Segmenting and Clustering Neighborhoods in Toronto.ipynb

{
    "cells": [
        {
            "metadata": {
                "collapsed": true
            },
            "cell_type": "markdown",
            "source": "# Segmenting and Clustering Neighborhoods in Toronto"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "!pip install beautifulsoup4\n!pip install lxml\nimport requests\nimport pandas as pd\nimport numpy as np\nimport random\n\nfrom geopy.geocoders import Nominatim\n\nfrom IPython.display import Image \nfrom IPython.core.display import HTML \n\nfrom IPython.display import display_html\nimport pandas as pd\nimport numpy as np\n    \nfrom pandas.io.json import json_normalize\n\n!conda install -c conda-forge folium=0.5.0 --yes\nimport folium\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.')",
            "execution_count": 1,
            "outputs": [
                {
                    "output_type": "stream",
                    "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    openssl-1.1.1g             |       h516909a_0         2.1 MB  conda-forge\n    vincent-0.4.4              |             py_1          28 KB  conda-forge\n    python_abi-3.6             |          1_cp36m           4 KB  conda-forge\n    certifi-2020.6.20          |   py36h9f0ad1d_0         151 KB  conda-forge\n    branca-0.4.1               |             py_0          26 KB  conda-forge\n    altair-4.1.0               |             py_1         614 KB  conda-forge\n    folium-0.5.0               |             py_0          45 KB  conda-forge\n    ca-certificates-2020.6.20  |       hecda079_0         145 KB  conda-forge\n    ------------------------------------------------------------\n                                           Total:         3.1 MB\n\nThe following NEW packages will be INSTALLED:\n\n    altair:          4.1.0-py_1        conda-forge\n    branca:          0.4.1-py_0        conda-forge\n    folium:          0.5.0-py_0        conda-forge\n    python_abi:      3.6-1_cp36m       conda-forge\n    vincent:         0.4.4-py_1        conda-forge\n\nThe following packages will be UPDATED:\n\n    certifi:         2020.6.20-py36_0              --> 2020.6.20-py36h9f0ad1d_0 conda-forge\n    openssl:         1.1.1g-h7b6447c_0             --> 1.1.1g-h516909a_0        conda-forge\n\nThe following packages will be DOWNGRADED:\n\n    ca-certificates: 2020.6.24-0                   --> 2020.6.20-hecda079_0     conda-forge\n\n\nDownloading and Extracting Packages\nopenssl-1.1.1g       | 2.1 MB    | ##################################### | 100% \nvincent-0.4.4        | 28 KB     | ##################################### | 100% \npython_abi-3.6       | 4 KB      | ##################################### | 100% \ncertifi-2020.6.20    | 151 KB    | ##################################### | 100% \nbranca-0.4.1         | 26 KB     | ##################################### | 100% \naltair-4.1.0         | 614 KB    | ##################################### | 100% \nfolium-0.5.0         | 45 KB     | ##################################### | 100% \nca-certificates-2020 | 145 KB    | ##################################### | 100% \nPreparing transaction: done\nVerifying transaction: done\nExecuting transaction: done\nFolium installed\nLibraries imported.\n",
                    "name": "stdout"
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Scraping the Wikipedia page for the table of postal codes of Canada"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "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)",
            "execution_count": 2,
            "outputs": [
                {
                    "output_type": "stream",
                    "text": "<title>List of postal codes of Canada: M - Wikipedia</title>\n",
                    "name": "stdout"
                },
                {
                    "output_type": "display_data",
                    "data": {
                        "text/html": "<table class=\"wikitable sortable\">\n<tbody><tr>\n<th>Postal Code\n</th>\n<th>Borough\n</th>\n<th>Neighbourhood\n</th></tr>\n<tr>\n<td>M1A\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2A\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3A\n</td>\n<td>North York\n</td>\n<td>Parkwoods\n</td></tr>\n<tr>\n<td>M4A\n</td>\n<td>North York\n</td>\n<td>Victoria Village\n</td></tr>\n<tr>\n<td>M5A\n</td>\n<td>Downtown Toronto\n</td>\n<td>Regent Park, Harbourfront\n</td></tr>\n<tr>\n<td>M6A\n</td>\n<td>North York\n</td>\n<td>Lawrence Manor, Lawrence Heights\n</td></tr>\n<tr>\n<td>M7A\n</td>\n<td>Downtown Toronto\n</td>\n<td>Queen's Park, Ontario Provincial Government\n</td></tr>\n<tr>\n<td>M8A\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9A\n</td>\n<td>Etobicoke\n</td>\n<td>Islington Avenue, Humber Valley Village\n</td></tr>\n<tr>\n<td>M1B\n</td>\n<td>Scarborough\n</td>\n<td>Malvern, Rouge\n</td></tr>\n<tr>\n<td>M2B\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3B\n</td>\n<td>North York\n</td>\n<td>Don Mills\n</td></tr>\n<tr>\n<td>M4B\n</td>\n<td>East York\n</td>\n<td>Parkview Hill, Woodbine Gardens\n</td></tr>\n<tr>\n<td>M5B\n</td>\n<td>Downtown Toronto\n</td>\n<td>Garden District, Ryerson\n</td></tr>\n<tr>\n<td>M6B\n</td>\n<td>North York\n</td>\n<td>Glencairn\n</td></tr>\n<tr>\n<td>M7B\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8B\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9B\n</td>\n<td>Etobicoke\n</td>\n<td>West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\n</td></tr>\n<tr>\n<td>M1C\n</td>\n<td>Scarborough\n</td>\n<td>Rouge Hill, Port Union, Highland Creek\n</td></tr>\n<tr>\n<td>M2C\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3C\n</td>\n<td>North York\n</td>\n<td>Don Mills\n</td></tr>\n<tr>\n<td>M4C\n</td>\n<td>East York\n</td>\n<td>Woodbine Heights\n</td></tr>\n<tr>\n<td>M5C\n</td>\n<td>Downtown Toronto\n</td>\n<td>St. James Town\n</td></tr>\n<tr>\n<td>M6C\n</td>\n<td>York\n</td>\n<td>Humewood-Cedarvale\n</td></tr>\n<tr>\n<td>M7C\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8C\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9C\n</td>\n<td>Etobicoke\n</td>\n<td>Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\n</td></tr>\n<tr>\n<td>M1E\n</td>\n<td>Scarborough\n</td>\n<td>Guildwood, Morningside, West Hill\n</td></tr>\n<tr>\n<td>M2E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4E\n</td>\n<td>East Toronto\n</td>\n<td>The Beaches\n</td></tr>\n<tr>\n<td>M5E\n</td>\n<td>Downtown Toronto\n</td>\n<td>Berczy Park\n</td></tr>\n<tr>\n<td>M6E\n</td>\n<td>York\n</td>\n<td>Caledonia-Fairbanks\n</td></tr>\n<tr>\n<td>M7E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9E\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1G\n</td>\n<td>Scarborough\n</td>\n<td>Woburn\n</td></tr>\n<tr>\n<td>M2G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4G\n</td>\n<td>East York\n</td>\n<td>Leaside\n</td></tr>\n<tr>\n<td>M5G\n</td>\n<td>Downtown Toronto\n</td>\n<td>Central Bay Street\n</td></tr>\n<tr>\n<td>M6G\n</td>\n<td>Downtown Toronto\n</td>\n<td>Christie\n</td></tr>\n<tr>\n<td>M7G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9G\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1H\n</td>\n<td>Scarborough\n</td>\n<td>Cedarbrae\n</td></tr>\n<tr>\n<td>M2H\n</td>\n<td>North York\n</td>\n<td>Hillcrest Village\n</td></tr>\n<tr>\n<td>M3H\n</td>\n<td>North York\n</td>\n<td>Bathurst Manor, Wilson Heights, Downsview North\n</td></tr>\n<tr>\n<td>M4H\n</td>\n<td>East York\n</td>\n<td>Thorncliffe Park\n</td></tr>\n<tr>\n<td>M5H\n</td>\n<td>Downtown Toronto\n</td>\n<td>Richmond, Adelaide, King\n</td></tr>\n<tr>\n<td>M6H\n</td>\n<td>West Toronto\n</td>\n<td>Dufferin, Dovercourt Village\n</td></tr>\n<tr>\n<td>M7H\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8H\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9H\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1J\n</td>\n<td>Scarborough\n</td>\n<td>Scarborough Village\n</td></tr>\n<tr>\n<td>M2J\n</td>\n<td>North York\n</td>\n<td>Fairview, Henry Farm, Oriole\n</td></tr>\n<tr>\n<td>M3J\n</td>\n<td>North York\n</td>\n<td>Northwood Park, York University\n</td></tr>\n<tr>\n<td>M4J\n</td>\n<td>East York\n</td>\n<td>East Toronto, Broadview North (Old East York)\n</td></tr>\n<tr>\n<td>M5J\n</td>\n<td>Downtown Toronto\n</td>\n<td>Harbourfront East, Union Station, Toronto Islands\n</td></tr>\n<tr>\n<td>M6J\n</td>\n<td>West Toronto\n</td>\n<td>Little Portugal, Trinity\n</td></tr>\n<tr>\n<td>M7J\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8J\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9J\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1K\n</td>\n<td>Scarborough\n</td>\n<td>Kennedy Park, Ionview, East Birchmount Park\n</td></tr>\n<tr>\n<td>M2K\n</td>\n<td>North York\n</td>\n<td>Bayview Village\n</td></tr>\n<tr>\n<td>M3K\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4K\n</td>\n<td>East Toronto\n</td>\n<td>The Danforth West, Riverdale\n</td></tr>\n<tr>\n<td>M5K\n</td>\n<td>Downtown Toronto\n</td>\n<td>Toronto Dominion Centre, Design Exchange\n</td></tr>\n<tr>\n<td>M6K\n</td>\n<td>West Toronto\n</td>\n<td>Brockton, Parkdale Village, Exhibition Place\n</td></tr>\n<tr>\n<td>M7K\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8K\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9K\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1L\n</td>\n<td>Scarborough\n</td>\n<td>Golden Mile, Clairlea, Oakridge\n</td></tr>\n<tr>\n<td>M2L\n</td>\n<td>North York\n</td>\n<td>York Mills, Silver Hills\n</td></tr>\n<tr>\n<td>M3L\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4L\n</td>\n<td>East Toronto\n</td>\n<td>India Bazaar, The