Applied-Data-Science-Capstone-Week-3-Toronto.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {
                "collapsed": true
            },
            "source": "# Segmenting and Clustering Neighborhoods in Toronto"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Author: Nehaal Patel"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- To view the notebook with full map: \n  https://nbviewer.jupyter.org/github/Nehaal-Patel/Coursera_Capstone/blob/master/Applied-Data-Science-Capstone-Week-3-Toronto.ipynb"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# Part 1"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Question 2:\n\nUse the Notebook to build the code to scrape the following Wikipedia page, https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M, in order to obtain the data that is in the table of postal codes and to transform the data into a pandas dataframe like the one shown below:"
        },
        {
            "cell_type": "code",
            "execution_count": 285,
            "metadata": {},
            "outputs": [],
            "source": "import pandas as pd\nimport requests\npd.options.display.max_rows = 10000\n"
        },
        {
            "cell_type": "code",
            "execution_count": 286,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "<Response [200]>"
                    },
                    "execution_count": 286,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "turl = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\npsct = requests.get(turl)\npsct"
        },
        {
            "cell_type": "code",
            "execution_count": 287,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "[    Postal Code           Borough  \\\n 0           M1A      Not assigned   \n 1           M2A      Not assigned   \n 2           M3A        North York   \n 3           M4A        North York   \n 4           M5A  Downtown Toronto   \n 5           M6A        North York   \n 6           M7A  Downtown Toronto   \n 7           M8A      Not assigned   \n 8           M9A         Etobicoke   \n 9           M1B       Scarborough   \n 10          M2B      Not assigned   \n 11          M3B        North York   \n 12          M4B         East York   \n 13          M5B  Downtown Toronto   \n 14          M6B        North York   \n 15          M7B      Not assigned   \n 16          M8B      Not assigned   \n 17          M9B         Etobicoke   \n 18          M1C       Scarborough   \n 19          M2C      Not assigned   \n 20          M3C        North York   \n 21          M4C         East York   \n 22          M5C  Downtown Toronto   \n 23          M6C              York   \n 24          M7C      Not assigned   \n 25          M8C      Not assigned   \n 26          M9C         Etobicoke   \n 27          M1E       Scarborough   \n 28          M2E      Not assigned   \n 29          M3E      Not assigned   \n 30          M4E      East Toronto   \n 31          M5E  Downtown Toronto   \n 32          M6E              York   \n 33          M7E      Not assigned   \n 34          M8E      Not assigned   \n 35          M9E      Not assigned   \n 36          M1G       Scarborough   \n 37          M2G      Not assigned   \n 38          M3G      Not assigned   \n 39          M4G         East York   \n 40          M5G  Downtown Toronto   \n 41          M6G  Downtown Toronto   \n 42          M7G      Not assigned   \n 43          M8G      Not assigned   \n 44          M9G      Not assigned   \n 45          M1H       Scarborough   \n 46          M2H        North York   \n 47          M3H        North York   \n 48          M4H         East York   \n 49          M5H  Downtown Toronto   \n 50          M6H      West Toronto   \n 51          M7H      Not assigned   \n 52          M8H      Not assigned   \n 53          M9H      Not assigned   \n 54          M1J       Scarborough   \n 55          M2J        North York   \n 56          M3J        North York   \n 57          M4J         East York   \n 58          M5J  Downtown Toronto   \n 59          M6J      West Toronto   \n 60          M7J      Not assigned   \n 61          M8J      Not assigned   \n 62          M9J      Not assigned   \n 63          M1K       Scarborough   \n 64          M2K        North York   \n 65          M3K        North York   \n 66          M4K      East Toronto   \n 67          M5K  Downtown Toronto   \n 68          M6K      West Toronto   \n 69          M7K      Not assigned   \n 70          M8K      Not assigned   \n 71          M9K      Not assigned   \n 72          M1L       Scarborough   \n 73          M2L        North York   \n 74          M3L        North York   \n 75          M4L      East Toronto   \n 76          M5L  Downtown Toronto   \n 77          M6L        North York   \n 78          M7L      Not assigned   \n 79          M8L      Not assigned   \n 80          M9L        North York   \n 81          M1M       Scarborough   \n 82          M2M        North York   \n 83          M3M        North York   \n 84          M4M      East Toronto   \n 85          M5M        North York   \n 86          M6M              York   \n 87          M7M      Not assigned   \n 88          M8M      Not assigned   \n 89          M9M        North York   \n 90          M1N       Scarborough   \n 91          M2N        North York   \n 92          M3N        North York   \n 93          M4N   Central Toronto   \n 94          M5N   Central Toronto   \n 95          M6N              York   \n 96          M7N      Not assigned   \n 97          M8N      Not assigned   \n 98          M9N              York   \n 99          M1P       Scarborough   \n 100         M2P        North York   \n 101         M3P      Not assigned   \n 102         M4P   Central Toronto   \n 103         M5P   Central Toronto   \n 104         M6P      West Toronto   \n 105         M7P      Not assigned   \n 106         M8P      Not assigned   \n 107         M9P         Etobicoke   \n 108         M1R       Scarborough   \n 109         M2R        North York   \n 110         M3R      Not assigned   \n 111         M4R   Central Toronto   \n 112         M5R   Central Toronto   \n 113         M6R      West Toronto   \n 114         M7R       Mississauga   \n 115         M8R      Not assigned   \n 116         M9R         Etobicoke   \n 117         M1S       Scarborough   \n 118         M2S      Not assigned   \n 119         M3S      Not assigned   \n 120         M4S   Central Toronto   \n 121         M5S  Downtown Toronto   \n 122         M6S      West Toronto   \n 123         M7S      Not assigned   \n 124         M8S      Not assigned   \n 125         M9S      Not assigned   \n 126         M1T       Scarborough   \n 127         M2T      Not assigned   \n 128         M3T      Not assigned   \n 129         M4T   Central Toronto   \n 130         M5T  Downtown Toronto   \n 131         M6T      Not assigned   \n 132         M7T      Not assigned   \n 133         M8T      Not assigned   \n 134         M9T      Not assigned   \n 135         M1V       Scarborough   \n 136         M2V      Not assigned   \n 137         M3V      Not assigned   \n 138         M4V   Central Toronto   \n 139         M5V  Downtown Toronto   \n 140         M6V      Not assigned   \n 141         M7V      Not assigned   \n 142         M8V         Etobicoke   \n 143         M9V         Etobicoke   \n 144         M1W       Scarborough   \n 145         M2W      Not assigned   \n 146         M3W      Not assigned   \n 147         M4W  Downtown Toronto   \n 148         M5W  Downtown Toronto   \n 149         M6W      Not assigned   \n 150         M7W      Not assigned   \n 151         M8W         Etobicoke   \n 152         M9W         Etobicoke   \n 153         M1X       Scarborough   \n 154         M2X      Not assigned   \n 155         M3X      Not assigned   \n 156         M4X  Downtown Toronto   \n 157         M5X  Downtown Toronto   \n 158         M6X      Not assigned   \n 159         