Clustering neighbourhoods in Toronto.ipynb

{
    "nbformat_minor": 1, 
    "cells": [
        {
            "source": "<h2>Segmenting and Clustering Neighbourhoods in Toronto</h2>\n\nThe project includes scraping the Wikipedia page for the postal codes of Canada and then process and clean the data for the clustering. The clustering is carried out by K Means and the clusters are plotted using the Folium Library. The Boroughs containing the name 'Toronto' in it are first plotted and then clustered and plotted again.\n\n\n\n<h3>All the 3 tasks of <i>web scraping</i>, <i>cleaning</i> and <i>clustering</i> are implemented in the same notebook for the ease of evaluation.</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "<h3>Installing and Importing the required Libraries</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 2, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "Requirement already satisfied: beautifulsoup4 in /opt/conda/envs/Python36/lib/python3.6/site-packages (4.7.1)\nRequirement already satisfied: soupsieve>=1.2 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from beautifulsoup4) (1.7.1)\nRequirement already satisfied: lxml in /opt/conda/envs/Python36/lib/python3.6/site-packages (4.3.1)\nSolving environment: done\n\n## Package Plan ##\n\n  environment location: /opt/conda/envs/Python36\n\n  added / updated specs: \n    - folium=0.5.0\n\n\nThe following packages will be downloaded:\n\n    package                    |            build\n    ---------------------------|-----------------\n    altair-3.1.0               |           py36_0         724 KB  conda-forge\n    vincent-0.4.4              |             py_1          28 KB  conda-forge\n    certifi-2019.6.16          |           py36_1         149 KB  conda-forge\n    openssl-1.1.1c             |       h516909a_0         2.1 MB  conda-forge\n    branca-0.3.1               |             py_0          25 KB  conda-forge\n    folium-0.5.0               |             py_0          45 KB  conda-forge\n    ca-certificates-2019.6.16  |       hecc5488_0         145 KB  conda-forge\n    ------------------------------------------------------------\n                                           Total:         3.2 MB\n\nThe following NEW packages will be INSTALLED:\n\n    altair:          3.1.0-py36_0      conda-forge\n    branca:          0.3.1-py_0        conda-forge\n    folium:          0.5.0-py_0        conda-forge\n    vincent:         0.4.4-py_1        conda-forge\n\nThe following packages will be UPDATED:\n\n    ca-certificates: 2019.5.15-0                   --> 2019.6.16-hecc5488_0 conda-forge\n    certifi:         2019.6.16-py36_0              --> 2019.6.16-py36_1     conda-forge\n\nThe following packages will be DOWNGRADED:\n\n    openssl:         1.1.1c-h7b6447c_1             --> 1.1.1c-h516909a_0    conda-forge\n\n\nDownloading and Extracting Packages\naltair-3.1.0         | 724 KB    | ##################################### | 100% \nvincent-0.4.4        | 28 KB     | ##################################### | 100% \ncertifi-2019.6.16    | 149 KB    | ##################################### | 100% \nopenssl-1.1.1c       | 2.1 MB    | ##################################### | 100% \nbranca-0.3.1         | 25 KB     | ##################################### | 100% \nfolium-0.5.0         | 45 KB     | ##################################### | 100% \nca-certificates-2019 | 145 KB    | ##################################### | 100% \nPreparing transaction: done\nVerifying transaction: done\nExecuting transaction: done\nFolium installed\nLibraries imported.\n"
                }
            ], 
            "source": "!pip install beautifulsoup4\n!pip install lxml\nimport requests # library to handle requests\nimport pandas as pd # library for data analsysis\nimport numpy as np # library to handle data in a vectorized manner\nimport random # library for random number generation\n\n#!conda install -c conda-forge geopy --yes \nfrom geopy.geocoders import Nominatim # module to convert an address into latitude and longitude values\n\n# libraries for displaying images\nfrom IPython.display import Image \nfrom IPython.core.display import HTML \n\n\nfrom IPython.display import display_html\nimport pandas as pd\nimport numpy as np\n    \n# tranforming json file into a pandas dataframe library\nfrom pandas.io.json import json_normalize\n\n!conda install -c conda-forge folium=0.5.0 --yes\nimport folium # plotting library\nfrom bs4 import BeautifulSoup\nfrom sklearn.cluster import KMeans\nimport matplotlib.cm as cm\nimport matplotlib.colors as colors\n\nprint('Folium installed')\nprint('Libraries imported.')"
        }, 
        {
            "source": "<h3>Scraping the Wikipedia page for the table of postal codes of Canada</h3>\n\nBeautifulSoup Library of Python is used for web scraping of table from the Wikipedia. The title of the webpage is printed to check if the page has been scraped successfully or not. Then the table of postal codes of Canada is printed.", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 4, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "<title>List of postal codes of Canada: M - Wikipedia</title>\n"
                }, 
                {
                    "output_type": "display_data", 
                    "data": {
                        "text/html": "<table class=\"wikitable sortable\">\n<tbody><tr>\n<th>Postcode</th>\n<th>Borough</th>\n<th>Neighbourhood\n</th></tr>\n<tr>\n<td>M1A</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2A</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3A</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Parkwoods\" title=\"Parkwoods\">Parkwoods</a>\n</td></tr>\n<tr>\n<td>M4A</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Victoria_Village\" title=\"Victoria Village\">Victoria Village</a>\n</td></tr>\n<tr>\n<td>M5A</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Harbourfront_(Toronto)\" title=\"Harbourfront (Toronto)\">Harbourfront</a>\n</td></tr>\n<tr>\n<td>M5A</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Regent_Park\" title=\"Regent Park\">Regent Park</a>\n</td></tr>\n<tr>\n<td>M6A</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Lawrence_Heights\" title=\"Lawrence Heights\">Lawrence Heights</a>\n</td></tr>\n<tr>\n<td>M6A</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Lawrence_Manor\" title=\"Lawrence Manor\">Lawrence Manor</a>\n</td></tr>\n<tr>\n<td>M7A</td>\n<td><a href=\"/wiki/Queen%27s_Park_(Toronto)\" title=\"Queen's Park (Toronto)\">Queen's Park</a></td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8A</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9A</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Islington_Avenue\" title=\"Islington Avenue\">Islington Avenue</a>\n</td></tr>\n<tr>\n<td>M1B</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Rouge,_Toronto\" title=\"Rouge, Toronto\">Rouge</a>\n</td></tr>\n<tr>\n<td>M1B</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Malvern,_Toronto\" title=\"Malvern, Toronto\">Malvern</a>\n</td></tr>\n<tr>\n<td>M2B</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3B</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Don Mills North\n</td></tr>\n<tr>\n<td>M4B</td>\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Woodbine_Gardens\" title=\"Woodbine Gardens\">Woodbine Gardens</a>\n</td></tr>\n<tr>\n<td>M4B</td>\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Parkview_Hill\" title=\"Parkview Hill\">Parkview Hill</a>\n</td></tr>\n<tr>\n<td>M5B</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Ryerson\n</td></tr>\n<tr>\n<td>M5B</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Garden District\n</td></tr>\n<tr>\n<td>M6B</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Glencairn\n</td></tr>\n<tr>\n<td>M7B</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8B</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9B</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Cloverdale\n</td></tr>\n<tr>\n<td>M9B</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Islington,_Toronto\" title=\"Islington, Toronto\">Islington</a>\n</td></tr>\n<tr>\n<td>M9B</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Martin Grove\n</td></tr>\n<tr>\n<td>M9B</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Princess_Gardens\" title=\"Princess Gardens\">Princess Gardens</a>\n</td></tr>\n<tr>\n<td>M9B</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/West_Deane_Park\" title=\"West Deane Park\">West Deane Park</a>\n</td></tr>\n<tr>\n<td>M1C</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Highland_Creek_(Toronto)\" title=\"Highland Creek (Toronto)\">Highland Creek</a>\n</td></tr>\n<tr>\n<td>M1C</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Rouge_Hill\" title=\"Rouge Hill\">Rouge Hill</a>\n</td></tr>\n<tr>\n<td>M1C</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Port_Union,_Toronto\" title=\"Port Union, Toronto\">Port Union</a>\n</td></tr>\n<tr>\n<td>M2C</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3C</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Flemingdon_Park\" title=\"Flemingdon Park\">Flemingdon Park</a>\n</td></tr>\n<tr>\n<td>M3C</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Don Mills South\n</td></tr>\n<tr>\n<td>M4C</td>\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Woodbine_Heights\" title=\"Woodbine Heights\">Woodbine Heights</a>\n</td></tr>\n<tr>\n<td>M5C</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/St._James_Town\" title=\"St. James Town\">St. James Town</a>\n</td></tr>\n<tr>\n<td>M6C</td>\n<td>York</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Humewood-Cedarvale\" title=\"Humewood-Cedarvale\">Humewood-Cedarvale</a>\n</td></tr>\n<tr>\n<td>M7C</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8C</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9C</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Bloordale Gardens\n</td></tr>\n<tr>\n<td>M9C</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Eringate\n</td></tr>\n<tr>\n<td>M9C</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Markland_Wood\" title=\"Markland Wood\">Markland Wood</a>\n</td></tr>\n<tr>\n<td>M9C</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Old Burnhamthorpe\n</td></tr>\n<tr>\n<td>M1E</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Guildwood\n</td></tr>\n<tr>\n<td>M1E</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Morningside,_Toronto\" title=\"Morningside, Toronto\">Morningside</a>\n</td></tr>\n<tr>\n<td>M1E</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/West_Hill,_Toronto\" title=\"West Hill, Toronto\">West Hill</a>\n</td></tr>\n<tr>\n<td>M2E</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3E</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4E</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td><a