Beaches West\n</td></tr>\n<tr>\n<td>M5L\n</td>\n<td>Downtown Toronto\n</td>\n<td>Commerce Court, Victoria Hotel\n</td></tr>\n<tr>\n<td>M6L\n</td>\n<td>North York\n</td>\n<td>North Park, Maple Leaf Park, Upwood Park\n</td></tr>\n<tr>\n<td>M7L\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8L\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9L\n</td>\n<td>North York\n</td>\n<td>Humber Summit\n</td></tr>\n<tr>\n<td>M1M\n</td>\n<td>Scarborough\n</td>\n<td>Cliffside, Cliffcrest, Scarborough Village West\n</td></tr>\n<tr>\n<td>M2M\n</td>\n<td>North York\n</td>\n<td>Willowdale, Newtonbrook\n</td></tr>\n<tr>\n<td>M3M\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4M\n</td>\n<td>East Toronto\n</td>\n<td>Studio District\n</td></tr>\n<tr>\n<td>M5M\n</td>\n<td>North York\n</td>\n<td>Bedford Park, Lawrence Manor East\n</td></tr>\n<tr>\n<td>M6M\n</td>\n<td>York\n</td>\n<td>Del Ray, Mount Dennis, Keelsdale and Silverthorn\n</td></tr>\n<tr>\n<td>M7M\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8M\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9M\n</td>\n<td>North York\n</td>\n<td>Humberlea, Emery\n</td></tr>\n<tr>\n<td>M1N\n</td>\n<td>Scarborough\n</td>\n<td>Birch Cliff, Cliffside West\n</td></tr>\n<tr>\n<td>M2N\n</td>\n<td>North York\n</td>\n<td>Willowdale, Willowdale East\n</td></tr>\n<tr>\n<td>M3N\n</td>\n<td>North York\n</td>\n<td>Downsview\n</td></tr>\n<tr>\n<td>M4N\n</td>\n<td>Central Toronto\n</td>\n<td>Lawrence Park\n</td></tr>\n<tr>\n<td>M5N\n</td>\n<td>Central Toronto\n</td>\n<td>Roselawn\n</td></tr>\n<tr>\n<td>M6N\n</td>\n<td>York\n</td>\n<td>Runnymede, The Junction North\n</td></tr>\n<tr>\n<td>M7N\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8N\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9N\n</td>\n<td>York\n</td>\n<td>Weston\n</td></tr>\n<tr>\n<td>M1P\n</td>\n<td>Scarborough\n</td>\n<td>Dorset Park, Wexford Heights, Scarborough Town Centre\n</td></tr>\n<tr>\n<td>M2P\n</td>\n<td>North York\n</td>\n<td>York Mills West\n</td></tr>\n<tr>\n<td>M3P\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4P\n</td>\n<td>Central Toronto\n</td>\n<td>Davisville North\n</td></tr>\n<tr>\n<td>M5P\n</td>\n<td>Central Toronto\n</td>\n<td>Forest Hill North &amp; West, Forest Hill Road Park\n</td></tr>\n<tr>\n<td>M6P\n</td>\n<td>West Toronto\n</td>\n<td>High Park, The Junction South\n</td></tr>\n<tr>\n<td>M7P\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8P\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9P\n</td>\n<td>Etobicoke\n</td>\n<td>Westmount\n</td></tr>\n<tr>\n<td>M1R\n</td>\n<td>Scarborough\n</td>\n<td>Wexford, Maryvale\n</td></tr>\n<tr>\n<td>M2R\n</td>\n<td>North York\n</td>\n<td>Willowdale, Willowdale West\n</td></tr>\n<tr>\n<td>M3R\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4R\n</td>\n<td>Central Toronto\n</td>\n<td>North Toronto West,  Lawrence Park\n</td></tr>\n<tr>\n<td>M5R\n</td>\n<td>Central Toronto\n</td>\n<td>The Annex, North Midtown, Yorkville\n</td></tr>\n<tr>\n<td>M6R\n</td>\n<td>West Toronto\n</td>\n<td>Parkdale, Roncesvalles\n</td></tr>\n<tr>\n<td>M7R\n</td>\n<td>Mississauga\n</td>\n<td>Canada Post Gateway Processing Centre\n</td></tr>\n<tr>\n<td>M8R\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9R\n</td>\n<td>Etobicoke\n</td>\n<td>Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\n</td></tr>\n<tr>\n<td>M1S\n</td>\n<td>Scarborough\n</td>\n<td>Agincourt\n</td></tr>\n<tr>\n<td>M2S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4S\n</td>\n<td>Central Toronto\n</td>\n<td>Davisville\n</td></tr>\n<tr>\n<td>M5S\n</td>\n<td>Downtown Toronto\n</td>\n<td>University of Toronto, Harbord\n</td></tr>\n<tr>\n<td>M6S\n</td>\n<td>West Toronto\n</td>\n<td>Runnymede, Swansea\n</td></tr>\n<tr>\n<td>M7S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9S\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1T\n</td>\n<td>Scarborough\n</td>\n<td>Clarks Corners, Tam O'Shanter, Sullivan\n</td></tr>\n<tr>\n<td>M2T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4T\n</td>\n<td>Central Toronto\n</td>\n<td>Moore Park, Summerhill East\n</td></tr>\n<tr>\n<td>M5T\n</td>\n<td>Downtown Toronto\n</td>\n<td>Kensington Market, Chinatown, Grange Park\n</td></tr>\n<tr>\n<td>M6T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M9T\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1V\n</td>\n<td>Scarborough\n</td>\n<td>Milliken, Agincourt North, Steeles East, L'Amoreaux East\n</td></tr>\n<tr>\n<td>M2V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4V\n</td>\n<td>Central Toronto\n</td>\n<td>Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\n</td></tr>\n<tr>\n<td>M5V\n</td>\n<td>Downtown Toronto\n</td>\n<td>CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport\n</td></tr>\n<tr>\n<td>M6V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7V\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8V\n</td>\n<td>Etobicoke\n</td>\n<td>New Toronto, Mimico South, Humber Bay Shores\n</td></tr>\n<tr>\n<td>M9V\n</td>\n<td>Etobicoke\n</td>\n<td>South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\n</td></tr>\n<tr>\n<td>M1W\n</td>\n<td>Scarborough\n</td>\n<td>Steeles West, L'Amoreaux West\n</td></tr>\n<tr>\n<td>M2W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4W\n</td>\n<td>Downtown Toronto\n</td>\n<td>Rosedale\n</td></tr>\n<tr>\n<td>M5W\n</td>\n<td>Downtown Toronto\n</td>\n<td>Stn A PO Boxes\n</td></tr>\n<tr>\n<td>M6W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7W\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8W\n</td>\n<td>Etobicoke\n</td>\n<td>Alderwood, Long Branch\n</td></tr>\n<tr>\n<td>M9W\n</td>\n<td>Etobicoke\n</td>\n<td>Northwest, West Humber - Clairville\n</td></tr>\n<tr>\n<td>M1X\n</td>\n<td>Scarborough\n</td>\n<td>Upper Rouge\n</td></tr>\n<tr>\n<td>M2X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4X\n</td>\n<td>Downtown Toronto\n</td>\n<td>St. James Town, Cabbagetown\n</td></tr>\n<tr>\n<td>M5X\n</td>\n<td>Downtown Toronto\n</td>\n<td>First Canadian Place, Underground city\n</td></tr>\n<tr>\n<td>M6X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8X\n</td>\n<td>Etobicoke\n</td>\n<td>The Kingsway, Montgomery Road, Old Mill North\n</td></tr>\n<tr>\n<td>M9X\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4Y\n</td>\n<td>Downtown Toronto\n</td>\n<td>Church and Wellesley\n</td></tr>\n<tr>\n<td>M5Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M6Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7Y\n</td>\n<td>East Toronto\n</td>\n<td>Business reply mail Processing Centre, South Central Letter Processing Plant Toronto\n</td></tr>\n<tr>\n<td>M8Y\n</td>\n<td>Etobicoke\n</td>\n<td>Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\n</td></tr>\n<tr>\n<td>M9Y\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M1Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M2Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M3Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M4Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M5Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M6Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M7Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr>\n<tr>\n<td>M8Z\n</td>\n<td>Etobicoke\n</td>\n<td>Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n</td></tr>\n<tr>\n<td>M9Z\n</td>\n<td>Not assigned\n</td>\n<td>Not assigned\n</td></tr></tbody></table>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Converted to Pandas DataFrame for cleaning and preprocessing"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "dfs = pd.read_html(tab)\ndf=dfs[0]\ndf.head()",
            "execution_count": 3,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 3,
                    "data": {
                        "text/plain": "  Postal Code           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  Regent Park, Harbourfront",
                        "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>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>Regent Park, Harbourfront</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "df1 = df[df.Borough != 'Not assigned']\n\ndf2 = df1.groupby(['Postal Code','Borough'], sort=False).agg(', '.join)\ndf2.reset_index(inplace=True)\n\ndf2['Neighbourhood'] = np.where(df2['Neighbourhood'] == 'Not assigned',df2['Borough'], df2['Neighbourhood'])\n\ndf2",
            "execution_count": 5,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 5,
                    "data": {
