigned\\n  \n22                                      Not assigned\\n  \n23                                      Not assigned\\n  \n24                                      Not assigned\\n  \n25                                   Hillcrest Village  \n26                        Fairview, Henry Farm, Oriole  \n27                                     Bayview Village  \n28                            York Mills, Silver Hills  \n29                             Willowdale, Newtonbrook  \n..                                                 ...  \n150                                     Not assigned\\n  \n151                                     Not assigned\\n  \n152                                     Not assigned\\n  \n153                                     Not assigned\\n  \n154                                     Not assigned\\n  \n155       New Toronto, Mimico South, Humber Bay Shores  \n156                             Alderwood, Long Branch  \n157      The Kingsway, Montgomery Road, Old Mill North  \n158  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n159  Mimico NW, The Queensway West, South of Bloor,...  \n160            Islington Avenue, Humber Valley Village  \n161  West Deane Park, Princess Gardens, Martin Grov...  \n162  Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n163                                     Not assigned\\n  \n164                                     Not assigned\\n  \n165                                     Not assigned\\n  \n166                                     Not assigned\\n  \n167                                     Not assigned\\n  \n168                                      Humber Summit  \n169                                   Humberlea, Emery  \n170                                             Weston  \n171                                          Westmount  \n172  Kingsview Village, St. Phillips, Martin Grove ...  \n173                                     Not assigned\\n  \n174                                     Not assigned\\n  \n175  South Steeles, Silverstone, Humbergate, Jamest...  \n176                Northwest, West Humber - Clairville  \n177                                     Not assigned\\n  \n178                                     Not assigned\\n  \n179                                     Not assigned\\n  \n\n[180 rows x 3 columns]"
                    },
                    "execution_count": 6,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df = toronto.groupby(['Postalcode','Borough'])['Neighborhood'].apply(', '.join).reset_index()\ndf"
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postalcode</th>\n      <th>Borough</th>\n      <th>Neighborhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>180</td>\n      <td>180</td>\n      <td>180</td>\n    </tr>\n    <tr>\n      <th>unique</th>\n      <td>180</td>\n      <td>11</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <th>top</th>\n      <td>M3T\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>freq</th>\n      <td>1</td>\n      <td>77</td>\n      <td>77</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "       Postalcode         Borough    Neighborhood\ncount         180             180             180\nunique        180              11             100\ntop         M3T\\n  Not assigned\\n  Not assigned\\n\nfreq            1              77              77"
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df.describe()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "#### Data Cleaning \nDrop any \"None\" rows of df and row which contains 'Not assigned' value \nAll \"Not assigned\" will be replace to 'NaN'"
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [],
            "source": "df = df.dropna()\nempty = 'Not assigned'\ndf = df[(df.Postalcode != empty ) & (df.Borough != empty) & (df.Neighborhood != empty)]"
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postalcode</th>\n      <th>Borough</th>\n      <th>Neighborhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1A\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M1B\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Malvern, Rouge</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M1C\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M1E\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Guildwood, Morningside, West Hill</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M1G\\n</td>\n      <td>Scarborough\\n</td>\n      <td>Woburn</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "  Postalcode         Borough                            Neighborhood\n0      M1A\\n  Not assigned\\n                          Not assigned\\n\n1      M1B\\n   Scarborough\\n                          Malvern, Rouge\n2      M1C\\n   Scarborough\\n  Rouge Hill, Port Union, Highland Creek\n3      M1E\\n   Scarborough\\n       Guildwood, Morningside, West Hill\n4      M1G\\n   Scarborough\\n                                  Woburn"
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df.head()"
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "metadata": {},
            "outputs": [],
            "source": "def neighborhood_list(grouped):    \n    return ', '.join(sorted(grouped['Neighborhood'].tolist()))\n                    \ngrp = df.groupby(['Postalcode', 'Borough'])\ndf_2 = grp.apply(neighborhood_list).reset_index(name='Neighborhood')"
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postalcode</th>\n      <th>Borough</th>\n      <th>Neighborhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>180</td>\n      <td>180</td>\n      <td>180</td>\n    </tr>\n    <tr>\n      <th>unique</th>\n      <td>180</td>\n      <td>11</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <th>top</th>\n      <td>M3T\\n</td>\n      <td>Not assigned\\n</td>\n      <td>Not assigned\\n</td>\n    </tr>\n    <tr>\n      <th>freq</th>\n      <td>1</td>\n      <td>77</td>\n      <td>77</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "       Postalcode         Borough    Neighborhood\ncount         180             180             180\nunique        180              11             100\ntop         M3T\\n  Not assigned\\n  Not assigned\\n\nfreq            1              77              77"
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df_2.describe()"
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "(180, 3)\n"
                }
            ],
            "source": "print(df_2.shape)\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": ""
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.6",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.6.9"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 1
}