href=\"/wiki/The_Beaches\" title=\"The Beaches\">The Beaches</a>\n</td></tr>\n<tr>\n<td>M5E</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Berczy_Park\" title=\"Berczy Park\">Berczy Park</a>\n</td></tr>\n<tr>\n<td>M6E</td>\n<td>York</td>\n<td>Caledonia-Fairbanks\n</td></tr>\n<tr>\n<td>M7E</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8E</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9E</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1G</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Woburn,_Toronto\" title=\"Woburn, Toronto\">Woburn</a>\n</td></tr>\n<tr>\n<td>M2G</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3G</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4G</td>\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n<td><a href=\"/wiki/Leaside\" title=\"Leaside\">Leaside</a>\n</td></tr>\n<tr>\n<td>M5G</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Central Bay Street\n</td></tr>\n<tr>\n<td>M6G</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Christie\n</td></tr>\n<tr>\n<td>M7G</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8G</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9G</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1H</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Cedarbrae\n</td></tr>\n<tr>\n<td>M2H</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Hillcrest_Village\" title=\"Hillcrest Village\">Hillcrest Village</a>\n</td></tr>\n<tr>\n<td>M3H</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Bathurst_Manor\" title=\"Bathurst Manor\">Bathurst Manor</a>\n</td></tr>\n<tr>\n<td>M3H</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Downsview North\n</td></tr>\n<tr>\n<td>M3H</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Wilson_Heights,_Toronto\" title=\"Wilson Heights, Toronto\">Wilson Heights</a>\n</td></tr>\n<tr>\n<td>M4H</td>\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n<td><a href=\"/wiki/Thorncliffe_Park\" title=\"Thorncliffe Park\">Thorncliffe Park</a>\n</td></tr>\n<tr>\n<td>M5H</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Adelaide\n</td></tr>\n<tr>\n<td>M5H</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>King\n</td></tr>\n<tr>\n<td>M5H</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Richmond\n</td></tr>\n<tr>\n<td>M6H</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Dovercourt_Village\" title=\"Dovercourt Village\">Dovercourt Village</a>\n</td></tr>\n<tr>\n<td>M6H</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td>Dufferin\n</td></tr>\n<tr>\n<td>M7H</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8H</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9H</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1J</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Scarborough_Village\" title=\"Scarborough Village\">Scarborough Village</a>\n</td></tr>\n<tr>\n<td>M2J</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Fairview\n</td></tr>\n<tr>\n<td>M2J</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Henry_Farm\" title=\"Henry Farm\">Henry Farm</a>\n</td></tr>\n<tr>\n<td>M2J</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Oriole\n</td></tr>\n<tr>\n<td>M3J</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Northwood_Park\" title=\"Northwood Park\">Northwood Park</a>\n</td></tr>\n<tr>\n<td>M3J</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/York_University\" title=\"York University\">York University</a>\n</td></tr>\n<tr>\n<td>M4J</td>\n<td><a href=\"/wiki/East_York\" title=\"East York\">East York</a></td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a>\n</td></tr>\n<tr>\n<td>M5J</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Harbourfront East\n</td></tr>\n<tr>\n<td>M5J</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Toronto_Islands\" title=\"Toronto Islands\">Toronto Islands</a>\n</td></tr>\n<tr>\n<td>M5J</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Union_Station_(Toronto)\" title=\"Union Station (Toronto)\">Union Station</a>\n</td></tr>\n<tr>\n<td>M6J</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Little_Portugal,_Toronto\" title=\"Little Portugal, Toronto\">Little Portugal</a>\n</td></tr>\n<tr>\n<td>M6J</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Trinity%E2%80%93Bellwoods\" title=\"Trinity\u2013Bellwoods\">Trinity</a>\n</td></tr>\n<tr>\n<td>M7J</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8J</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9J</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1K</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>East Birchmount Park\n</td></tr>\n<tr>\n<td>M1K</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Ionview\" title=\"Ionview\">Ionview</a>\n</td></tr>\n<tr>\n<td>M1K</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Kennedy_Park,_Toronto\" title=\"Kennedy Park, Toronto\">Kennedy Park</a>\n</td></tr>\n<tr>\n<td>M2K</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Bayview_Village\" title=\"Bayview Village\">Bayview Village</a>\n</td></tr>\n<tr>\n<td>M3K</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/CFB_Toronto\" title=\"CFB Toronto\">CFB Toronto</a>\n</td></tr>\n<tr>\n<td>M3K</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Downsview East\n</td></tr>\n<tr>\n<td>M4K</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td>The Danforth West\n</td></tr>\n<tr>\n<td>M4K</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td><a href=\"/wiki/Riverdale,_Toronto\" title=\"Riverdale, Toronto\">Riverdale</a>\n</td></tr>\n<tr>\n<td>M5K</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Design_Exchange\" title=\"Design Exchange\">Design Exchange</a>\n</td></tr>\n<tr>\n<td>M5K</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Toronto_Dominion_Centre\" title=\"Toronto Dominion Centre\">Toronto Dominion Centre</a>\n</td></tr>\n<tr>\n<td>M6K</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td>Brockton\n</td></tr>\n<tr>\n<td>M6K</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Exhibition_Place\" title=\"Exhibition Place\">Exhibition Place</a>\n</td></tr>\n<tr>\n<td>M6K</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Parkdale_Village\" title=\"Parkdale Village\">Parkdale Village</a>\n</td></tr>\n<tr>\n<td>M7K</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8K</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9K</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1L</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Clairlea\" title=\"Clairlea\">Clairlea</a>\n</td></tr>\n<tr>\n<td>M1L</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Golden_Mile,_Toronto\" title=\"Golden Mile, Toronto\">Golden Mile</a>\n</td></tr>\n<tr>\n<td>M1L</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Oakridge,_Toronto\" title=\"Oakridge, Toronto\">Oakridge</a>\n</td></tr>\n<tr>\n<td>M2L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Silver Hills\n</td></tr>\n<tr>\n<td>M2L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/York_Mills\" title=\"York Mills\">York Mills</a>\n</td></tr>\n<tr>\n<td>M3L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Downsview\" title=\"Downsview\">Downsview West</a>\n</td></tr>\n<tr>\n<td>M4L</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td>The Beaches West\n</td></tr>\n<tr>\n<td>M4L</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/India_Bazaar\" title=\"India Bazaar\">India Bazaar</a>\n</td></tr>\n<tr>\n<td>M5L</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Commerce_Court\" title=\"Commerce Court\">Commerce Court</a>\n</td></tr>\n<tr>\n<td>M5L</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Victoria Hotel\n</td></tr>\n<tr>\n<td>M6L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Downsview,_Toronto\" title=\"Downsview, Toronto\">Downsview</a>\n</td></tr>\n<tr>\n<td>M6L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>North Park\n</td></tr>\n<tr>\n<td>M6L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Upwood Park\n</td></tr>\n<tr>\n<td>M7L</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8L</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9L</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Humber_Summit\" title=\"Humber Summit\">Humber Summit</a>\n</td></tr>\n<tr>\n<td>M1M</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Cliffcrest\" title=\"Cliffcrest\">Cliffcrest</a>\n</td></tr>\n<tr>\n<td>M1M</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Cliffside,_Toronto\" title=\"Cliffside, Toronto\">Cliffside</a>\n</td></tr>\n<tr>\n<td>M1M</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Scarborough Village West\n</td></tr>\n<tr>\n<td>M2M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Newtonbrook\" title=\"Newtonbrook\">Newtonbrook</a>\n</td></tr>\n<tr>\n<td>M2M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Willowdale,_Toronto\" title=\"Willowdale, Toronto\">Willowdale</a>\n</td></tr>\n<tr>\n<td>M3M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Downsview Central\n</td></tr>\n<tr>\n<td>M4M</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td>Studio District\n</td></tr>\n<tr>\n<td>M5M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a href=\"/wiki/Bedford_Park,_Toronto\" title=\"Bedford Park, Toronto\">Bedford Park</a>\n</td></tr>\n<tr>\n<td>M5M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Lawrence Manor East\n</td></tr>\n<tr>\n<td>M6M</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td>Del Ray\n</td></tr>\n<tr>\n<td>M6M</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Keelesdale\" title=\"Keelesdale\">Keelesdale</a>\n</td></tr>\n<tr>\n<td>M6M</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td><a href=\"/wiki/Mount_Dennis\" title=\"Mount Dennis\">Mount Dennis</a>\n</td></tr>\n<tr>\n<td>M6M</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td><a href=\"/wiki/Silverthorn,_Toronto\" title=\"Silverthorn, Toronto\">Silverthorn</a>\n</td></tr>\n<tr>\n<td>M7M</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8M</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Emery,_Toronto\" title=\"Emery, Toronto\">Emery</a>\n</td></tr>\n<tr>\n<td>M9M</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Humberlea\" title=\"Humberlea\">Humberlea</a>\n</td></tr>\n<tr>\n<td>M1N</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Birch_Cliff\" title=\"Birch Cliff\">Birch Cliff</a>\n</td></tr>\n<tr>\n<td>M1N</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Cliffside West\n</td></tr>\n<tr>\n<td>M2N</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Willowdale South\n</td></tr>\n<tr>\n<td>M3N</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>Downsview Northwest\n</td></tr>\n<tr>\n<td>M4N</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a href=\"/wiki/Lawrence_Park,_Toronto\" title=\"Lawrence Park, Toronto\">Lawrence