M7X      Not assigned   \n 160         M8X         Etobicoke   \n 161         M9X      Not assigned   \n 162         M1Y      Not assigned   \n 163         M2Y      Not assigned   \n 164         M3Y      Not assigned   \n 165         M4Y  Downtown Toronto   \n 166         M5Y      Not assigned   \n 167         M6Y      Not assigned   \n 168         M7Y      East Toronto   \n 169         M8Y         Etobicoke   \n 170         M9Y      Not assigned   \n 171         M1Z      Not assigned   \n 172         M2Z      Not assigned   \n 173         M3Z      Not assigned   \n 174         M4Z      Not assigned   \n 175         M5Z      Not assigned   \n 176         M6Z      Not assigned   \n 177         M7Z      Not assigned   \n 178         M8Z         Etobicoke   \n 179         M9Z      Not assigned   \n \n                                          Neighbourhood  \n 0                                         Not assigned  \n 1                                         Not assigned  \n 2                                            Parkwoods  \n 3                                     Victoria Village  \n 4                            Regent Park, Harbourfront  \n 5                     Lawrence Manor, Lawrence Heights  \n 6          Queen's Park, Ontario Provincial Government  \n 7                                         Not assigned  \n 8              Islington Avenue, Humber Valley Village  \n 9                                       Malvern, Rouge  \n 10                                        Not assigned  \n 11                                           Don Mills  \n 12                     Parkview Hill, Woodbine Gardens  \n 13                            Garden District, Ryerson  \n 14                                           Glencairn  \n 15                                        Not assigned  \n 16                                        Not assigned  \n 17   West Deane Park, Princess Gardens, Martin Grov...  \n 18              Rouge Hill, Port Union, Highland Creek  \n 19                                        Not assigned  \n 20                                           Don Mills  \n 21                                    Woodbine Heights  \n 22                                      St. James Town  \n 23                                  Humewood-Cedarvale  \n 24                                        Not assigned  \n 25                                        Not assigned  \n 26   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n 27                   Guildwood, Morningside, West Hill  \n 28                                        Not assigned  \n 29                                        Not assigned  \n 30                                         The Beaches  \n 31                                         Berczy Park  \n 32                                 Caledonia-Fairbanks  \n 33                                        Not assigned  \n 34                                        Not assigned  \n 35                                        Not assigned  \n 36                                              Woburn  \n 37                                        Not assigned  \n 38                                        Not assigned  \n 39                                             Leaside  \n 40                                  Central Bay Street  \n 41                                            Christie  \n 42                                        Not assigned  \n 43                                        Not assigned  \n 44                                        Not assigned  \n 45                                           Cedarbrae  \n 46                                   Hillcrest Village  \n 47     Bathurst Manor, Wilson Heights, Downsview North  \n 48                                    Thorncliffe Park  \n 49                            Richmond, Adelaide, King  \n 50                        Dufferin, Dovercourt Village  \n 51                                        Not assigned  \n 52                                        Not assigned  \n 53                                        Not assigned  \n 54                                 Scarborough Village  \n 55                        Fairview, Henry Farm, Oriole  \n 56                     Northwood Park, York University  \n 57       East Toronto, Broadview North (Old East York)  \n 58   Harbourfront East, Union Station, Toronto Islands  \n 59                            Little Portugal, Trinity  \n 60                                        Not assigned  \n 61                                        Not assigned  \n 62                                        Not assigned  \n 63         Kennedy Park, Ionview, East Birchmount Park  \n 64                                     Bayview Village  \n 65                                           Downsview  \n 66                        The Danforth West, Riverdale  \n 67            Toronto Dominion Centre, Design Exchange  \n 68        Brockton, Parkdale Village, Exhibition Place  \n 69                                        Not assigned  \n 70                                        Not assigned  \n 71                                        Not assigned  \n 72                     Golden Mile, Clairlea, Oakridge  \n 73                            York Mills, Silver Hills  \n 74                                           Downsview  \n 75                      India Bazaar, The Beaches West  \n 76                      Commerce Court, Victoria Hotel  \n 77            North Park, Maple Leaf Park, Upwood Park  \n 78                                        Not assigned  \n 79                                        Not assigned  \n 80                                       Humber Summit  \n 81     Cliffside, Cliffcrest, Scarborough Village West  \n 82                             Willowdale, Newtonbrook  \n 83                                           Downsview  \n 84                                     Studio District  \n 85                   Bedford Park, Lawrence Manor East  \n 86    Del Ray, Mount Dennis, Keelsdale and Silverthorn  \n 87                                        Not assigned  \n 88                                        Not assigned  \n 89                                    Humberlea, Emery  \n 90                         Birch Cliff, Cliffside West  \n 91                         Willowdale, Willowdale East  \n 92                                           Downsview  \n 93                                       Lawrence Park  \n 94                                            Roselawn  \n 95                       Runnymede, The Junction North  \n 96                                        Not assigned  \n 97                                        Not assigned  \n 98                                              Weston  \n 99   Dorset Park, Wexford Heights, Scarborough Town...  \n 100                                    York Mills West  \n 101                                       Not assigned  \n 102                                   Davisville North  \n 103    Forest Hill North & West, Forest Hill Road Park  \n 104                      High Park, The Junction South  \n 105                                       Not assigned  \n 106                                       Not assigned  \n 107                                          Westmount  \n 108                                  Wexford, Maryvale  \n 109                        Willowdale, Willowdale West  \n 110                                       Not assigned  \n 111                  North Toronto West, Lawrence Park  \n 112                The Annex, North Midtown, Yorkville  \n 113                             Parkdale, Roncesvalles  \n 114              Canada Post Gateway Processing Centre  \n 115                                       Not assigned  \n 116  Kingsview Village, St. Phillips, Martin Grove ...  \n 117                                          Agincourt  \n 118                                       Not assigned  \n 119                                       Not assigned  \n 120                                         Davisville  \n 121                     University of Toronto, Harbord  \n 122                                 Runnymede, Swansea  \n 123                                       Not assigned  \n 124                                       Not assigned  \n 125                                       Not assigned  \n 126            Clarks Corners, Tam O'Shanter, Sullivan  \n 127                                       Not assigned  \n 128                                       Not assigned  \n 129                        Moore Park, Summerhill East  \n 130          Kensington Market, Chinatown, Grange Park  \n 131                                       Not assigned  \n 132                                       Not assigned  \n 133                                       Not assigned  \n 134                                       Not assigned  \n 135  Milliken, Agincourt North, Steeles East, L'Amo...  \n 136                                       Not assigned  \n 137                                       Not assigned  \n 138  Summerhill West, Rathnelly, South Hill, Forest...  \n 139  CN Tower, King and Spadina, Railway Lands, Har...  \n 140                                       Not assigned  \n 141                                       Not assigned  \n 142       New Toronto, Mimico South, Humber Bay Shores  \n 143  South Steeles, Silverstone, Humbergate, Jamest...  \n 144                      Steeles West, L'Amoreaux West  \n 145                                       Not assigned  \n 146                                       Not assigned  \n 147                                           Rosedale  \n 148                                     Stn A PO Boxes  \n 149                                       Not assigned  \n 150                                       Not assigned  \n 151                             Alderwood, Long Branch  \n 152                Northwest, West Humber - Clairville  \n 153                                        Upper Rouge  \n 154                                       Not assigned  \n 155                                       Not assigned  \n 156                        St. James Town, Cabbagetown  \n 157             First Canadian Place, Underground city  \n 158                                       Not assigned  \n 159                                       Not assigned  \n 160      The Kingsway, Montgomery Road, Old Mill North  \n 161                                       Not assigned  \n 162                                       Not assigned  \n 163                                       Not assigned  \n 164                                       Not assigned  \n 165                               Church and Wellesley  \n 166                                       Not assigned  \n 167                                       Not assigned  \n 168  Business reply mail Processing Centre, South C...  \n 169  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n 170                                       Not assigned  \n 171                                       Not assigned  \n 172                                       Not assigned  \n 173                                       Not assigned  \n 174                                       Not assigned  \n 175                                       Not assigned  \n 176                                       Not assigned  \n 177                                       Not assigned  \n 178  Mimico NW, The Queensway West, South of Bloor,...  \n 179                                       Not assigned  ,\n                                                   0   \\\n 0                                                NaN   \n 1  NL NS PE NB QC ON MB SK AB BC NU/NT YT A B C E...   \n 2                                                 NL   \n 3                                                  A   \n \n                                                   1   \\\n 0                              Canadian postal codes   \n 1  NL NS PE NB QC ON MB SK AB BC NU/NT YT A B C E...   \n 2                                                 NS   \n 3                                                  B   \n \n                                                   2    3    4    5    6    7   \\\n 0                                                NaN  NaN  NaN  NaN  NaN  NaN   \n 1  NL NS PE NB QC ON MB SK AB BC NU/NT YT A B C E...  NaN  NaN  NaN  NaN  NaN   \n 2                                                 PE   NB   QC   QC   QC   ON   \n 3                                                  C    E    G    H    J    K   \n \n     8    9    10   11   12   13   14   15     16   17  \n 0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN    NaN  NaN  \n 1  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN    NaN  NaN  \n 2   ON   ON   ON   ON   MB   SK   AB   BC  NU/NT   YT  \n 3    L    M    N    P    R    S    T    V      X    Y  ,\n    0   1   2   3   4   5   6   7   8   9   10  11  12  13  14  15     16  17\n 0  NL  NS  PE  NB  QC  QC  QC  ON  ON  ON  ON  ON  MB  SK  AB  BC  NU/NT  YT\n 1   A   B   C   E   G   H   J   K   L   M   N   P   R   S   T   V      X   Y]"
                    },
                    "execution_count": 287,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "psct_data = pd.read_html(psct.text)\npsct_data"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Question 3 : Create the dataframe below:\n- The dataframe will consist of three columns: PostalCode, Borough, and Neighborhood\n- Only process the cells that have an assigned borough. Ignore cells with a borough that is Not assigned.\n- More than one neighborhood can exist in one postal code area. For example, in the table on the Wikipedia page, you will notice that M5A is listed twice and has two neighborhoods: Harbourfront and Regent Park. These two rows will be combined into one row with the neighborhoods separated with a comma.\n- If a cell has a borough but a Not assigned neighborhood, then the neighborhood will be the same as the borough.\n- Clean your Notebook and add Markdown cells to explain your work and any assumptions you are making.\n- In the last cell of your notebook, use the .shape method to print the number of rows of your dataframe"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- The dataframe will consist of three columns: PostalCode, Borough, and Neighborhood"
        },
        {
            "cell_type": "code",
            "execution_count": 288,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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    <tr>\n      <th>5</th>\n      <td>M6A</td>\n      <td>North York</td>\n      <td>Lawrence Manor, Lawrence Heights</td>\n    </tr>\n    <tr>\n      <th>6</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>7</th>\n      <td>M8A</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M9A</td>\n      <td>Etobicoke</td>\n      <td>Islington Avenue, Humber Valley Village</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Malvern, Rouge</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M2B</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M3B</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M4B</td>\n      <td>East York</td>\n      <td>Parkview Hill, Woodbine Gardens</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Garden District, Ryerson</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M6B</td>\n      <td>North York</td>\n      <td>Glencairn</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M7B</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>M8B</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>17</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>18</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>M2C</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M3C</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M4C</td>\n      <td>East York</td>\n      <td>Woodbine Heights</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>M5C</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>M6C</td>\n      <td>York</td>\n      <td>Humewood-Cedarvale</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>M7C</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>M8C</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M9C</td>\n      <td>Etobicoke</td>\n      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood, Morningside, West Hill</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>M2E</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>M3E</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>M4E</td>\n      <td>East Toronto</td>\n      <td>The Beaches</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>M5E</td>\n      <td>Downtown Toronto</td>\n      <td>Berczy Park</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>M6E</td>\n      <td>York</td>\n      <td>Caledonia-Fairbanks</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>M7E</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>M8E</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>M9E</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>M2G</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>M3G</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>M4G</td>\n      <td>East York</td>\n      <td>Leaside</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>M5G</td>\n      <td>Downtown Toronto</td>\n      <td>Central Bay Street</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>M6G</td>\n      <td>Downtown Toronto</td>\n      <td>Christie</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>M7G</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>M8G</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>M9G</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>M2H</td>\n      <td>North York</td>\n      <td>Hillcrest Village</td>\n    </tr>\n    <tr>\n      <th>47</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>48</th>\n      <td>M4H</td>\n      <td>East York</td>\n      <td>Thorncliffe Park</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>M5H</td>\n      <td>Downtown Toronto</td>\n      <td>Richmond, Adelaide, King</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>M6H</td>\n      <td>West Toronto</td>\n      <td>Dufferin, Dovercourt Village</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>M7H</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>M8H</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>M9H</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>M2J</td>\n      <td>North York</td>\n      <td>Fairview, Henry Farm, Oriole</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>M3J</td>\n      <td>North York</td>\n      <td>Northwood Park, York University</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>M4J</td>\n      <td>East York</td>\n      <td>East Toronto, Broadview North (Old East York)</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>M5J</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront East, Union Station, Toronto Islands</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>M6J</td>\n      <td>West Toronto</td>\n      <td>Little Portugal, Trinity</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>M7J</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>M8J</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>M9J</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>Kennedy Park, Ionview, East Birchmount Park</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>M2K</td>\n      <td>North York</td>\n      <td>Bayview Village</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>M3K</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>M4K</td>\n      <td>East Toronto</td>\n      <td>The Danforth West, Riverdale</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>M5K</td>\n      <td>Downtown Toronto</td>\n      <td>Toronto Dominion Centre, Design Exchange</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>M6K</td>\n      <td>West Toronto</td>\n      <td>Brockton, Parkdale Village, Exhibition Place</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>M7K</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>M8K</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>M9K</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Golden Mile, Clairlea, Oakridge</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M2L</td>\n      <td>North York</td>\n      <td>York Mills, Silver Hills</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>M3L</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>M4L</td>\n      <td>East Toronto</td>\n      <td>India Bazaar, The Beaches West</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>M5L</td>\n      <td>Downtown Toronto</td>\n      <td>Commerce Court, Victoria Hotel</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>M6L</td>\n      <td>North York</td>\n      <td>North Park, Maple Leaf Park, Upwood Park</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>M7L</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>M8L</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M9L</td>\n      <td>North York</td>\n      <td>Humber Summit</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>M2M</td>\n      <td>North York</td>\n      <td>Willowdale, Newtonbrook</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M3M</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>M4M</td>\n      <td>East Toronto</td>\n      <td>Studio District</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>M5M</td>\n      <td>North York</td>\n      <td>Bedford Park, Lawrence Manor East</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M6M</td>\n      <td>York</td>\n      <td>Del Ray, Mount Dennis, Keelsdale and Silverthorn</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>M7M</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>M8M</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M9M</td>\n      <td>North York</td>\n      <td>Humberlea, Emery</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff, Cliffside West</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M2N</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale East</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M3N</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>M4N</td>\n      <td>Central Toronto</td>\n      <td>Lawrence Park</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>M5N</td>\n      <td>Central Toronto</td>\n      <td>Roselawn</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>M6N</td>\n      <td>York</td>\n      <td>Runnymede, The Junction North</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>M7N</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>M8N</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>M9N</td>\n      <td>York</td>\n      <td>Weston</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M2P</td>\n      <td>North York</td>\n      <td>York Mills West</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>M3P</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>M4P</td>\n      <td>Central Toronto</td>\n      <td>Davisville North</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td>M5P</td>\n      <td>Central Toronto</td>\n      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n    </tr>\n    <tr>\n      <th>104</th>\n      <td>M6P</td>\n      <td>West Toronto</td>\n      <td>High Park, The Junction South</td>\n    </tr>\n    <tr>\n      <th>105</th>\n      <td>M7P</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>106</th>\n      <td>M8P</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td>M9P</td>\n      <td>Etobicoke</td>\n      <td>Westmount</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Wexford, Maryvale</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>M2R</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale West</td>\n    </tr>\n    <tr>\n      <th>110</th>\n      <td>M3R</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td>M4R</td>\n      <td>Central Toronto</td>\n      <td>North Toronto West, Lawrence Park</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>M5R</td>\n      <td>Central Toronto</td>\n      <td>The Annex, North Midtown, Yorkville</td>\n    </tr>\n    <tr>\n      <th>113</th>\n      <td>M6R</td>\n      <td>West Toronto</td>\n      <td>Parkdale, Roncesvalles</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>M7R</td>\n      <td>Mississauga</td>\n      <td>Canada Post Gateway Processing Centre</td>\n    </tr>\n    <tr>\n      <th>115</th>\n      <td>M8R</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>M9R</td>\n      <td>Etobicoke</td>\n      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n    </tr>\n    <tr>\n      <th>118</th>\n      <td>M2S</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>119</th>\n      <td>M3S</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>M4S</td>\n      <td>Central Toronto</td>\n      <td>Davisville</td>\n    </tr>\n    <tr>\n      <th>121</th>\n      <td>M5S</td>\n      <td>Downtown Toronto</td>\n      <td>University of Toronto, Harbord</td>\n    </tr>\n    <tr>\n      <th>122</th>\n      <td>M6S</td>\n      <td>West Toronto</td>\n      <td>Runnymede, Swansea</td>\n    </tr>\n    <tr>\n      <th>123</th>\n      <td>M7S</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>124</th>\n      <td>M8S</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>125</th>\n      <td>M9S</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n    </tr>\n    <tr>\n      <th>127</th>\n      <td>M2T</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>M3T</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>M4T</td>\n      <td>Central Toronto</td>\n      <td>Moore Park, Summerhill East</td>\n    </tr>\n    <tr>\n      <th>130</th>\n      <td>M5T</td>\n      <td>Downtown Toronto</td>\n      <td>Kensington Market, Chinatown, Grange Park</td>\n    </tr>\n    <tr>\n      <th>131</th>\n      <td>M6T</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>132</th>\n      <td>M7T</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>133</th>\n      <td>M8T</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>134</th>\n      <td>M9T</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>135</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>136</th>\n      <td>M2V</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>137</th>\n      <td>M3V</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>138</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>139</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>140</th>\n      <td>M6V</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>141</th>\n      <td>M7V</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>142</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>143</th>\n      <td>M9V</td>\n      <td>Etobicoke</td>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n    </tr>\n    <tr>\n      <th>144</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>Steeles West, L'Amoreaux West</td>\n    </tr>\n    <tr>\n      <th>145</th>\n      <td>M2W</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>146</th>\n      <td>M3W</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>147</th>\n      <td>M4W</td>\n      <td>Downtown Toronto</td>\n      <td>Rosedale</td>\n    </tr>\n    <tr>\n      <th>148</th>\n      <td>M5W</td>\n      <td>Downtown Toronto</td>\n      <td>Stn A PO Boxes</td>\n    </tr>\n    <tr>\n      <th>149</th>\n      <td>M6W</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>150</th>\n      <td>M7W</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>M8W</td>\n      <td>Etobicoke</td>\n      <td>Alderwood, Long Branch</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>M9W</td>\n      <td>Etobicoke</td>\n      <td>Northwest, West Humber - Clairville</td>\n    </tr>\n    <tr>\n      <th>153</th>\n      <td>M1X</td>\n      <td>Scarborough</td>\n      <td>Upper Rouge</td>\n    </tr>\n    <tr>\n      <th>154</th>\n      <td>M2X</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>155</th>\n      <td>M3X</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>156</th>\n      <td>M4X</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town, Cabbagetown</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td>M5X</td>\n      <td>Downtown Toronto</td>\n      <td>First Canadian Place, Underground city</td>\n    </tr>\n    <tr>\n      <th>158</th>\n      <td>M6X</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>159</th>\n      <td>M7X</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>160</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>161</th>\n      <td>M9X</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>162</th>\n      <td>M1Y</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>163</th>\n      <td>M2Y</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>164</th>\n      <td>M3Y</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>165</th>\n      <td>M4Y</td>\n      <td>Downtown Toronto</td>\n      <td>Church and Wellesley</td>\n    </tr>\n    <tr>\n      <th>166</th>\n      <td>M5Y</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>167</th>\n      <td>M6Y</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>168</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>169</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>170</th>\n      <td>M9Y</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>171</th>\n      <td>M1Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>172</th>\n      <td>M2Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>173</th>\n      <td>M3Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>174</th>\n      <td>M4Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>175</th>\n      <td>M5Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>176</th>\n      <td>M6Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>177</th>\n      <td>M7Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>178</th>\n      <td>M8Z</td>\n      <td>Etobicoke</td>\n      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n    </tr>\n    <tr>\n      <th>179</th>\n      <td>M9Z</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    Postal Code           Borough  \\\n0           M1A      Not assigned   \n1           M2A      Not assigned   \n2           M3A        North York   \n3           M4A        North York   \n4           M5A  Downtown Toronto   \n5           M6A        North York   \n6           M7A  Downtown Toronto   \n7           M8A      Not assigned   \n8           M9A         Etobicoke   \n9           M1B       Scarborough   \n10          M2B      Not assigned   \n11          M3B        North York   \n12          M4B         East York   \n13          M5B  Downtown Toronto   \n14          M6B        North York   \n15          M7B      Not assigned   \n16          M8B      Not assigned   \n17          M9B         Etobicoke   \n18          M1C       Scarborough   \n19          M2C      Not assigned   \n20          M3C        North York   \n21          M4C         East York   \n22          M5C  Downtown Toronto   \n23          M6C              York   \n24          M7C      Not assigned   \n25          M8C      Not assigned   \n26          M9C         Etobicoke   \n27          M1E       Scarborough   \n28          M2E      Not assigned   \n29          M3E      Not assigned   \n30          M4E      East Toronto   \n31          M5E  Downtown Toronto   \n32          M6E              York   \n33          M7E      Not assigned   \n34          M8E      Not assigned   \n35          M9E      Not assigned   \n36          M1G       Scarborough   \n37          M2G      Not assigned   \n38          M3G      Not assigned   \n39          M4G         East York   \n40          M5G  Downtown Toronto   \n41          M6G  Downtown Toronto   \n42          M7G      Not assigned   \n43          M8G      Not assigned   \n44          M9G      Not assigned   \n45          M1H       Scarborough   \n46          M2H        North York   \n47          M3H        North York   \n48          M4H         East York   \n49          M5H  Downtown Toronto   \n50          M6H      West Toronto   \n51          M7H      Not assigned   \n52          M8H      Not assigned   \n53          M9H      Not assigned   \n54          M1J       Scarborough   \n55          M2J        North York   \n56          M3J        North York   \n57          M4J         East York   \n58          M5J  Downtown Toronto   \n59          M6J      West Toronto   \n60          M7J      Not assigned   \n61          M8J      Not assigned   \n62          M9J      Not assigned   \n63          M1K       Scarborough   \n64          M2K        North York   \n65          M3K        North York   \n66          M4K      East Toronto   \n67          M5K  Downtown Toronto   \n68          M6K      West Toronto   \n69          M7K      Not assigned   \n70          M8K      Not assigned   \n71          M9K      Not assigned   \n72          M1L       Scarborough   \n73          M2L        North York   \n74          M3L        North York   \n75          M4L      East Toronto   \n76          M5L  Downtown Toronto   \n77          M6L        North York   \n78          M7L      Not assigned   \n79          M8L      Not assigned   \n80          M9L        North York   \n81          M1M       Scarborough   \n82          M2M        North York   \n83          M3M        North York   \n84          M4M      East Toronto   \n85          M5M        North York   \n86          M6M              York   \n87          M7M      Not assigned   \n88          M8M      Not assigned   \n89          M9M        North York   \n90          M1N       Scarborough   \n91          M2N        North York   \n92          M3N        North York   \n93          M4N   Central Toronto   \n94          M5N   Central Toronto   \n95          M6N              York   \n96          M7N      Not assigned   \n97          M8N      Not assigned   \n98          M9N              York   \n99          M1P       Scarborough   \n100         M2P        North York   \n101         M3P      Not assigned   \n102         M4P   Central Toronto   \n103         M5P   Central Toronto   \n104         M6P      West Toronto   \n105         M7P      Not assigned   \n106         M8P      Not assigned   \n107         M9P         Etobicoke   \n108         M1R       Scarborough   \n109         M2R        North York   \n110         M3R      Not assigned   \n111         M4R   Central Toronto   \n112         M5R   Central Toronto   \n113         M6R      West Toronto   \n114         M7R       Mississauga   \n115         M8R      Not assigned   \n116         M9R         Etobicoke   \n117         M1S       Scarborough   \n118         M2S      Not assigned   \n119         M3S      Not assigned   \n120         M4S   Central Toronto   \n121         M5S  Downtown Toronto   \n122         M6S      West Toronto   \n123         M7S      Not assigned   \n124         M8S      Not assigned   \n125         M9S      Not assigned   \n126         M1T       Scarborough   \n127         M2T      Not assigned   \n128         M3T      Not assigned   \n129         M4T   Central Toronto   \n130         M5T  Downtown Toronto   \n131         M6T      Not assigned   \n132         M7T      Not assigned   \n133         M8T      Not assigned   \n134         M9T      Not assigned   \n135         M1V       Scarborough   \n136         M2V      Not assigned   \n137         M3V      Not assigned   \n138         M4V   Central Toronto   \n139         M5V  Downtown Toronto   \n140         M6V      Not assigned   \n141         M7V      Not assigned   \n142         M8V         Etobicoke   \n143         M9V         Etobicoke   \n144         M1W       Scarborough   \n145         M2W      Not assigned   \n146         M3W      Not assigned   \n147         M4W  Downtown Toronto   \n148         M5W  Downtown Toronto   \n149         M6W      Not assigned   \n150         M7W      Not assigned   \n151         M8W         Etobicoke   \n152         M9W         Etobicoke   \n153         M1X       Scarborough   \n154         M2X      Not assigned   \n155         M3X      Not assigned   \n156         M4X  Downtown Toronto   \n157         M5X  Downtown Toronto   \n158         M6X      Not assigned   \n159         M7X      Not assigned   \n160         M8X         Etobicoke   \n161         M9X      Not assigned   \n162         M1Y      Not assigned   \n163         M2Y      Not assigned   \n164         M3Y      Not assigned   \n165         M4Y  Downtown Toronto   \n166         M5Y      Not assigned   \n167         M6Y      Not assigned   \n168         M7Y      East Toronto   \n169         M8Y         Etobicoke   \n170         M9Y      Not assigned   \n171         M1Z      Not assigned   \n172         M2Z      Not assigned   \n173         M3Z      Not assigned   \n174         M4Z      Not assigned   \n175         M5Z      Not assigned   \n176         M6Z      Not assigned   \n177         M7Z      Not assigned   \n178         M8Z         Etobicoke   \n179         M9Z      Not assigned   \n\n                                         Neighbourhood  \n0                                         Not assigned  \n1                                         Not assigned  \n2                                            Parkwoods  \n3                                     Victoria Village  \n4                            Regent Park, Harbourfront  \n5                     Lawrence Manor, Lawrence Heights  \n6          Queen's Park, Ontario Provincial Government  \n7                                         Not assigned  \n8              Islington Avenue, Humber Valley Village  \n9                                       Malvern, Rouge  \n10                                        Not assigned  \n11                                           Don Mills  \n12                     Parkview Hill, Woodbine Gardens  \n13                            Garden District, Ryerson  \n14                                           Glencairn  \n15                                        Not assigned  \n16                                        Not assigned  \n17   West Deane Park, Princess Gardens, Martin Grov...  \n18              Rouge Hill, Port Union, Highland Creek  \n19                                        Not assigned  \n20                                           Don Mills  \n21                                    Woodbine Heights  \n22                                      St. James Town  \n23                                  Humewood-Cedarvale  \n24                                        Not assigned  \n25                                        Not assigned  \n26   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n27                   Guildwood, Morningside, West Hill  \n28                                        Not assigned  \n29                                        Not assigned  \n30                                         The Beaches  \n31                                         Berczy Park  \n32                                 Caledonia-Fairbanks  \n33                                        Not assigned  \n34                                        Not assigned  \n35                                        Not assigned  \n36                                              Woburn  \n37                                        Not assigned  \n38                                        Not assigned  \n39                                             Leaside  \n40                                  Central Bay Street  \n41                                            Christie  \n42                                        Not assigned  \n43                                        Not assigned  \n44                                        Not assigned  \n45                                           Cedarbrae  \n46                                   Hillcrest Village  \n47     Bathurst Manor, Wilson Heights, Downsview North  \n48                                    Thorncliffe Park  \n49                            Richmond, Adelaide, King  \n50                        Dufferin, Dovercourt Village  \n51                                        Not assigned  \n52                                        Not assigned  \n53                                        Not assigned  \n54                                 Scarborough Village  \n55                        Fairview, Henry Farm, Oriole  \n56                     Northwood Park, York University  \n57       East Toronto, Broadview North (Old East York)  \n58   Harbourfront East, Union Station, Toronto Islands  \n59                            Little Portugal, Trinity  \n60                                        Not assigned  \n61                                        Not assigned  \n62                                        Not assigned  \n63         Kennedy Park, Ionview, East Birchmount Park  \n64                                     Bayview Village  \n65                                           Downsview  \n66                        The Danforth West, Riverdale  \n67            Toronto Dominion Centre, Design Exchange  \n68        Brockton, Parkdale Village, Exhibition Place  \n69                                        Not assigned  \n70                                        Not assigned  \n71                                        Not assigned  \n72                     Golden Mile, Clairlea, Oakridge  \n73                            York Mills, Silver Hills  \n74                                           Downsview  \n75                      India Bazaar, The Beaches West  \n76                      Commerce Court, Victoria Hotel  \n77            North Park, Maple Leaf Park, Upwood Park  \n78                                        Not assigned  \n79                                        Not assigned  \n80                                       Humber Summit  \n81     Cliffside, Cliffcrest, Scarborough Village West  \n82                             Willowdale, Newtonbrook  \n83                                           Downsview  \n84                                     Studio District  \n85                   Bedford Park, Lawrence Manor East  \n86    Del Ray, Mount Dennis, Keelsdale and Silverthorn  \n87                                        Not assigned  \n88                                        Not assigned  \n89                                    Humberlea, Emery  \n90                         Birch Cliff, Cliffside West  \n91                         Willowdale, Willowdale East  \n92                                           Downsview  \n93                                       Lawrence Park  \n94                                            Roselawn  \n95                       Runnymede, The Junction North  \n96                                        Not assigned  \n97                                        Not assigned  \n98                                              Weston  \n99   Dorset Park, Wexford Heights, Scarborough Town...  \n100                                    York Mills West  \n101                                       Not assigned  \n102                                   Davisville North  \n103    Forest Hill North & West, Forest Hill Road Park  \n104                      High Park, The Junction South  \n105                                       Not assigned  \n106                                       Not assigned  \n107                                          Westmount  \n108                                  Wexford, Maryvale  \n109                        Willowdale, Willowdale West  \n110                                       Not assigned  \n111                  North Toronto West, Lawrence Park  \n112                The Annex, North Midtown, Yorkville  \n113                             Parkdale, Roncesvalles  \n114              Canada Post Gateway Processing Centre  \n115                                       Not assigned  \n116  Kingsview Village, St. Phillips, Martin Grove ...  \n117                                          Agincourt  \n118                                       Not assigned  \n119                                       Not assigned  \n120                                         Davisville  \n121                     University of Toronto, Harbord  \n122                                 Runnymede, Swansea  \n123                                       Not assigned  \n124                                       Not assigned  \n125                                       Not assigned  \n126            Clarks Corners, Tam O'Shanter, Sullivan  \n127                                       Not assigned  \n128                                       Not assigned  \n129                        Moore Park, Summerhill East  \n130          Kensington Market, Chinatown, Grange Park  \n131                                       Not assigned  \n132                                       Not assigned  \n133                                       Not assigned  \n134                                       Not assigned  \n135  Milliken, Agincourt North, Steeles East, L'Amo...  \n136                                       Not assigned  \n137                                       Not assigned  \n138  Summerhill West, Rathnelly, South Hill, Forest...  \n139  CN Tower, King and Spadina, Railway Lands, Har...  \n140                                       Not assigned  \n141                                       Not assigned  \n142       New Toronto, Mimico South, Humber Bay Shores  \n143  South Steeles, Silverstone, Humbergate, Jamest...  \n144                      Steeles West, L'Amoreaux West  \n145                                       Not assigned  \n146                                       Not assigned  \n147                                           Rosedale  \n148                                     Stn A PO Boxes  \n149                                       Not assigned  \n150                                       Not assigned  \n151                             Alderwood, Long Branch  \n152                Northwest, West Humber - Clairville  \n153                                        Upper Rouge  \n154                                       Not assigned  \n155                                       Not assigned  \n156                        St. James Town, Cabbagetown  \n157             First Canadian Place, Underground city  \n158                                       Not assigned  \n159                                       Not assigned  \n160      The Kingsway, Montgomery Road, Old Mill North  \n161                                       Not assigned  \n162                                       Not assigned  \n163                                       Not assigned  \n164                                       Not assigned  \n165                               Church and Wellesley  \n166                                       Not assigned  \n167                                       Not assigned  \n168  Business reply mail Processing Centre, South C...  \n169  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n170                                       Not assigned  \n171                                       Not assigned  \n172                                       Not assigned  \n173                                       Not assigned  \n174                                       Not assigned  \n175                                       Not assigned  \n176                                       Not assigned  \n177                                       Not assigned  \n178  Mimico NW, The Queensway West, South of Bloor,...  \n179                                       Not assigned  "
                    },
                    "execution_count": 288,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df = psct_data[0]\n\ndf"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- Only process the cells that have an assigned borough. Ignore cells with a borough that is Not assigned."