                        "text/plain": "    Postal Code           Borough  \\\n0           M3A        North York   \n1           M4A        North York   \n2           M5A  Downtown Toronto   \n3           M6A        North York   \n4           M7A  Downtown Toronto   \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                            Regent Park, Harbourfront  \n3                     Lawrence Manor, Lawrence Heights  \n4          Queen's Park, Ontario Provincial Government  \n5              Islington Avenue, Humber Valley Village  \n6                                       Malvern, Rouge  \n7                                            Don Mills  \n8                      Parkview Hill, Woodbine Gardens  \n9                             Garden District, Ryerson  \n10                                           Glencairn  \n11   West Deane Park, Princess Gardens, Martin Grov...  \n12              Rouge Hill, Port Union, Highland Creek  \n13                                           Don Mills  \n14                                    Woodbine Heights  \n15                                      St. James Town  \n16                                  Humewood-Cedarvale  \n17   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \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, Wilson Heights, Downsview North  \n29                                    Thorncliffe Park  \n..                                                 ...  \n73                   North Toronto West, Lawrence Park  \n74                 The Annex, North Midtown, Yorkville  \n75                              Parkdale, Roncesvalles  \n76               Canada Post Gateway Processing Centre  \n77   Kingsview Village, St. Phillips, Martin Grove ...  \n78                                           Agincourt  \n79                                          Davisville  \n80                      University of Toronto, Harbord  \n81                                  Runnymede, Swansea  \n82             Clarks Corners, Tam O'Shanter, Sullivan  \n83                         Moore Park, Summerhill East  \n84           Kensington Market, Chinatown, Grange Park  \n85   Milliken, Agincourt North, Steeles East, L'Amo...  \n86   Summerhill West, Rathnelly, South Hill, Forest...  \n87   CN Tower, King and Spadina, Railway Lands, Har...  \n88        New Toronto, Mimico South, Humber Bay Shores  \n89   South Steeles, Silverstone, Humbergate, Jamest...  \n90                       Steeles West, L'Amoreaux West  \n91                                            Rosedale  \n92                                      Stn A PO Boxes  \n93                              Alderwood, Long Branch  \n94                 Northwest, West Humber - Clairville  \n95                                         Upper Rouge  \n96                         St. James Town, Cabbagetown  \n97              First Canadian Place, Underground city  \n98       The Kingsway, Montgomery Road, Old Mill North  \n99                                Church and Wellesley  \n100  Business reply mail Processing Centre, South C...  \n101  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n102  Mimico NW, The Queensway West, South of Bloor,...  \n\n[103 rows x 3 columns]",
                        "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>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>Regent Park, Harbourfront</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M6A</td>\n      <td>North York</td>\n      <td>Lawrence Manor, Lawrence Heights</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M7A</td>\n      <td>Downtown Toronto</td>\n      <td>Queen's Park, Ontario Provincial Government</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>M9A</td>\n      <td>Etobicoke</td>\n      <td>Islington Avenue, Humber Valley Village</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Malvern, Rouge</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M3B</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M4B</td>\n      <td>East York</td>\n      <td>Parkview Hill, Woodbine Gardens</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Garden District, Ryerson</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>West Deane Park, Princess Gardens, Martin Grov...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M3C</td>\n      <td>North York</td>\n      <td>Don Mills</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>Eringate, Bloordale Gardens, Old Burnhamthorpe...</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, Wilson Heights, Downsview North</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, Lawrence Park</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, St. Phillips, Martin Grove ...</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>University of Toronto, Harbord</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, Tam O'Shanter, Sullivan</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>Kensington Market, Chinatown, Grange Park</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>M1V</td>\n      <td>Scarborough</td>\n      <td>Milliken, Agincourt North, Steeles East, L'Amo...</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M4V</td>\n      <td>Central Toronto</td>\n      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>M5V</td>\n      <td>Downtown Toronto</td>\n      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>M8V</td>\n      <td>Etobicoke</td>\n      <td>New Toronto, Mimico South, Humber Bay Shores</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M9V</td>\n      <td>Etobicoke</td>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>Steeles West, 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</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, West Humber - Clairville</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>St. James Town, Cabbagetown</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, South C...</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>M8Y</td>\n      <td>Etobicoke</td>\n      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>M8Z</td>\n      <td>Etobicoke</td>\n      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n    </tr>\n  </tbody>\n</table>\n<p>103 rows \u00d7 3 columns</p>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "df2.shape",
            "execution_count": 6,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 6,
                    "data": {
                        "text/plain": "(103, 3)"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Importing the csv file conatining the latitudes and longitudes for various neighbourhoods in Canada"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "lat_lon = pd.read_csv('https://cocl.us/Geospatial_data')\nlat_lon.columns = ['Postal Code','Latitude','Longitude']\nlat_lon.head()",
            "execution_count": 22,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 22,
                    "data": {
                        "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",
                        "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>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Merging two tables"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "df3 = pd.merge(df2, lat_lon, on='Postal Code')\ndf3.head()",
            "execution_count": 23,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 23,
                    "data": {
                        "text/plain": "  Postal Code           Borough                                Neighbourhood  \\\n0         M3A        North York                                    Parkwoods   \n1         M4A        North York                             Victoria Village   \n2         M5A  Downtown Toronto                    Regent Park, Harbourfront   \n3         M6A        North York             Lawrence Manor, Lawrence Heights   \n4         M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government   \n\n    Latitude  Longitude  \n0  43.753259 -79.329656  \n1  43.725882 -79.315572  \n2  43.654260 -79.360636  \n3  43.718518 -79.464763  \n4  43.662301 -79.389494  ",
                        "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>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>Regent Park, Harbourfront</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 Manor, Lawrence Heights</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>Downtown Toronto</td>\n      <td>Queen's Park, Ontario Provincial Government</td>\n      <td>43.662301</td>\n      <td>-79.389494</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Getting all the rows from the data frame which contains Toronto in their Borough"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "df4 = df3[df3['Borough'].str.contains('Toronto',regex=False)]\ndf4",
            "execution_count": 24,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 24,
                    "data": {
                        "text/plain": "    Postal Code           Borough  \\\n2           M5A  Downtown Toronto   \n4           M7A  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                            Regent Park, Harbourfront  43.654260 -79.360636  \n4          Queen's Park, Ontario Provincial Government  43.662301 -79.389494  \n9                             Garden District, Ryerson  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                            Richmond, Adelaide, King  43.650571 -79.384568  \n31                        Dufferin, Dovercourt Village  43.669005 -79.442259  \n36   Harbourfront East, Union Station, Toronto Islands  43.640816 -79.381752  \n37                            Little Portugal, Trinity  43.647927 -79.419750  \n41                        The Danforth West, Riverdale  43.679557 -79.352188  \n42            Toronto Dominion Centre, Design Exchange  43.647177 -79.381576  \n43        Brockton, Parkdale Village, Exhibition Place  43.636847 -79.428191  \n47                      India Bazaar, The Beaches West  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 & West, Forest Hill Road Park  43.696948 -79.411307  \n69                       High Park, The Junction South  43.661608 -79.464763  \n73                   North Toronto West, Lawrence Park  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                      University of Toronto, Harbord  43.662696 -79.400049  \n81                                  Runnymede, Swansea  43.651571 -79.484450  \n83                         Moore Park, Summerhill East  43.689574 -79.383160  \n84           Kensington Market, Chinatown, Grange Park  43.653206 -79.400049  \n86   Summerhill West, Rathnelly, South Hill, Forest...  43.686412 -79.400049  \n87   CN Tower, King and Spadina, Railway Lands, Har...  43.628947 -79.394420  \n91                                            Rosedale  43.679563 -79.377529  \n92                                      Stn A PO Boxes  43.646435 -79.374846  \n96                         St. James Town, Cabbagetown  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, South C...  43.662744 -79.321558  ",