Park</a>\n</td></tr>\n<tr>\n<td>M5N</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Roselawn\n</td></tr>\n<tr>\n<td>M6N</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td>The Junction North\n</td></tr>\n<tr>\n<td>M6N</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td>Runnymede\n</td></tr>\n<tr>\n<td>M7N</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8N</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9N</td>\n<td><a href=\"/wiki/York,_Toronto\" title=\"York, Toronto\">York</a></td>\n<td><a href=\"/wiki/Weston,_Toronto\" title=\"Weston, Toronto\">Weston</a>\n</td></tr>\n<tr>\n<td>M1P</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Dorset_Park\" title=\"Dorset Park\">Dorset Park</a>\n</td></tr>\n<tr>\n<td>M1P</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Scarborough_Town_Centre\" title=\"Scarborough Town Centre\">Scarborough Town Centre</a>\n</td></tr>\n<tr>\n<td>M1P</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Wexford_Heights\" title=\"Wexford Heights\">Wexford Heights</a>\n</td></tr>\n<tr>\n<td>M2P</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td>York Mills West\n</td></tr>\n<tr>\n<td>M3P</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4P</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Davisville North\n</td></tr>\n<tr>\n<td>M5P</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Forest_Hill_North\" title=\"Forest Hill North\">Forest Hill North</a>\n</td></tr>\n<tr>\n<td>M5P</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Forest Hill West\n</td></tr>\n<tr>\n<td>M6P</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/High_Park\" title=\"High Park\">High Park</a>\n</td></tr>\n<tr>\n<td>M6P</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td>The Junction South\n</td></tr>\n<tr>\n<td>M7P</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8P</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9P</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Westmount\n</td></tr>\n<tr>\n<td>M1R</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Maryvale,_Toronto\" title=\"Maryvale, Toronto\">Maryvale</a>\n</td></tr>\n<tr>\n<td>M1R</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Wexford,_Toronto\" title=\"Wexford, Toronto\">Wexford</a>\n</td></tr>\n<tr>\n<td>M2R</td>\n<td><a href=\"/wiki/North_York\" title=\"North York\">North York</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Willowdale_West\" title=\"Willowdale West\">Willowdale West</a>\n</td></tr>\n<tr>\n<td>M3R</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4R</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>North Toronto West\n</td></tr>\n<tr>\n<td>M5R</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a href=\"/wiki/The_Annex\" title=\"The Annex\">The Annex</a>\n</td></tr>\n<tr>\n<td>M5R</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>North Midtown\n</td></tr>\n<tr>\n<td>M5R</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a href=\"/wiki/Yorkville,_Toronto\" title=\"Yorkville, Toronto\">Yorkville</a>\n</td></tr>\n<tr>\n<td>M6R</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Parkdale,_Toronto\" title=\"Parkdale, Toronto\">Parkdale</a>\n</td></tr>\n<tr>\n<td>M6R</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Roncesvalles,_Toronto\" title=\"Roncesvalles, Toronto\">Roncesvalles</a>\n</td></tr>\n<tr>\n<td>M7R</td>\n<td>Mississauga</td>\n<td>Canada Post Gateway Processing Centre\n</td></tr>\n<tr>\n<td>M8R</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9R</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Kingsview_Village\" title=\"Kingsview Village\">Kingsview Village</a>\n</td></tr>\n<tr>\n<td>M9R</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Martin Grove Gardens\n</td></tr>\n<tr>\n<td>M9R</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Richview Gardens\n</td></tr>\n<tr>\n<td>M9R</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>St. Phillips\n</td></tr>\n<tr>\n<td>M1S</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Agincourt,_Toronto\" title=\"Agincourt, Toronto\">Agincourt</a>\n</td></tr>\n<tr>\n<td>M2S</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3S</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4S</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Davisville\n</td></tr>\n<tr>\n<td>M5S</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Harbord\n</td></tr>\n<tr>\n<td>M5S</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/University_of_Toronto\" title=\"University of Toronto\">University of Toronto</a>\n</td></tr>\n<tr>\n<td>M6S</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Runnymede,_Toronto\" title=\"Runnymede, Toronto\">Runnymede</a>\n</td></tr>\n<tr>\n<td>M6S</td>\n<td><a href=\"/wiki/West_Toronto\" title=\"West Toronto\">West Toronto</a></td>\n<td><a href=\"/wiki/Swansea,_Toronto\" title=\"Swansea, Toronto\">Swansea</a>\n</td></tr>\n<tr>\n<td>M7S</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8S</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9S</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1T</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Clarks Corners\n</td></tr>\n<tr>\n<td>M1T</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Sullivan\n</td></tr>\n<tr>\n<td>M1T</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Tam_O%27Shanter_%E2%80%93_Sullivan\" title=\"Tam O'Shanter \u2013 Sullivan\">Tam O'Shanter</a>\n</td></tr>\n<tr>\n<td>M2T</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3T</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4T</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a href=\"/wiki/Moore_Park,_Toronto\" title=\"Moore Park, Toronto\">Moore Park</a>\n</td></tr>\n<tr>\n<td>M4T</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Summerhill East\n</td></tr>\n<tr>\n<td>M5T</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Chinatown,_Toronto\" title=\"Chinatown, Toronto\">Chinatown</a>\n</td></tr>\n<tr>\n<td>M5T</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Grange_Park_(Toronto)\" title=\"Grange Park (Toronto)\">Grange Park</a>\n</td></tr>\n<tr>\n<td>M5T</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Kensington_Market\" title=\"Kensington Market\">Kensington Market</a>\n</td></tr>\n<tr>\n<td>M6T</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7T</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8T</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9T</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1V</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Agincourt_North\" title=\"Agincourt North\">Agincourt North</a>\n</td></tr>\n<tr>\n<td>M1V</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>L'Amoreaux East\n</td></tr>\n<tr>\n<td>M1V</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a href=\"/wiki/Milliken,_Ontario\" title=\"Milliken, Ontario\">Milliken</a>\n</td></tr>\n<tr>\n<td>M1V</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>Steeles East\n</td></tr>\n<tr>\n<td>M2V</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3V</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4V</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a href=\"/wiki/Deer_Park,_Toronto\" title=\"Deer Park, Toronto\">Deer Park</a>\n</td></tr>\n<tr>\n<td>M4V</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Forest Hill SE\n</td></tr>\n<tr>\n<td>M4V</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Rathnelly\" title=\"Rathnelly\">Rathnelly</a>\n</td></tr>\n<tr>\n<td>M4V</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td><a href=\"/wiki/South_Hill,_Toronto\" title=\"South Hill, Toronto\">South Hill</a>\n</td></tr>\n<tr>\n<td>M4V</td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Central_Toronto\" title=\"Central Toronto\">Central Toronto</a></td>\n<td>Summerhill West\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/CN_Tower\" title=\"CN Tower\">CN Tower</a>\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Bathurst Quay\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Island airport\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Harbourfront West\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/King_and_Spadina\" title=\"King and Spadina\">King and Spadina</a>\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Railway_Lands\" title=\"Railway Lands\">Railway Lands</a>\n</td></tr>\n<tr>\n<td>M5V</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/South_Niagara\" title=\"South Niagara\">South Niagara</a>\n</td></tr>\n<tr>\n<td>M6V</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7V</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Humber Bay Shores\n</td></tr>\n<tr>\n<td>M8V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Mimico South\n</td></tr>\n<tr>\n<td>M8V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/New_Toronto\" title=\"New Toronto\">New Toronto</a>\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Albion Gardens\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Beaumond_Heights\" title=\"Beaumond Heights\">Beaumond Heights</a>\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Humbergate\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" title=\"Mount Olive-Silverstone-Jamestown\">Jamestown</a>\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Mount_Olive-Silverstone-Jamestown\" title=\"Mount Olive-Silverstone-Jamestown\">Mount Olive</a>\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Silverstone,_Toronto\" title=\"Silverstone, Toronto\">Silverstone</a>\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/South_Steeles\" title=\"South Steeles\">South Steeles</a>\n</td></tr>\n<tr>\n<td>M9V</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Thistletown\" title=\"Thistletown\">Thistletown</a>\n</td></tr>\n<tr>\n<td>M1W</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td>L'Amoreaux West\n</td></tr>\n<tr>\n<td>M2W</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3W</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4W</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Rosedale,_Toronto\" title=\"Rosedale, Toronto\">Rosedale</a>\n</td></tr>\n<tr>\n<td>M5W</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td>Stn A PO Boxes 25 The Esplanade\n</td></tr>\n<tr>\n<td>M6W</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7W</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8W</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Alderwood,_Toronto\" title=\"Alderwood, Toronto\">Alderwood</a>\n</td></tr>\n<tr>\n<td>M8W</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Long_Branch,_Toronto\" title=\"Long Branch, Toronto\">Long Branch</a>\n</td></tr>\n<tr>\n<td>M9W</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Northwest\n</td></tr>\n<tr>\n<td>M1X</td>\n<td><a href=\"/wiki/Scarborough,_Toronto\" title=\"Scarborough, Toronto\">Scarborough</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Upper_Rouge\" title=\"Upper Rouge\">Upper Rouge</a>\n</td></tr>\n<tr>\n<td>M2X</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3X</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4X</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Cabbagetown,_Toronto\" title=\"Cabbagetown, Toronto\">Cabbagetown</a>\n</td></tr>\n<tr>\n<td>M4X</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/St._James_Town\" title=\"St. James Town\">St. James Town</a>\n</td></tr>\n<tr>\n<td>M5X</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/First_Canadian_Place\" title=\"First Canadian Place\">First Canadian Place</a>\n</td></tr>\n<tr>\n<td>M5X</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Underground_city\" title=\"Underground city\">Underground city</a>\n</td></tr>\n<tr>\n<td>M6X</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7X</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8X</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/The_Kingsway\" title=\"The Kingsway\">The Kingsway</a>\n</td></tr>\n<tr>\n<td>M8X</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Montgomery Road\n</td></tr>\n<tr>\n<td>M8X</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Old Mill North\n</td></tr>\n<tr>\n<td>M9X</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1Y</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2Y</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3Y</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4Y</td>\n<td><a href=\"/wiki/Downtown_Toronto\" title=\"Downtown Toronto\">Downtown Toronto</a></td>\n<td><a href=\"/wiki/Church_and_Wellesley\" title=\"Church and Wellesley\">Church and Wellesley</a>\n</td></tr>\n<tr>\n<td>M5Y</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M6Y</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7Y</td>\n<td><a href=\"/wiki/East_Toronto\" title=\"East Toronto\">East Toronto</a></td>\n<td>Business Reply Mail Processing Centre 969 Eastern\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Humber_Bay\" title=\"Humber Bay\">Humber Bay</a>\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>King's Mill Park\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Kingsway Park South East\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Mimico\" title=\"Mimico\">Mimico NE</a>\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Old_Mill,_Toronto\" title=\"Old Mill, Toronto\">Old Mill South</a>\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/The_Queensway\" title=\"The Queensway\">The Queensway East</a>\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Fairmont_Royal_York_Hotel\" title=\"Fairmont Royal York Hotel\">Royal York South East</a>\n</td></tr>\n<tr>\n<td>M8Y</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a class=\"mw-redirect\" href=\"/wiki/Sunnylea\" title=\"Sunnylea\">Sunnylea</a>\n</td></tr>\n<tr>\n<td>M9Y</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M5Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M6Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8Z</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Kingsway Park South West\n</td></tr>\n<tr>\n<td>M8Z</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/Mimico\" title=\"Mimico\">Mimico NW</a>\n</td></tr>\n<tr>\n<td>M8Z</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td><a href=\"/wiki/The_Queensway\" title=\"The Queensway\">The Queensway West</a>\n</td></tr>\n<tr>\n<td>M8Z</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>Royal York South West\n</td></tr>\n<tr>\n<td>M8Z</td>\n<td><a href=\"/wiki/Etobicoke\" title=\"Etobicoke\">Etobicoke</a></td>\n<td>South of Bloor\n</td></tr>\n<tr>\n<td>M9Z</td>\n<td>Not assigned</td>\n<td>Not assigned\n</td></tr>\n</tbody></table>"
                    }, 
                    "metadata": {}
                }
            ], 
            "source": "source = requests.get('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M').text\nsoup=BeautifulSoup(source,'lxml')\nprint(soup.title)\nfrom IPython.display import display_html\ntab = str(soup.table)\ndisplay_html(tab,raw=True)"
        }, 
        {
            "source": "<h3>The html table is converted to Pandas DataFrame for cleaning and preprocessing.</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 6, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 6, 
                    "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>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1A</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M2A</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M3A</td>\n      <td>North York</td>\n      <td>Parkwoods</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M4A</td>\n      <td>North York</td>\n      <td>Victoria Village</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M5A</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "  Postcode           Borough     Neighbourhood\n0      M1A      Not assigned      Not assigned\n1      M2A      Not assigned      Not assigned\n2      M3A        North York         Parkwoods\n3      M4A        North York  Victoria Village\n4      M5A  Downtown Toronto      Harbourfront"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "dfs = pd.read_html(tab)\ndf=dfs[0]\ndf.head()"
        }, 
        {
            "source": "<h3>Data preprocessing and cleaning</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 9, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "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>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M3A</td>\n      <td>North York</td>\n      <td>Parkwoods</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M4A</td>\n      <td>North York</td>\n      <td>Victoria Village</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M5A</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront, Regent Park</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M6A</td>\n      <td>North York</td>\n      <td>Lawrence Heights, Lawrence Manor</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M7A</td>\n      <td>Queen's Park</td>\n      <td>Queen's Park</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>M9A</td>\n      <td>Etobicoke</td>\n      <td>Islington Avenue</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Rouge, Malvern</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M3B</td>\n      <td>North York</td>\n      <td>Don Mills North</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M4B</td>\n      <td>East York</td>\n      <td>Woodbine Gardens, Parkview Hill</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Ryerson, Garden District</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M6B</td>\n      <td>North York</td>\n      <td>Glencairn</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M9B</td>\n      <td>Etobicoke</td>\n      <td>Cloverdale, Islington, Martin Grove, Princess ...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Highland Creek, Rouge Hill, Port Union</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M3C</td>\n      <td>North York</td>\n      <td>Flemingdon Park, Don Mills South</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M4C</td>\n      <td>East York</td>\n      <td>Woodbine Heights</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M5C</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>M6C</td>\n      <td>York</td>\n      <td>Humewood-Cedarvale</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>M9C</td>\n      <td>Etobicoke</td>\n      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood, Morningside, West Hill</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>M4E</td>\n      <td>East Toronto</td>\n      <td>The Beaches</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M5E</td>\n      <td>Downtown Toronto</td>\n      <td>Berczy Park</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M6E</td>\n      <td>York</td>\n      <td>Caledonia-Fairbanks</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>M4G</td>\n      <td>East York</td>\n      <td>Leaside</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>M5G</td>\n      <td>Downtown Toronto</td>\n      <td>Central Bay Street</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>M6G</td>\n      <td>Downtown Toronto</td>\n      <td>Christie</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M2H</td>\n      <td>North York</td>\n      <td>Hillcrest Village</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>M3H</td>\n      <td>North York</td>\n      <td>Bathurst Manor, Downsview North, Wilson Heights</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>M4H</td>\n      <td>East York</td>\n      <td>Thorncliffe Park</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M4R</td>\n      <td>Central Toronto</td>\n      <td>North Toronto West</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>M5R</td>\n      <td>Central Toronto</td>\n      <td>The Annex, North Midtown, Yorkville</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>M6R</td>\n      <td>West Toronto</td>\n      <td>Parkdale, Roncesvalles</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>M7R</td>\n      <td>Mississauga</td>\n      <td>Canada Post Gateway Processing Centre</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>M9R</td>\n      <td>Etobicoke</td>\n      <td>Kingsview Village, Martin Grove Gardens, Richv...</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>M4S</td>\n      <td>Central Toronto</td>\n      <td>Davisville</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M5S</td>\n      <td>Downtown Toronto</td>\n      <td>Harbord, University of Toronto</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M6S</td>\n      <td>West Toronto</td>\n      <td>Runnymede, Swansea</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M4T</td>\n      <td>Central Toronto</td>\n      <td>Moore Park, Summerhill East</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>M5T</td>\n      <td>Downtown Toronto</td>\n      <td>Chinatown, Grange Park, Kensington Market</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>M1V</td>\n      <td>Scarborough</td>\n      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M4V</td>\n      <td>Central Toronto</td>\n      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>M5V</td>\n      <td>Downtown Toronto</td>\n      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>M8V</td>\n      <td>Etobicoke</td>\n      <td>Humber Bay Shores, Mimico South, New Toronto</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M9V</td>\n      <td>Etobicoke</td>\n      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>L'Amoreaux West</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M4W</td>\n      <td>Downtown Toronto</td>\n      <td>Rosedale</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M5W</td>\n      <td>Downtown Toronto</td>\n      <td>Stn A PO Boxes 25 The Esplanade</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>M8W</td>\n      <td>Etobicoke</td>\n      <td>Alderwood, Long Branch</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>M9W</td>\n      <td>Etobicoke</td>\n      <td>Northwest</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>M1X</td>\n      <td>Scarborough</td>\n      <td>Upper Rouge</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>M4X</td>\n      <td>Downtown Toronto</td>\n      <td>Cabbagetown, St. James Town</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>M5X</td>\n      <td>Downtown Toronto</td>\n      <td>First Canadian Place, Underground city</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>M8X</td>\n      <td>Etobicoke</td>\n      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M4Y</td>\n      <td>Downtown Toronto</td>\n      <td>Church and Wellesley</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M7Y</td>\n      <td>East Toronto</td>\n      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>M8Y</td>\n      <td>Etobicoke</td>\n      <td>Humber Bay, King's Mill Park, Kingsway Park So...</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>M8Z</td>\n      <td>Etobicoke</td>\n      <td>Kingsway Park South West, Mimico NW, The Queen...</td>\n    </tr>\n  </tbody>\n</table>\n<p>103 rows \u00d7 3 columns</p>\n</div>", 