                        "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>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>Regent Park, Harbourfront</td>\n      <td>43.654260</td>\n      <td>-79.360636</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M7A</td>\n      <td>Downtown Toronto</td>\n      <td>Queen's Park, Ontario Provincial Government</td>\n      <td>43.662301</td>\n      <td>-79.389494</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Garden District, Ryerson</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>Richmond, Adelaide, King</td>\n      <td>43.650571</td>\n      <td>-79.384568</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>M6H</td>\n      <td>West Toronto</td>\n      <td>Dufferin, Dovercourt Village</td>\n      <td>43.669005</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>M5J</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront East, Union Station, Toronto Islands</td>\n      <td>43.640816</td>\n      <td>-79.381752</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>M6J</td>\n      <td>West Toronto</td>\n      <td>Little Portugal, Trinity</td>\n      <td>43.647927</td>\n      <td>-79.419750</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>M4K</td>\n      <td>East Toronto</td>\n      <td>The Danforth West, Riverdale</td>\n      <td>43.679557</td>\n      <td>-79.352188</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>M5K</td>\n      <td>Downtown Toronto</td>\n      <td>Toronto Dominion Centre, Design Exchange</td>\n      <td>43.647177</td>\n      <td>-79.381576</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>M6K</td>\n      <td>West Toronto</td>\n      <td>Brockton, Parkdale Village, Exhibition Place</td>\n      <td>43.636847</td>\n      <td>-79.428191</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>M4L</td>\n      <td>East Toronto</td>\n      <td>India Bazaar, The Beaches West</td>\n      <td>43.668999</td>\n      <td>-79.315572</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>M5L</td>\n      <td>Downtown Toronto</td>\n      <td>Commerce Court, Victoria Hotel</td>\n      <td>43.648198</td>\n      <td>-79.379817</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>M4M</td>\n      <td>East Toronto</td>\n      <td>Studio District</td>\n      <td>43.659526</td>\n      <td>-79.340923</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>M4N</td>\n      <td>Central Toronto</td>\n      <td>Lawrence Park</td>\n      <td>43.728020</td>\n      <td>-79.388790</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>M5N</td>\n      <td>Central Toronto</td>\n      <td>Roselawn</td>\n      <td>43.711695</td>\n      <td>-79.416936</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>M4P</td>\n      <td>Central Toronto</td>\n      <td>Davisville North</td>\n      <td>43.712751</td>\n      <td>-79.390197</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>M5P</td>\n      <td>Central Toronto</td>\n      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n      <td>43.696948</td>\n      <td>-79.411307</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>M6P</td>\n      <td>West Toronto</td>\n      <td>High Park, The Junction South</td>\n      <td>43.661608</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M4R</td>\n      <td>Central Toronto</td>\n      <td>North Toronto West, Lawrence Park</td>\n      <td>43.715383</td>\n      <td>-79.405678</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      <td>43.672710</td>\n      <td>-79.405678</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>M6R</td>\n      <td>West Toronto</td>\n      <td>Parkdale, Roncesvalles</td>\n      <td>43.648960</td>\n      <td>-79.456325</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>M4S</td>\n      <td>Central Toronto</td>\n      <td>Davisville</td>\n      <td>43.704324</td>\n      <td>-79.388790</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M5S</td>\n      <td>Downtown Toronto</td>\n      <td>University of Toronto, Harbord</td>\n      <td>43.662696</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M6S</td>\n      <td>West Toronto</td>\n      <td>Runnymede, Swansea</td>\n      <td>43.651571</td>\n      <td>-79.484450</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M4T</td>\n      <td>Central Toronto</td>\n      <td>Moore Park, Summerhill East</td>\n      <td>43.689574</td>\n      <td>-79.383160</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>M5T</td>\n      <td>Downtown Toronto</td>\n      <td>Kensington Market, Chinatown, Grange Park</td>\n      <td>43.653206</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M4V</td>\n      <td>Central Toronto</td>\n      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n      <td>43.686412</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>M5V</td>\n      <td>Downtown Toronto</td>\n      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n      <td>43.628947</td>\n      <td>-79.394420</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M4W</td>\n      <td>Downtown Toronto</td>\n      <td>Rosedale</td>\n      <td>43.679563</td>\n      <td>-79.377529</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M5W</td>\n      <td>Downtown Toronto</td>\n      <td>Stn A PO Boxes</td>\n      <td>43.646435</td>\n      <td>-79.374846</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>M4X</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town, Cabbagetown</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, South C...</td>\n      <td>43.662744</td>\n      <td>-79.321558</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Visualizing all the Neighbourhoods"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "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",
            "execution_count": 25,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 25,
                    "data": {
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                        "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
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  "minZoom": 1,
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            var circle_marker_aac37df4ad8449a48cbbc3e2992a5dbf = L.circleMarker(
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  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
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  "lineCap": "round",
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  "fillRule": "evenodd",
  "lineCap": "round",
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                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "markdown",
            "source": "# Using KMeans clustering for the clsutering of the neighbourhoods"
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "k=5\ntoronto_clustering = df4.drop(['Postal Code','Borough','Neighbourhood'],1)\nkmeans = KMeans(n_clusters = k,random_state=0).fit(toronto_clustering)\nkmeans.labels_\ndf4.insert(0, 'Cluster Labels', kmeans.labels_)",
            "execution_count": 26,
            "outputs": []
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "df4",
            "execution_count": 27,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 27,
                    "data": {
                        "text/plain": "     Cluster Labels Postal Code           Borough  \\\n2                 0         M5A  Downtown Toronto   \n4                 0         M7A  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                3         M6G  Downtown Toronto   \n30                0         M5H  Downtown Toronto   \n31                1         M6H      West Toronto   \n36                0         M5J  Downtown Toronto   \n37                3         M6J      West Toronto   \n41                4         M4K      East Toronto   \n42                0         M5K  Downtown Toronto   \n43                3         M6K      West Toronto   \n47                4         M4L      East Toronto   \n48                0         M5L  Downtown Toronto   \n54                4         M4M      East Toronto   \n61                2         M4N   Central Toronto   \n62                2         M5N   Central Toronto   \n67                2         M4P   Central Toronto   \n68                2         M5P   Central Toronto   \n69                1         M6P      West Toronto   \n73                2         M4R   Central Toronto   \n74                3         M5R   Central Toronto   \n75                1         M6R      West Toronto   \n79                2         M4S   Central Toronto   \n80                3         M5S  Downtown Toronto   \n81                1         M6S      West Toronto   \n83                2         M4T   Central Toronto   \n84                3         M5T  Downtown Toronto   \n86                2         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         M7Y      East Toronto   \n\n                                         Neighbourhood   Latitude  Longitude  \n2                            Regent Park, Harbourfront  43.654260 -79.360636  \n4          Queen's Park, Ontario Provincial Government  43.662301 -79.389494  \n9                             Garden District, Ryerson  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                            Richmond, Adelaide, King  43.650571 -79.384568  \n31                        Dufferin, Dovercourt Village  43.669005 -79.442259  \n36   Harbourfront East, Union Station, Toronto Islands  43.640816 -79.381752  \n37                            Little Portugal, Trinity  43.647927 -79.419750  \n41                        The Danforth West, Riverdale  43.679557 -79.352188  \n42            Toronto Dominion Centre, Design Exchange  43.647177 -79.381576  \n43        Brockton, Parkdale Village, Exhibition Place  43.636847 -79.428191  \n47                      India Bazaar, The Beaches West  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 & West, Forest Hill Road Park  43.696948 -79.411307  \n69                       High Park, The Junction South  43.661608 -79.464763  \n73                   North Toronto West, Lawrence Park  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                      University of Toronto, Harbord  43.662696 -79.400049  \n81                                  Runnymede, Swansea  43.651571 -79.484450  \n83                         Moore Park, Summerhill East  43.689574 -79.383160  \n84           Kensington Market, Chinatown, Grange Park  43.653206 -79.400049  \n86   Summerhill West, Rathnelly, South Hill, Forest...  43.686412 -79.400049  \n87   CN Tower, King and Spadina, Railway Lands, Har...  43.628947 -79.394420  \n91                                            Rosedale  43.679563 -79.377529  \n92                                      Stn A PO Boxes  43.646435 -79.374846  \n96                         St. James Town, Cabbagetown  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, South C...  43.662744 -79.321558  ",