                        "text/plain": "    Postcode           Borough  \\\n0        M3A        North York   \n1        M4A        North York   \n2        M5A  Downtown Toronto   \n3        M6A        North York   \n4        M7A      Queen's Park   \n5        M9A         Etobicoke   \n6        M1B       Scarborough   \n7        M3B        North York   \n8        M4B         East York   \n9        M5B  Downtown Toronto   \n10       M6B        North York   \n11       M9B         Etobicoke   \n12       M1C       Scarborough   \n13       M3C        North York   \n14       M4C         East York   \n15       M5C  Downtown Toronto   \n16       M6C              York   \n17       M9C         Etobicoke   \n18       M1E       Scarborough   \n19       M4E      East Toronto   \n20       M5E  Downtown Toronto   \n21       M6E              York   \n22       M1G       Scarborough   \n23       M4G         East York   \n24       M5G  Downtown Toronto   \n25       M6G  Downtown Toronto   \n26       M1H       Scarborough   \n27       M2H        North York   \n28       M3H        North York   \n29       M4H         East York   \n..       ...               ...   \n73       M4R   Central Toronto   \n74       M5R   Central Toronto   \n75       M6R      West Toronto   \n76       M7R       Mississauga   \n77       M9R         Etobicoke   \n78       M1S       Scarborough   \n79       M4S   Central Toronto   \n80       M5S  Downtown Toronto   \n81       M6S      West Toronto   \n82       M1T       Scarborough   \n83       M4T   Central Toronto   \n84       M5T  Downtown Toronto   \n85       M1V       Scarborough   \n86       M4V   Central Toronto   \n87       M5V  Downtown Toronto   \n88       M8V         Etobicoke   \n89       M9V         Etobicoke   \n90       M1W       Scarborough   \n91       M4W  Downtown Toronto   \n92       M5W  Downtown Toronto   \n93       M8W         Etobicoke   \n94       M9W         Etobicoke   \n95       M1X       Scarborough   \n96       M4X  Downtown Toronto   \n97       M5X  Downtown Toronto   \n98       M8X         Etobicoke   \n99       M4Y  Downtown Toronto   \n100      M7Y      East Toronto   \n101      M8Y         Etobicoke   \n102      M8Z         Etobicoke   \n\n                                         Neighbourhood  \n0                                            Parkwoods  \n1                                     Victoria Village  \n2                            Harbourfront, Regent Park  \n3                     Lawrence Heights, Lawrence Manor  \n4                                         Queen's Park  \n5                                     Islington Avenue  \n6                                       Rouge, Malvern  \n7                                      Don Mills North  \n8                      Woodbine Gardens, Parkview Hill  \n9                             Ryerson, Garden District  \n10                                           Glencairn  \n11   Cloverdale, Islington, Martin Grove, Princess ...  \n12              Highland Creek, Rouge Hill, Port Union  \n13                    Flemingdon Park, Don Mills South  \n14                                    Woodbine Heights  \n15                                      St. James Town  \n16                                  Humewood-Cedarvale  \n17   Bloordale Gardens, Eringate, Markland Wood, Ol...  \n18                   Guildwood, Morningside, West Hill  \n19                                         The Beaches  \n20                                         Berczy Park  \n21                                 Caledonia-Fairbanks  \n22                                              Woburn  \n23                                             Leaside  \n24                                  Central Bay Street  \n25                                            Christie  \n26                                           Cedarbrae  \n27                                   Hillcrest Village  \n28     Bathurst Manor, Downsview North, Wilson Heights  \n29                                    Thorncliffe Park  \n..                                                 ...  \n73                                  North Toronto West  \n74                 The Annex, North Midtown, Yorkville  \n75                              Parkdale, Roncesvalles  \n76               Canada Post Gateway Processing Centre  \n77   Kingsview Village, Martin Grove Gardens, Richv...  \n78                                           Agincourt  \n79                                          Davisville  \n80                      Harbord, University of Toronto  \n81                                  Runnymede, Swansea  \n82             Clarks Corners, Sullivan, Tam O'Shanter  \n83                         Moore Park, Summerhill East  \n84           Chinatown, Grange Park, Kensington Market  \n85   Agincourt North, L'Amoreaux East, Milliken, St...  \n86   Deer Park, Forest Hill SE, Rathnelly, South Hi...  \n87   CN Tower, Bathurst Quay, Island airport, Harbo...  \n88        Humber Bay Shores, Mimico South, New Toronto  \n89   Albion Gardens, Beaumond Heights, Humbergate, ...  \n90                                     L'Amoreaux West  \n91                                            Rosedale  \n92                     Stn A PO Boxes 25 The Esplanade  \n93                              Alderwood, Long Branch  \n94                                           Northwest  \n95                                         Upper Rouge  \n96                         Cabbagetown, St. James Town  \n97              First Canadian Place, Underground city  \n98       The Kingsway, Montgomery Road, Old Mill North  \n99                                Church and Wellesley  \n100  Business Reply Mail Processing Centre 969 Eastern  \n101  Humber Bay, King's Mill Park, Kingsway Park So...  \n102  Kingsway Park South West, Mimico NW, The Queen...  \n\n[103 rows x 3 columns]"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# Dropping the rows where Borough is 'Not assigned'\ndf1 = df[df.Borough != 'Not assigned']\n\n# Combining the neighbourhoods with same Postalcode\ndf2 = df1.groupby(['Postcode','Borough'], sort=False).agg(', '.join)\ndf2.reset_index(inplace=True)\n\n# Replacing the name of the neighbourhoods which are 'Not assigned' with names of Borough\ndf2['Neighbourhood'] = np.where(df2['Neighbourhood'] == 'Not assigned',df2['Borough'], df2['Neighbourhood'])\n\ndf2"
        }, 
        {
            "execution_count": 10, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 10, 
                    "metadata": {}, 
                    "data": {
                        "text/plain": "(103, 3)"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# Shape of data frame\ndf2.shape"
        }, 
        {
            "source": "<h3>Importing the csv file conatining the latitudes and longitudes for various neighbourhoods in Canada</h3>", 
            "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": "lat_lon = pd.read_csv('https://cocl.us/Geospatial_data')\nlat_lon.head()"
        }, 
        {
            "source": "<h3>Merging the two tables for getting the Latitudes and Longitudes for various neighbourhoods in Canada</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 12, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 12, 
                    "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>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M3A</td>\n      <td>North York</td>\n      <td>Parkwoods</td>\n      <td>43.753259</td>\n      <td>-79.329656</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M4A</td>\n      <td>North York</td>\n      <td>Victoria Village</td>\n      <td>43.725882</td>\n      <td>-79.315572</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M5A</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront, Regent Park</td>\n      <td>43.654260</td>\n      <td>-79.360636</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M6A</td>\n      <td>North York</td>\n      <td>Lawrence Heights, Lawrence Manor</td>\n      <td>43.718518</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M7A</td>\n      <td>Queen's Park</td>\n      <td>Queen's Park</td>\n      <td>43.662301</td>\n      <td>-79.389494</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "  Postcode           Borough                     Neighbourhood   Latitude  \\\n0      M3A        North York                         Parkwoods  43.753259   \n1      M4A        North York                  Victoria Village  43.725882   \n2      M5A  Downtown Toronto         Harbourfront, Regent Park  43.654260   \n3      M6A        North York  Lawrence Heights, Lawrence Manor  43.718518   \n4      M7A      Queen's Park                      Queen's Park  43.662301   \n\n   Longitude  \n0 -79.329656  \n1 -79.315572  \n2 -79.360636  \n3 -79.464763  \n4 -79.389494  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "lat_lon.rename(columns={'Postal Code':'Postcode'},inplace=True)\ndf3 = pd.merge(df2,lat_lon,on='Postcode')\ndf3.head()"
        }, 
        {
            "source": "<h2>The notebook from here includes the Clustering and the plotting of the neighbourhoods of Canada which contain Toronto in their Borough</h2>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "<h3>Getting all the rows from the data frame which contains Toronto in their Borough.</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 13, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "outputs": [
                {
                    "execution_count": 13, 