                        "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>Cluster Labels</th>\n      <th>Postal Code</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>0</td>\n      <td>M5A</td>\n      <td>Downtown Toronto</td>\n      <td>Regent Park, Harbourfront</td>\n      <td>43.654260</td>\n      <td>-79.360636</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>M7A</td>\n      <td>Downtown Toronto</td>\n      <td>Queen's Park, Ontario Provincial Government</td>\n      <td>43.662301</td>\n      <td>-79.389494</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>0</td>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Garden District, Ryerson</td>\n      <td>43.657162</td>\n      <td>-79.378937</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>0</td>\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>4</td>\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>0</td>\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>0</td>\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>3</td>\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>0</td>\n      <td>M5H</td>\n      <td>Downtown Toronto</td>\n      <td>Richmond, Adelaide, King</td>\n      <td>43.650571</td>\n      <td>-79.384568</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>1</td>\n      <td>M6H</td>\n      <td>West Toronto</td>\n      <td>Dufferin, Dovercourt Village</td>\n      <td>43.669005</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>0</td>\n      <td>M5J</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront East, Union Station, Toronto Islands</td>\n      <td>43.640816</td>\n      <td>-79.381752</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>3</td>\n      <td>M6J</td>\n      <td>West Toronto</td>\n      <td>Little Portugal, Trinity</td>\n      <td>43.647927</td>\n      <td>-79.419750</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>4</td>\n      <td>M4K</td>\n      <td>East Toronto</td>\n      <td>The Danforth West, Riverdale</td>\n      <td>43.679557</td>\n      <td>-79.352188</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>0</td>\n      <td>M5K</td>\n      <td>Downtown Toronto</td>\n      <td>Toronto Dominion Centre, Design Exchange</td>\n      <td>43.647177</td>\n      <td>-79.381576</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>3</td>\n      <td>M6K</td>\n      <td>West Toronto</td>\n      <td>Brockton, Parkdale Village, Exhibition Place</td>\n      <td>43.636847</td>\n      <td>-79.428191</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>4</td>\n      <td>M4L</td>\n      <td>East Toronto</td>\n      <td>India Bazaar, The Beaches West</td>\n      <td>43.668999</td>\n      <td>-79.315572</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>0</td>\n      <td>M5L</td>\n      <td>Downtown Toronto</td>\n      <td>Commerce Court, Victoria Hotel</td>\n      <td>43.648198</td>\n      <td>-79.379817</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>4</td>\n      <td>M4M</td>\n      <td>East Toronto</td>\n      <td>Studio District</td>\n      <td>43.659526</td>\n      <td>-79.340923</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>2</td>\n      <td>M4N</td>\n      <td>Central Toronto</td>\n      <td>Lawrence Park</td>\n      <td>43.728020</td>\n      <td>-79.388790</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>2</td>\n      <td>M5N</td>\n      <td>Central Toronto</td>\n      <td>Roselawn</td>\n      <td>43.711695</td>\n      <td>-79.416936</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>2</td>\n      <td>M4P</td>\n      <td>Central Toronto</td>\n      <td>Davisville North</td>\n      <td>43.712751</td>\n      <td>-79.390197</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>2</td>\n      <td>M5P</td>\n      <td>Central Toronto</td>\n      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n      <td>43.696948</td>\n      <td>-79.411307</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>1</td>\n      <td>M6P</td>\n      <td>West Toronto</td>\n      <td>High Park, The Junction South</td>\n      <td>43.661608</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>2</td>\n      <td>M4R</td>\n      <td>Central Toronto</td>\n      <td>North Toronto West, Lawrence Park</td>\n      <td>43.715383</td>\n      <td>-79.405678</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>3</td>\n      <td>M5R</td>\n      <td>Central Toronto</td>\n      <td>The Annex, North Midtown, Yorkville</td>\n      <td>43.672710</td>\n      <td>-79.405678</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>1</td>\n      <td>M6R</td>\n      <td>West Toronto</td>\n      <td>Parkdale, Roncesvalles</td>\n      <td>43.648960</td>\n      <td>-79.456325</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>2</td>\n      <td>M4S</td>\n      <td>Central Toronto</td>\n      <td>Davisville</td>\n      <td>43.704324</td>\n      <td>-79.388790</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>3</td>\n      <td>M5S</td>\n      <td>Downtown Toronto</td>\n      <td>University of Toronto, Harbord</td>\n      <td>43.662696</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>1</td>\n      <td>M6S</td>\n      <td>West Toronto</td>\n      <td>Runnymede, Swansea</td>\n      <td>43.651571</td>\n      <td>-79.484450</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>2</td>\n      <td>M4T</td>\n      <td>Central Toronto</td>\n      <td>Moore Park, Summerhill East</td>\n      <td>43.689574</td>\n      <td>-79.383160</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>3</td>\n      <td>M5T</td>\n      <td>Downtown Toronto</td>\n      <td>Kensington Market, Chinatown, Grange Park</td>\n      <td>43.653206</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>2</td>\n      <td>M4V</td>\n      <td>Central Toronto</td>\n      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n      <td>43.686412</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>0</td>\n      <td>M5V</td>\n      <td>Downtown Toronto</td>\n      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n      <td>43.628947</td>\n      <td>-79.394420</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>0</td>\n      <td>M4W</td>\n      <td>Downtown Toronto</td>\n      <td>Rosedale</td>\n      <td>43.679563</td>\n      <td>-79.377529</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>0</td>\n      <td>M5W</td>\n      <td>Downtown Toronto</td>\n      <td>Stn A PO Boxes</td>\n      <td>43.646435</td>\n      <td>-79.374846</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>0</td>\n      <td>M4X</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town, Cabbagetown</td>\n      <td>43.667967</td>\n      <td>-79.367675</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>0</td>\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>0</td>\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>4</td>\n      <td>M7Y</td>\n      <td>East Toronto</td>\n      <td>Business reply mail Processing Centre, South C...</td>\n      <td>43.662744</td>\n      <td>-79.321558</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
                    },
                    "metadata": {}
                }
            ]
        },
        {
            "metadata": {},
            "cell_type": "code",
            "source": "map_clusters = folium.Map(location=[43.651070,-79.347015],zoom_start=10)\n\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\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",
            "execution_count": 28,
            "outputs": [
                {
                    "output_type": "execute_result",
                    "execution_count": 28,
                    "data": {
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                        "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
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                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
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                var html_7fb589b6051c4aeba6509e12d8d3dc8a = $('<div id="html_7fb589b6051c4aeba6509e12d8d3dc8a" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_3a4ddfabb0db4433bfc66c22e961ca44.setContent(html_7fb589b6051c4aeba6509e12d8d3dc8a);
            

            circle_marker_156f248dd5404fde8608880b853a1c7f.bindPopup(popup_3a4ddfabb0db4433bfc66c22e961ca44);

            
        
    
            var circle_marker_aa292538671a44b4857ea5956a84521a = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_91947237fe0c4df5ad53505d35aa226f = L.popup({maxWidth: '300'});

            
                var html_ea30b5d3952e4b519755a9a7905ce2a9 = $('<div id="html_ea30b5d3952e4b519755a9a7905ce2a9" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_91947237fe0c4df5ad53505d35aa226f.setContent(html_ea30b5d3952e4b519755a9a7905ce2a9);
            

            circle_marker_aa292538671a44b4857ea5956a84521a.bindPopup(popup_91947237fe0c4df5ad53505d35aa226f);

            
        
    
            var circle_marker_63a6d6db6a074d2692d1166d43ce3d6d = L.circleMarker(
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                {
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  "dashArray": null,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_3cafccca0b68479a9b41521dda844f1a = L.popup({maxWidth: '300'});

            
                var html_f037b4cd087f4affa8f10aebc6a89987 = $('<div id="html_f037b4cd087f4affa8f10aebc6a89987" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_3cafccca0b68479a9b41521dda844f1a.setContent(html_f037b4cd087f4affa8f10aebc6a89987);
            

            circle_marker_63a6d6db6a074d2692d1166d43ce3d6d.bindPopup(popup_3cafccca0b68479a9b41521dda844f1a);

            
        
    
            var circle_marker_5a971a8b8a654020bfb6311c34ac14c7 = L.circleMarker(
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                {
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  "dashOffset": null,
  "fill": true,
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_c179b6a36ada4bf98ab3d16c0f02d9ae = L.popup({maxWidth: '300'});

            
                var html_ae7517fead29480dbf2944d61087a181 = $('<div id="html_ae7517fead29480dbf2944d61087a181" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_c179b6a36ada4bf98ab3d16c0f02d9ae.setContent(html_ae7517fead29480dbf2944d61087a181);
            

            circle_marker_5a971a8b8a654020bfb6311c34ac14c7.bindPopup(popup_c179b6a36ada4bf98ab3d16c0f02d9ae);

            
        
    
            var circle_marker_f9702a64ba61495d8b948e0b83d6ea94 = L.circleMarker(
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                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_36a88fc133ed4ac1b1452bae613dc24c = L.popup({maxWidth: '300'});

            
                var html_bc4720e6fab14f898aa4781dcb76e564 = $('<div id="html_bc4720e6fab14f898aa4781dcb76e564" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_36a88fc133ed4ac1b1452bae613dc24c.setContent(html_bc4720e6fab14f898aa4781dcb76e564);
            

            circle_marker_f9702a64ba61495d8b948e0b83d6ea94.bindPopup(popup_36a88fc133ed4ac1b1452bae613dc24c);

            
        
    
            var circle_marker_e662247bd0f84799b3e2b7a3557daf7c = L.circleMarker(
                [43.669542,-79.4225637],
                {
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  "dashArray": null,
  "dashOffset": null,
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
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  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_984da4e41db848508283a58b0800f9e6 = L.popup({maxWidth: '300'});

            
                var html_5b1c8539ad42400b99865cd323005198 = $('<div id="html_5b1c8539ad42400b99865cd323005198" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_984da4e41db848508283a58b0800f9e6.setContent(html_5b1c8539ad42400b99865cd323005198);
            

            circle_marker_e662247bd0f84799b3e2b7a3557daf7c.bindPopup(popup_984da4e41db848508283a58b0800f9e6);

            
        
    
            var circle_marker_32e3058bb7e245ca8c0ec4fa02af4515 = L.circleMarker(
                [43.65057120000001,-79.3845675],
                {
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  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_83777bdb30bb4cfd894046f41ab5da1b = L.popup({maxWidth: '300'});

            
                var html_886345f578d7413d8a62ef8125922b67 = $('<div id="html_886345f578d7413d8a62ef8125922b67" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_83777bdb30bb4cfd894046f41ab5da1b.setContent(html_886345f578d7413d8a62ef8125922b67);
            

            circle_marker_32e3058bb7e245ca8c0ec4fa02af4515.bindPopup(popup_83777bdb30bb4cfd894046f41ab5da1b);

            
        
    
            var circle_marker_23b026c6310842bf8763c31f80c10b6e = L.circleMarker(
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  "fill": true,
  "fillColor": "#8000ff",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_1df5041ec3634896b76d19b8bdc99980 = L.popup({maxWidth: '300'});

            
                var html_3211faac2ca74d6baf99169c5fe874e7 = $('<div id="html_3211faac2ca74d6baf99169c5fe874e7" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_1df5041ec3634896b76d19b8bdc99980.setContent(html_3211faac2ca74d6baf99169c5fe874e7);
            

            circle_marker_23b026c6310842bf8763c31f80c10b6e.bindPopup(popup_1df5041ec3634896b76d19b8bdc99980);

            
        
    
            var circle_marker_5e9b8cec72fb4701b52d6c24439b88a7 = L.circleMarker(
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                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_5b3f6b13b02843e7bacdfdcaed54232b = L.popup({maxWidth: '300'});

            
                var html_fec434da719b4c41a2272a78246d7fe3 = $('<div id="html_fec434da719b4c41a2272a78246d7fe3" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_5b3f6b13b02843e7bacdfdcaed54232b.setContent(html_fec434da719b4c41a2272a78246d7fe3);
            

            circle_marker_5e9b8cec72fb4701b52d6c24439b88a7.bindPopup(popup_5b3f6b13b02843e7bacdfdcaed54232b);

            
        
    
            var circle_marker_8b38aae99cac4ce1a7341fcd91e2beaa = L.circleMarker(
                [43.647926700000006,-79.4197497],
                {
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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_501d9847088142838542a00467105b4c);
            
    
            var popup_32e03ab92ae74a61b1a78973e20ecd89 = L.popup({maxWidth: '300'});

            
                var html_23b2312fc02b45a78065298a11d0710e = $('<div id="html_23b2312fc02b45a78065298a11d0710e" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_32e03ab92ae74a61b1a78973e20ecd89.setContent(html_23b2312fc02b45a78065298a11d0710e);
            

            circle_marker_8b38aae99cac4ce1a7341fcd91e2beaa.bindPopup(popup_32e03ab92ae74a61b1a78973e20ecd89);

            
        
    
            var circle_marker_5fda51c3b2c741ed82d3265c75db925d = L.circleMarker(
                [43.6795571,-79.352188],
                {
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  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
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  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_fb21c318e28241be880405da432b7120 = L.popup({maxWidth: '300'});

            
                var html_5c9ced1246b74363828dcf47775b81ab = $('<div id="html_5c9ced1246b74363828dcf47775b81ab" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_fb21c318e28241be880405da432b7120.setContent(html_5c9ced1246b74363828dcf47775b81ab);
            

            circle_marker_5fda51c3b2c741ed82d3265c75db925d.bindPopup(popup_fb21c318e28241be880405da432b7120);

            
        
    
            var circle_marker_5a541b6314074641a3b0f94333a34fad = L.circleMarker(
                [43.6471768,-79.38157640000001],
                {
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  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_b50a0cc6a61544fbaa7ff7917eb09a03 = L.popup({maxWidth: '300'});

            
                var html_e24e7314e18c4ba987e45eeb81b0f21b = $('<div id="html_e24e7314e18c4ba987e45eeb81b0f21b" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_b50a0cc6a61544fbaa7ff7917eb09a03.setContent(html_e24e7314e18c4ba987e45eeb81b0f21b);
            

            circle_marker_5a541b6314074641a3b0f94333a34fad.bindPopup(popup_b50a0cc6a61544fbaa7ff7917eb09a03);