                    "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>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</th>\n      <td>M5A</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront, Regent Park</td>\n      <td>43.654260</td>\n      <td>-79.360636</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Ryerson, Garden District</td>\n      <td>43.657162</td>\n      <td>-79.378937</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M5C</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town</td>\n      <td>43.651494</td>\n      <td>-79.375418</td>\n    </tr>\n    <tr>\n      <th>19</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>20</th>\n      <td>M5E</td>\n      <td>Downtown Toronto</td>\n      <td>Berczy Park</td>\n      <td>43.644771</td>\n      <td>-79.373306</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>M5G</td>\n      <td>Downtown Toronto</td>\n      <td>Central Bay Street</td>\n      <td>43.657952</td>\n      <td>-79.387383</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>M6G</td>\n      <td>Downtown Toronto</td>\n      <td>Christie</td>\n      <td>43.669542</td>\n      <td>-79.422564</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>M5H</td>\n      <td>Downtown Toronto</td>\n      <td>Adelaide, King, Richmond</td>\n      <td>43.650571</td>\n      <td>-79.384568</td>\n    </tr>\n    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<td>Downtown Toronto</td>\n      <td>Cabbagetown, St. James Town</td>\n      <td>43.667967</td>\n      <td>-79.367675</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>M5X</td>\n      <td>Downtown Toronto</td>\n      <td>First Canadian Place, Underground city</td>\n      <td>43.648429</td>\n      <td>-79.382280</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M4Y</td>\n      <td>Downtown Toronto</td>\n      <td>Church and Wellesley</td>\n      <td>43.665860</td>\n      <td>-79.383160</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M7Y</td>\n      <td>East Toronto</td>\n      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n      <td>43.662744</td>\n      <td>-79.321558</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "    Postcode           Borough  \\\n2        M5A  Downtown Toronto   \n9        M5B  Downtown Toronto   \n15       M5C  Downtown Toronto   \n19       M4E      East Toronto   \n20       M5E  Downtown Toronto   \n24       M5G  Downtown Toronto   \n25       M6G  Downtown Toronto   \n30       M5H  Downtown Toronto   \n31       M6H      West Toronto   \n36       M5J  Downtown Toronto   \n37       M6J      West Toronto   \n41       M4K      East Toronto   \n42       M5K  Downtown Toronto   \n43       M6K      West Toronto   \n47       M4L      East Toronto   \n48       M5L  Downtown Toronto   \n54       M4M      East Toronto   \n61       M4N   Central Toronto   \n62       M5N   Central Toronto   \n67       M4P   Central Toronto   \n68       M5P   Central Toronto   \n69       M6P      West Toronto   \n73       M4R   Central Toronto   \n74       M5R   Central Toronto   \n75       M6R      West Toronto   \n79       M4S   Central Toronto   \n80       M5S  Downtown Toronto   \n81       M6S      West Toronto   \n83       M4T   Central Toronto   \n84       M5T  Downtown Toronto   \n86       M4V   Central Toronto   \n87       M5V  Downtown Toronto   \n91       M4W  Downtown Toronto   \n92       M5W  Downtown Toronto   \n96       M4X  Downtown Toronto   \n97       M5X  Downtown Toronto   \n99       M4Y  Downtown Toronto   \n100      M7Y      East Toronto   \n\n                                         Neighbourhood   Latitude  Longitude  \n2                            Harbourfront, Regent Park  43.654260 -79.360636  \n9                             Ryerson, Garden District  43.657162 -79.378937  \n15                                      St. James Town  43.651494 -79.375418  \n19                                         The Beaches  43.676357 -79.293031  \n20                                         Berczy Park  43.644771 -79.373306  \n24                                  Central Bay Street  43.657952 -79.387383  \n25                                            Christie  43.669542 -79.422564  \n30                            Adelaide, King, Richmond  43.650571 -79.384568  \n31                        Dovercourt Village, Dufferin  43.669005 -79.442259  \n36   Harbourfront East, Toronto Islands, Union Station  43.640816 -79.381752  \n37                            Little Portugal, Trinity  43.647927 -79.419750  \n41                        The Danforth West, Riverdale  43.679557 -79.352188  \n42            Design Exchange, Toronto Dominion Centre  43.647177 -79.381576  \n43        Brockton, Exhibition Place, Parkdale Village  43.636847 -79.428191  \n47                      The Beaches West, India Bazaar  43.668999 -79.315572  \n48                      Commerce Court, Victoria Hotel  43.648198 -79.379817  \n54                                     Studio District  43.659526 -79.340923  \n61                                       Lawrence Park  43.728020 -79.388790  \n62                                            Roselawn  43.711695 -79.416936  \n67                                    Davisville North  43.712751 -79.390197  \n68                 Forest Hill North, Forest Hill West  43.696948 -79.411307  \n69                       High Park, The Junction South  43.661608 -79.464763  \n73                                  North Toronto West  43.715383 -79.405678  \n74                 The Annex, North Midtown, Yorkville  43.672710 -79.405678  \n75                              Parkdale, Roncesvalles  43.648960 -79.456325  \n79                                          Davisville  43.704324 -79.388790  \n80                      Harbord, University of Toronto  43.662696 -79.400049  \n81                                  Runnymede, Swansea  43.651571 -79.484450  \n83                         Moore Park, Summerhill East  43.689574 -79.383160  \n84           Chinatown, Grange Park, Kensington Market  43.653206 -79.400049  \n86   Deer Park, Forest Hill SE, Rathnelly, South Hi...  43.686412 -79.400049  \n87   CN Tower, Bathurst Quay, Island airport, Harbo...  43.628947 -79.394420  \n91                                            Rosedale  43.679563 -79.377529  \n92                     Stn A PO Boxes 25 The Esplanade  43.646435 -79.374846  \n96                         Cabbagetown, St. James Town  43.667967 -79.367675  \n97              First Canadian Place, Underground city  43.648429 -79.382280  \n99                                Church and Wellesley  43.665860 -79.383160  \n100  Business Reply Mail Processing Centre 969 Eastern  43.662744 -79.321558  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "df4 = df3[df3['Borough'].str.contains('Toronto',regex=False)]\ndf4"
        }, 
        {
            "source": "<h3>Visualizing all the Neighbourhoods of the above data frame using Folium</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 14, 
            "cell_type": "code", 
            "metadata": {
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                {
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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 0x7f0ff968c908>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "map_toronto = folium.Map(location=[43.651070,-79.347015],zoom_start=10)\n\nfor lat,lng,borough,neighbourhood in zip(df4['Latitude'],df4['Longitude'],df4['Borough'],df4['Neighbourhood']):\n    label = '{}, {}'.format(neighbourhood, 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)\nmap_toronto"
        }, 
        {
            "source": "<h3>The map might not be visible on Github. Check out the README for the map.</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "<h3>Using KMeans clustering for the clsutering of the neighbourhoods</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "source": "", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 24, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 24, 
                    "metadata": {}, 
                    "data": {
                        "text/plain": "array([0, 0, 0, 3, 0, 0, 2, 0, 4, 0, 2, 3, 0, 2, 3, 0, 3, 1, 1, 1, 1, 4,\n       1, 2, 4, 1, 2, 4, 1, 2, 1, 0, 0, 0, 0, 0, 0, 3], dtype=int32)"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "k=5\ntoronto_clustering = df4.drop(['Postcode','Borough','Neighbourhood'],1)\nkmeans = KMeans(n_clusters = k,random_state=0).fit(toronto_clustering)\nkmeans.labels_\ndf4.insert(0, 'Cluster Labels', kmeans.labels_)\n"
        }, 
        {
            "execution_count": 21, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "outputs": [
                {
                    "execution_count": 21, 
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                        "text/plain": "     Cluster Labels Postcode           Borough  \\\n2                 0      M5A  Downtown Toronto   \n9                 0      M5B  Downtown Toronto   \n15                0      M5C  Downtown Toronto   \n19                4      M4E      East Toronto   \n20                0      M5E  Downtown Toronto   \n24                0      M5G  Downtown Toronto   \n25                1      M6G  Downtown Toronto   \n30                0      M5H  Downtown Toronto   \n31                2      M6H      West Toronto   \n36                0      M5J  Downtown Toronto   \n37                1      M6J      West Toronto   \n41                4      M4K      East Toronto   \n42                0      M5K  Downtown Toronto   \n43                1      M6K      West Toronto   \n47                4      M4L      East Toronto   \n48                0      M5L  Downtown Toronto   \n54                4      M4M      East Toronto   \n61                3      M4N   Central Toronto   \n62                3      M5N   Central Toronto   \n67                3      M4P   Central Toronto   \n68                3      M5P   Central Toronto   \n69                2      M6P      West Toronto   \n73                3      M4R   Central Toronto   \n74                1      M5R   Central Toronto   \n75                2      M6R      West Toronto   \n79                3      M4S   Central Toronto   \n80                1      M5S  Downtown Toronto   \n81                2      M6S      West Toronto   \n83                3      M4T   Central Toronto   \n84                1      M5T  Downtown Toronto   \n86                3      M4V   Central Toronto   \n87                0      M5V  Downtown Toronto   \n91                0      M4W  Downtown Toronto   \n92                0      M5W  Downtown Toronto   \n96                0      M4X  Downtown Toronto   \n97                0      M5X  Downtown Toronto   \n99                0      M4Y  Downtown Toronto   \n100               4 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  "lineCap": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_8e6795daa4284db08844c0de863843ae = L.popup({maxWidth: '300'});