            
        
    
            var circle_marker_bec42d0d30dc402f89003e16842d7bd5 = L.circleMarker(
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  "color": "#80ffb4",
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  "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_501d9847088142838542a00467105b4c);
            
    
            var popup_2c0d7fa494cf445aa541f16b2f946f17 = L.popup({maxWidth: '300'});

            
                var html_90028d68b91a4fc099bc2985c5bb2406 = $('<div id="html_90028d68b91a4fc099bc2985c5bb2406" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_2c0d7fa494cf445aa541f16b2f946f17.setContent(html_90028d68b91a4fc099bc2985c5bb2406);
            

            circle_marker_bec42d0d30dc402f89003e16842d7bd5.bindPopup(popup_2c0d7fa494cf445aa541f16b2f946f17);

            
        
    
            var circle_marker_c597f8482f03477db0aee71ed18574e8 = L.circleMarker(
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                {
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  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_012bd19d722b48679821b2d8bc917cf1 = L.popup({maxWidth: '300'});

            
                var html_82e75f1110074447a3f77c5dcdd91c9f = $('<div id="html_82e75f1110074447a3f77c5dcdd91c9f" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_012bd19d722b48679821b2d8bc917cf1.setContent(html_82e75f1110074447a3f77c5dcdd91c9f);
            

            circle_marker_c597f8482f03477db0aee71ed18574e8.bindPopup(popup_012bd19d722b48679821b2d8bc917cf1);

            
        
    
            var circle_marker_c8a8418458de411a939d44cc280fdae4 = L.circleMarker(
                [43.6481985,-79.37981690000001],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_544f945b33004fbc844b493d3024d9a4 = L.popup({maxWidth: '300'});

            
                var html_3f73dfd0701a41e2b65280880c5acc99 = $('<div id="html_3f73dfd0701a41e2b65280880c5acc99" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_544f945b33004fbc844b493d3024d9a4.setContent(html_3f73dfd0701a41e2b65280880c5acc99);
            

            circle_marker_c8a8418458de411a939d44cc280fdae4.bindPopup(popup_544f945b33004fbc844b493d3024d9a4);

            
        
    
            var circle_marker_4541e2a732654b6195c1f5a24d432c77 = L.circleMarker(
                [43.6595255,-79.340923],
                {
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  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_860a0da186514b23a967f4a2c5730ed1 = L.popup({maxWidth: '300'});

            
                var html_bbff866a37f14fe9a6b066c689b9e92b = $('<div id="html_bbff866a37f14fe9a6b066c689b9e92b" style="width: 100.0%; height: 100.0%;"> Cluster 4</div>')[0];
                popup_860a0da186514b23a967f4a2c5730ed1.setContent(html_bbff866a37f14fe9a6b066c689b9e92b);
            

            circle_marker_4541e2a732654b6195c1f5a24d432c77.bindPopup(popup_860a0da186514b23a967f4a2c5730ed1);

            
        
    
            var circle_marker_58608c93f6334aaea41217967771d572 = L.circleMarker(
                [43.7280205,-79.3887901],
                {
  "bubblingMouseEvents": true,
  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_37d41019353b44d99fc6ff2f51629313 = L.popup({maxWidth: '300'});

            
                var html_7492d475950b4e6fbf669eb809e2ded7 = $('<div id="html_7492d475950b4e6fbf669eb809e2ded7" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_37d41019353b44d99fc6ff2f51629313.setContent(html_7492d475950b4e6fbf669eb809e2ded7);
            

            circle_marker_58608c93f6334aaea41217967771d572.bindPopup(popup_37d41019353b44d99fc6ff2f51629313);

            
        
    
            var circle_marker_d4ea5dd31476498dbdb1a97f665fa778 = L.circleMarker(
                [43.7116948,-79.41693559999999],
                {
  "bubblingMouseEvents": true,
  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_1d2fd3221af240278a3f577a3ec29ee5 = L.popup({maxWidth: '300'});

            
                var html_87c7eb944381437395052d1c5cac6190 = $('<div id="html_87c7eb944381437395052d1c5cac6190" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_1d2fd3221af240278a3f577a3ec29ee5.setContent(html_87c7eb944381437395052d1c5cac6190);
            

            circle_marker_d4ea5dd31476498dbdb1a97f665fa778.bindPopup(popup_1d2fd3221af240278a3f577a3ec29ee5);

            
        
    
            var circle_marker_988cf8e5d3f54686ba85915042f1fb30 = L.circleMarker(
                [43.7127511,-79.3901975],
                {
  "bubblingMouseEvents": true,
  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_c11b082edee546d08d085a87c7c9c929 = L.popup({maxWidth: '300'});

            
                var html_1de2884a50b246fa9fdd800d722b90a1 = $('<div id="html_1de2884a50b246fa9fdd800d722b90a1" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_c11b082edee546d08d085a87c7c9c929.setContent(html_1de2884a50b246fa9fdd800d722b90a1);
            

            circle_marker_988cf8e5d3f54686ba85915042f1fb30.bindPopup(popup_c11b082edee546d08d085a87c7c9c929);

            
        
    
            var circle_marker_226afd54bd2140f99d0319fc3eed8e73 = L.circleMarker(
                [43.6969476,-79.41130720000001],
                {
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  "fill": true,
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
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  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_8395afee371e47cdaec9630947344065 = L.popup({maxWidth: '300'});

            
                var html_042a243979654e5c877ad39b03ba3236 = $('<div id="html_042a243979654e5c877ad39b03ba3236" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_8395afee371e47cdaec9630947344065.setContent(html_042a243979654e5c877ad39b03ba3236);
            

            circle_marker_226afd54bd2140f99d0319fc3eed8e73.bindPopup(popup_8395afee371e47cdaec9630947344065);

            
        
    
            var circle_marker_21e48213a67c49bb866ce6b1748dce5d = L.circleMarker(
                [43.6616083,-79.46476329999999],
                {
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_28bc32020c7f4785ad0aaa3564a73c8e = L.popup({maxWidth: '300'});

            
                var html_1aaf0a7011344412bbf8de7cc260df1b = $('<div id="html_1aaf0a7011344412bbf8de7cc260df1b" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_28bc32020c7f4785ad0aaa3564a73c8e.setContent(html_1aaf0a7011344412bbf8de7cc260df1b);
            

            circle_marker_21e48213a67c49bb866ce6b1748dce5d.bindPopup(popup_28bc32020c7f4785ad0aaa3564a73c8e);

            
        
    
            var circle_marker_55359c465d8c4bc09ab80bb06cc40b94 = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_55cc2e796bb84eceb048e8eff83fc290 = L.popup({maxWidth: '300'});

            
                var html_2933764ff43146b4821618ef54675fec = $('<div id="html_2933764ff43146b4821618ef54675fec" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_55cc2e796bb84eceb048e8eff83fc290.setContent(html_2933764ff43146b4821618ef54675fec);
            

            circle_marker_55359c465d8c4bc09ab80bb06cc40b94.bindPopup(popup_55cc2e796bb84eceb048e8eff83fc290);

            
        
    
            var circle_marker_2ab0ebcd6da14bb3a540aebc9b2eeaf7 = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_eb5d3aadeac840eca1fd3897e854da95 = L.popup({maxWidth: '300'});

            
                var html_58b73ef4b333405ca386bd73ca777464 = $('<div id="html_58b73ef4b333405ca386bd73ca777464" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_eb5d3aadeac840eca1fd3897e854da95.setContent(html_58b73ef4b333405ca386bd73ca777464);
            

            circle_marker_2ab0ebcd6da14bb3a540aebc9b2eeaf7.bindPopup(popup_eb5d3aadeac840eca1fd3897e854da95);

            
        
    
            var circle_marker_8465bb41a8d04833ac72e8bb15a77c24 = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_f65542550df84706bceac6abe59f9612 = L.popup({maxWidth: '300'});

            
                var html_aa03a967c3ef4b4085fabf82ac25da07 = $('<div id="html_aa03a967c3ef4b4085fabf82ac25da07" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_f65542550df84706bceac6abe59f9612.setContent(html_aa03a967c3ef4b4085fabf82ac25da07);
            

            circle_marker_8465bb41a8d04833ac72e8bb15a77c24.bindPopup(popup_f65542550df84706bceac6abe59f9612);

            
        
    
            var circle_marker_acc34a2ad5134107ba0a5d7042a6af02 = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_391682db7a8748e4a63c5e2188272627 = L.popup({maxWidth: '300'});