            
                var html_1ea37c7107fc47f8937205e54a0a1183 = $('<div id="html_1ea37c7107fc47f8937205e54a0a1183" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
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            circle_marker_c494343288e0440caa1876cab9dd18df.bindPopup(popup_8e6795daa4284db08844c0de863843ae);

            
        
    
            var circle_marker_46c8914b863d4bb381fd9f450c3f5473 = L.circleMarker(
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                {
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  "lineCap": "round",
  "lineJoin": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_699fa558dffb40c383298dbe49b929e0 = L.popup({maxWidth: '300'});

            
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                popup_699fa558dffb40c383298dbe49b929e0.setContent(html_220000fa76864c4ba379b35d0188e6f5);
            

            circle_marker_46c8914b863d4bb381fd9f450c3f5473.bindPopup(popup_699fa558dffb40c383298dbe49b929e0);

            
        
    
            var circle_marker_188743b51c8d4b0981d5d1f349364af2 = L.circleMarker(
                [43.669542,-79.4225637],
                {
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  "lineCap": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_0d733ed810f34901a756e08d780fd6f0 = L.popup({maxWidth: '300'});

            
                var html_895fb098ab2d4608ac44c051b0d5f574 = $('<div id="html_895fb098ab2d4608ac44c051b0d5f574" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_0d733ed810f34901a756e08d780fd6f0.setContent(html_895fb098ab2d4608ac44c051b0d5f574);
            

            circle_marker_188743b51c8d4b0981d5d1f349364af2.bindPopup(popup_0d733ed810f34901a756e08d780fd6f0);

            
        
    
            var circle_marker_4865d6a16c684f2f8945ffb543894894 = L.circleMarker(
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                {
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  "lineCap": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_860882b8c92e4693b45f687b0b482607 = L.popup({maxWidth: '300'});

            
                var html_e70615e8a0b84bdc925a9605f4630fce = $('<div id="html_e70615e8a0b84bdc925a9605f4630fce" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_860882b8c92e4693b45f687b0b482607.setContent(html_e70615e8a0b84bdc925a9605f4630fce);
            

            circle_marker_4865d6a16c684f2f8945ffb543894894.bindPopup(popup_860882b8c92e4693b45f687b0b482607);

            
        
    
            var circle_marker_4770adb04999476fa9f02733408c9d0d = L.circleMarker(
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                {
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_a75cd32b85f44ac6a70dc50a64a21a76 = L.popup({maxWidth: '300'});

            
                var html_6c619d3e190843c298ee9a93a601469d = $('<div id="html_6c619d3e190843c298ee9a93a601469d" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_a75cd32b85f44ac6a70dc50a64a21a76.setContent(html_6c619d3e190843c298ee9a93a601469d);
            

            circle_marker_4770adb04999476fa9f02733408c9d0d.bindPopup(popup_a75cd32b85f44ac6a70dc50a64a21a76);

            
        
    
            var circle_marker_6093a6a661e8435fb7df5bc05f3f62b1 = L.circleMarker(
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  "lineCap": "round",
  "lineJoin": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_9b46632e87334f8c89ef821604902d17 = L.popup({maxWidth: '300'});

            
                var html_a64e00152796425182fe238e41d2277d = $('<div id="html_a64e00152796425182fe238e41d2277d" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_9b46632e87334f8c89ef821604902d17.setContent(html_a64e00152796425182fe238e41d2277d);
            

            circle_marker_6093a6a661e8435fb7df5bc05f3f62b1.bindPopup(popup_9b46632e87334f8c89ef821604902d17);

            
        
    
            var circle_marker_26eaa52c1700461d9d6a57f80a748355 = L.circleMarker(
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                {
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  "stroke": true,
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_a7319cb0b94b45b38fa25eab10e58aa0 = L.popup({maxWidth: '300'});

            
                var html_ce805223b562448e8b6f422c2d71795b = $('<div id="html_ce805223b562448e8b6f422c2d71795b" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_a7319cb0b94b45b38fa25eab10e58aa0.setContent(html_ce805223b562448e8b6f422c2d71795b);
            

            circle_marker_26eaa52c1700461d9d6a57f80a748355.bindPopup(popup_a7319cb0b94b45b38fa25eab10e58aa0);

            
        
    
            var circle_marker_5d9a2c25f2cf422487bcda191216f93b = L.circleMarker(
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                {
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  "dashArray": null,
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  "fillColor": "#ffb360",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_7939f32d8ccf4d1aa8ba682ceb922aac = L.popup({maxWidth: '300'});

            
                var html_beaa11f139cb4d6db0cc2cf3b3a3e183 = $('<div id="html_beaa11f139cb4d6db0cc2cf3b3a3e183" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_7939f32d8ccf4d1aa8ba682ceb922aac.setContent(html_beaa11f139cb4d6db0cc2cf3b3a3e183);
            

            circle_marker_5d9a2c25f2cf422487bcda191216f93b.bindPopup(popup_7939f32d8ccf4d1aa8ba682ceb922aac);

            
        
    
            var circle_marker_db2704e5c25a468a9e8cc31aaeb01f2a = L.circleMarker(
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                {
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  "lineCap": "round",
  "lineJoin": "round",
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  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_34ffb907457046e29374cbd21bf14827 = L.popup({maxWidth: '300'});

            
                var html_2cbb048ed3d24b00b1889c485beaf6d8 = $('<div id="html_2cbb048ed3d24b00b1889c485beaf6d8" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_34ffb907457046e29374cbd21bf14827.setContent(html_2cbb048ed3d24b00b1889c485beaf6d8);
            

            circle_marker_db2704e5c25a468a9e8cc31aaeb01f2a.bindPopup(popup_34ffb907457046e29374cbd21bf14827);

            
        
    
            var circle_marker_db83779557044e378eed11897e3d9229 = L.circleMarker(
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                {
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  "lineCap": "round",
  "lineJoin": "round",
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  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_e30d972d6ef6402fb4a565430b1e06da = L.popup({maxWidth: '300'});

            
                var html_0e1d36ddc38549ffa567d573900ff023 = $('<div id="html_0e1d36ddc38549ffa567d573900ff023" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_e30d972d6ef6402fb4a565430b1e06da.setContent(html_0e1d36ddc38549ffa567d573900ff023);
            

            circle_marker_db83779557044e378eed11897e3d9229.bindPopup(popup_e30d972d6ef6402fb4a565430b1e06da);

            
        
    
            var circle_marker_8e941bf4e3ac4dd7a2a2df777816b50b = L.circleMarker(
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  "lineCap": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_c95d7db360864597bcf6a084a08cc6f4 = L.popup({maxWidth: '300'});

            
                var html_f10112af11174d7eb2a77ca2f7f2e083 = $('<div id="html_f10112af11174d7eb2a77ca2f7f2e083" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_c95d7db360864597bcf6a084a08cc6f4.setContent(html_f10112af11174d7eb2a77ca2f7f2e083);
            

            circle_marker_8e941bf4e3ac4dd7a2a2df777816b50b.bindPopup(popup_c95d7db360864597bcf6a084a08cc6f4);

            
        
    
            var circle_marker_2b9b937ea89f4e0cbd2ed5cc1bd80b58 = L.circleMarker(
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  "lineCap": "round",
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_3156fef31c00437eb8825989456a4b2a = L.popup({maxWidth: '300'});

            
                var html_131ccd8607304e2691424148d808723d = $('<div id="html_131ccd8607304e2691424148d808723d" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_3156fef31c00437eb8825989456a4b2a.setContent(html_131ccd8607304e2691424148d808723d);
            

            circle_marker_2b9b937ea89f4e0cbd2ed5cc1bd80b58.bindPopup(popup_3156fef31c00437eb8825989456a4b2a);

            
        
    
            var circle_marker_7ecaa84b67c0420691205b9bbf633bfa = L.circleMarker(
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  "fillRule": "evenodd",
  "lineCap": "round",
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  "stroke": true,
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_36a3fbec0d8243bbbb7d1d2017a1d267 = L.popup({maxWidth: '300'});

            
                var html_b668037e7c8a49a1bbff0880caeb8f57 = $('<div id="html_b668037e7c8a49a1bbff0880caeb8f57" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_36a3fbec0d8243bbbb7d1d2017a1d267.setContent(html_b668037e7c8a49a1bbff0880caeb8f57);
            

            circle_marker_7ecaa84b67c0420691205b9bbf633bfa.bindPopup(popup_36a3fbec0d8243bbbb7d1d2017a1d267);

            
        
    
            var circle_marker_dc0a7c1bea6848b59089ee232a5d68e9 = L.circleMarker(
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}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_8d5ec749d5324486893b23e452eb4f12 = L.popup({maxWidth: '300'});

            
                var html_0dbdc86749644630add372e2285d9f7c = $('<div id="html_0dbdc86749644630add372e2285d9f7c" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_8d5ec749d5324486893b23e452eb4f12.setContent(html_0dbdc86749644630add372e2285d9f7c);
            

            circle_marker_dc0a7c1bea6848b59089ee232a5d68e9.bindPopup(popup_8d5ec749d5324486893b23e452eb4f12);

            
        
    
            var circle_marker_d111e66ee00648edb4049af1811db832 = L.circleMarker(
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                {
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "weight": 3
}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_b9323cef576d47f9a63e3b58e2bc10e1 = L.popup({maxWidth: '300'});

            
                var html_59455a5a6a7b42b9a3da10c276b25111 = $('<div id="html_59455a5a6a7b42b9a3da10c276b25111" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_b9323cef576d47f9a63e3b58e2bc10e1.setContent(html_59455a5a6a7b42b9a3da10c276b25111);
            

            circle_marker_d111e66ee00648edb4049af1811db832.bindPopup(popup_b9323cef576d47f9a63e3b58e2bc10e1);

            
        
    
            var circle_marker_ba551d86275d428e97347256e125fe57 = L.circleMarker(
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                {
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  "color": "#80ffb4",
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  "fill": true,
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_8875603be8024f10a1343ce963b8f4b5 = L.popup({maxWidth: '300'});

            
                var html_a15666bf766944bca05fe8cff553ef9a = $('<div id="html_a15666bf766944bca05fe8cff553ef9a" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_8875603be8024f10a1343ce963b8f4b5.setContent(html_a15666bf766944bca05fe8cff553ef9a);
            

            circle_marker_ba551d86275d428e97347256e125fe57.bindPopup(popup_8875603be8024f10a1343ce963b8f4b5);

            
        
    
            var circle_marker_0fee5d1b892d4a33a9479792be2840cb = L.circleMarker(
                [43.6969476,-79.41130720000001],
                {
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  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_bad6947228b84aaeaa9b9cc55162a397 = L.popup({maxWidth: '300'});

            
                var html_d0b5edc6afeb446eb67ab94da93b9007 = $('<div id="html_d0b5edc6afeb446eb67ab94da93b9007" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_bad6947228b84aaeaa9b9cc55162a397.setContent(html_d0b5edc6afeb446eb67ab94da93b9007);
            

            circle_marker_0fee5d1b892d4a33a9479792be2840cb.bindPopup(popup_bad6947228b84aaeaa9b9cc55162a397);

            
        
    
            var circle_marker_3f6ca2193b1648ec9c4b050eb7fdf402 = L.circleMarker(
                [43.6616083,-79.46476329999999],
                {
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  "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_e3309d037f084dec9ceed05b0c5f8cb1);
            
    
            var popup_51087797d6364708babd1acdd6a76a18 = L.popup({maxWidth: '300'});

            
                var html_3c90e54925b4484480a80c1160e424d5 = $('<div id="html_3c90e54925b4484480a80c1160e424d5" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_51087797d6364708babd1acdd6a76a18.setContent(html_3c90e54925b4484480a80c1160e424d5);
            

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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 0x7f0ff8e2c400>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# create map\nmap_clusters = folium.Map(location=[43.651070,-79.347015],zoom_start=10)\n\n# set color scheme for the clusters\nx = np.arange(k)\nys = [i + x + (i*x)**2 for i in range(k)]\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, neighbourhood, cluster in zip(df4['Latitude'], df4['Longitude'], df4['Neighbourhood'], df4['Cluster Labels']):\n    label = folium.Popup(' 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": "<h3>The map might not be visible on Github. Check out the README for the map.</h3>", 
            "cell_type": "markdown", 
            "metadata": {}
        }
    ], 
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.6", 
            "name": "python3", 
            "language": "python"
        }, 
        "language_info": {
            "mimetype": "text/x-python", 
            "nbconvert_exporter": "python", 
            "version": "3.6.8", 
            "name": "python", 
            "file_extension": ".py", 
            "pygments_lexer": "ipython3", 
            "codemirror_mode": {
                "version": 3, 
                "name": "ipython"
            }
        }
    }, 
    "nbformat": 4
}