            
                var html_21215b3c0c244b9a9b7c4a2e28efb26f = $('<div id="html_21215b3c0c244b9a9b7c4a2e28efb26f" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_391682db7a8748e4a63c5e2188272627.setContent(html_21215b3c0c244b9a9b7c4a2e28efb26f);
            

            circle_marker_acc34a2ad5134107ba0a5d7042a6af02.bindPopup(popup_391682db7a8748e4a63c5e2188272627);

            
        
    
            var circle_marker_594117cb444b4c79b82d9ab54717c0a8 = L.circleMarker(
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  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_ea8d6988dd5c427eaa38cd09cd6bca3f = L.popup({maxWidth: '300'});

            
                var html_a841e836119b4ec4b69e5483809ed7ff = $('<div id="html_a841e836119b4ec4b69e5483809ed7ff" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_ea8d6988dd5c427eaa38cd09cd6bca3f.setContent(html_a841e836119b4ec4b69e5483809ed7ff);
            

            circle_marker_594117cb444b4c79b82d9ab54717c0a8.bindPopup(popup_ea8d6988dd5c427eaa38cd09cd6bca3f);

            
        
    
            var circle_marker_2038f7629a864cd98dbe60e12ab7ab56 = L.circleMarker(
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  "stroke": true,
  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_375784de9bb44893a071a54b6189b220 = L.popup({maxWidth: '300'});

            
                var html_ef4b731fbf6c461e88230ed951233608 = $('<div id="html_ef4b731fbf6c461e88230ed951233608" style="width: 100.0%; height: 100.0%;"> Cluster 1</div>')[0];
                popup_375784de9bb44893a071a54b6189b220.setContent(html_ef4b731fbf6c461e88230ed951233608);
            

            circle_marker_2038f7629a864cd98dbe60e12ab7ab56.bindPopup(popup_375784de9bb44893a071a54b6189b220);

            
        
    
            var circle_marker_55c23e34443b4a979926c84710b05e0c = L.circleMarker(
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  "fill": true,
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  "radius": 5,
  "stroke": true,
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_a206b19d06ec4ccc940edc14c07d94cf = L.popup({maxWidth: '300'});

            
                var html_937d97c54fb64361b05618562389032b = $('<div id="html_937d97c54fb64361b05618562389032b" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_a206b19d06ec4ccc940edc14c07d94cf.setContent(html_937d97c54fb64361b05618562389032b);
            

            circle_marker_55c23e34443b4a979926c84710b05e0c.bindPopup(popup_a206b19d06ec4ccc940edc14c07d94cf);

            
        
    
            var circle_marker_870e12495d34420f99c52fb0f4e9045b = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_92f01dc9d4b24bb4b07d67e90e69747b = L.popup({maxWidth: '300'});

            
                var html_30943b2726924267be8241c15409729a = $('<div id="html_30943b2726924267be8241c15409729a" style="width: 100.0%; height: 100.0%;"> Cluster 3</div>')[0];
                popup_92f01dc9d4b24bb4b07d67e90e69747b.setContent(html_30943b2726924267be8241c15409729a);
            

            circle_marker_870e12495d34420f99c52fb0f4e9045b.bindPopup(popup_92f01dc9d4b24bb4b07d67e90e69747b);

            
        
    
            var circle_marker_d2b34ff518ae43ea8a311f921c331759 = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_cc26b665ee0a437d8b7ea844217bd90b = L.popup({maxWidth: '300'});

            
                var html_8a11b4df8a064bb4beed6df6aa4a4685 = $('<div id="html_8a11b4df8a064bb4beed6df6aa4a4685" style="width: 100.0%; height: 100.0%;"> Cluster 2</div>')[0];
                popup_cc26b665ee0a437d8b7ea844217bd90b.setContent(html_8a11b4df8a064bb4beed6df6aa4a4685);
            

            circle_marker_d2b34ff518ae43ea8a311f921c331759.bindPopup(popup_cc26b665ee0a437d8b7ea844217bd90b);

            
        
    
            var circle_marker_9f52e2fbbae0435db65d384a817b8ecc = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_04402999d1db494b90fad12a108f4f47 = L.popup({maxWidth: '300'});

            
                var html_c7473b31eadd44bf80228f5a2d07a641 = $('<div id="html_c7473b31eadd44bf80228f5a2d07a641" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_04402999d1db494b90fad12a108f4f47.setContent(html_c7473b31eadd44bf80228f5a2d07a641);
            

            circle_marker_9f52e2fbbae0435db65d384a817b8ecc.bindPopup(popup_04402999d1db494b90fad12a108f4f47);

            
        
    
            var circle_marker_ab5617c1c1d842429e9ae16e5a3742ef = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_41783a5e6ba947f18b991b97bab2faa0 = L.popup({maxWidth: '300'});

            
                var html_66fc3761c9fc43ecb754427438b04fa1 = $('<div id="html_66fc3761c9fc43ecb754427438b04fa1" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_41783a5e6ba947f18b991b97bab2faa0.setContent(html_66fc3761c9fc43ecb754427438b04fa1);
            

            circle_marker_ab5617c1c1d842429e9ae16e5a3742ef.bindPopup(popup_41783a5e6ba947f18b991b97bab2faa0);

            
        
    
            var circle_marker_5bbf104390e54618b7215751464248da = L.circleMarker(
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
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                var html_355724b240fd4fd7822439b536d254eb = $('<div id="html_355724b240fd4fd7822439b536d254eb" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_e57a050c2a0142049152d578bb676148.setContent(html_355724b240fd4fd7822439b536d254eb);
            

            circle_marker_5bbf104390e54618b7215751464248da.bindPopup(popup_e57a050c2a0142049152d578bb676148);

            
        
    
            var circle_marker_486d56a0ae334644b061b3bbfdcec050 = L.circleMarker(
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                {
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  "lineCap": "round",
  "lineJoin": "round",
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_c22cd98bf7304afaaf9d1f3203aa2c86 = L.popup({maxWidth: '300'});

            
                var html_d7f58a9cd88f44449c5df18d6108a34a = $('<div id="html_d7f58a9cd88f44449c5df18d6108a34a" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_c22cd98bf7304afaaf9d1f3203aa2c86.setContent(html_d7f58a9cd88f44449c5df18d6108a34a);
            

            circle_marker_486d56a0ae334644b061b3bbfdcec050.bindPopup(popup_c22cd98bf7304afaaf9d1f3203aa2c86);

            
        
    
            var circle_marker_525f3a4361064ff2a3bd59412958763b = L.circleMarker(
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                {
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  "lineCap": "round",
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}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_13cd1f305e784d65bfb85b334eb9d603 = L.popup({maxWidth: '300'});

            
                var html_a4c8cadc17e742c99968e9ef8613a876 = $('<div id="html_a4c8cadc17e742c99968e9ef8613a876" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_13cd1f305e784d65bfb85b334eb9d603.setContent(html_a4c8cadc17e742c99968e9ef8613a876);
            

            circle_marker_525f3a4361064ff2a3bd59412958763b.bindPopup(popup_13cd1f305e784d65bfb85b334eb9d603);

            
        
    
            var circle_marker_a22c9f9c2c9f4c5ea749b2b4647b4477 = L.circleMarker(
                [43.6658599,-79.38315990000001],
                {
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  "fill": true,
  "fillColor": "#ff0000",
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  "fillRule": "evenodd",
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  "weight": 3
}
                ).addTo(map_501d9847088142838542a00467105b4c);
            
    
            var popup_4b88c5bc4ab947e2b26eda992ad5739a = L.popup({maxWidth: '300'});

            
                var html_3248825321934f20a846d409265e4312 = $('<div id="html_3248825321934f20a846d409265e4312" style="width: 100.0%; height: 100.0%;"> Cluster 0</div>')[0];
                popup_4b88c5bc4ab947e2b26eda992ad5739a.setContent(html_3248825321934f20a846d409265e4312);
            

            circle_marker_a22c9f9c2c9f4c5ea749b2b4647b4477.bindPopup(popup_4b88c5bc4ab947e2b26eda992ad5739a);

            
        
    
            var circle_marker_214b772227f74dc8aaeaecb12188b035 = L.circleMarker(
                [43.6627439,-79.321558],
                {
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  "color": "#ffb360",
  "dashArray": null,
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  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
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