        },
        {
            "cell_type": "code",
            "execution_count": 289,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postal Code</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n    </tr>\n  </thead>\n  <tbody>\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    <tr>\n      <th>5</th>\n      <td>M6A</td>\n      <td>North York</td>\n      <td>Lawrence Manor, Lawrence Heights</td>\n    </tr>\n    <tr>\n      <th>6</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>8</th>\n      <td>M9A</td>\n      <td>Etobicoke</td>\n      <td>Islington Avenue, Humber Valley Village</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Malvern, Rouge</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M3B</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M4B</td>\n      <td>East York</td>\n      <td>Parkview Hill, Woodbine Gardens</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Garden District, Ryerson</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M6B</td>\n      <td>North York</td>\n      <td>Glencairn</td>\n    </tr>\n    <tr>\n      <th>17</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>18</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M3C</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M4C</td>\n      <td>East York</td>\n      <td>Woodbine Heights</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>M5C</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>M6C</td>\n      <td>York</td>\n      <td>Humewood-Cedarvale</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M9C</td>\n      <td>Etobicoke</td>\n      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood, Morningside, West Hill</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>M4E</td>\n      <td>East Toronto</td>\n      <td>The Beaches</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>M5E</td>\n      <td>Downtown Toronto</td>\n      <td>Berczy Park</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>M6E</td>\n      <td>York</td>\n      <td>Caledonia-Fairbanks</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>M4G</td>\n      <td>East York</td>\n      <td>Leaside</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>M5G</td>\n      <td>Downtown Toronto</td>\n      <td>Central Bay Street</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>M6G</td>\n      <td>Downtown Toronto</td>\n      <td>Christie</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>M2H</td>\n      <td>North York</td>\n      <td>Hillcrest Village</td>\n    </tr>\n    <tr>\n      <th>47</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>48</th>\n      <td>M4H</td>\n      <td>East York</td>\n      <td>Thorncliffe Park</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>M5H</td>\n      <td>Downtown Toronto</td>\n      <td>Richmond, Adelaide, King</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>M6H</td>\n      <td>West Toronto</td>\n      <td>Dufferin, Dovercourt Village</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>M2J</td>\n      <td>North York</td>\n      <td>Fairview, Henry Farm, Oriole</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>M3J</td>\n      <td>North York</td>\n      <td>Northwood Park, York University</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>M4J</td>\n      <td>East York</td>\n      <td>East Toronto, Broadview North (Old East York)</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>M5J</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront East, Union Station, Toronto Islands</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>M6J</td>\n      <td>West Toronto</td>\n      <td>Little Portugal, Trinity</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>Kennedy Park, Ionview, East Birchmount Park</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>M2K</td>\n      <td>North York</td>\n      <td>Bayview Village</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>M3K</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>M4K</td>\n      <td>East Toronto</td>\n      <td>The Danforth West, Riverdale</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>M5K</td>\n      <td>Downtown Toronto</td>\n      <td>Toronto Dominion Centre, Design Exchange</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>M6K</td>\n      <td>West Toronto</td>\n      <td>Brockton, Parkdale Village, Exhibition Place</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Golden Mile, Clairlea, Oakridge</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M2L</td>\n      <td>North York</td>\n      <td>York Mills, Silver Hills</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>M3L</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>M4L</td>\n      <td>East Toronto</td>\n      <td>India Bazaar, The Beaches West</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>M5L</td>\n      <td>Downtown Toronto</td>\n      <td>Commerce Court, Victoria Hotel</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>M6L</td>\n      <td>North York</td>\n      <td>North Park, Maple Leaf Park, Upwood Park</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M9L</td>\n      <td>North York</td>\n      <td>Humber Summit</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>M2M</td>\n      <td>North York</td>\n      <td>Willowdale, Newtonbrook</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M3M</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>M4M</td>\n      <td>East Toronto</td>\n      <td>Studio District</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>M5M</td>\n      <td>North York</td>\n      <td>Bedford Park, Lawrence Manor East</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M6M</td>\n      <td>York</td>\n      <td>Del Ray, Mount Dennis, Keelsdale and Silverthorn</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M9M</td>\n      <td>North York</td>\n      <td>Humberlea, Emery</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff, Cliffside West</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M2N</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale East</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M3N</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>M4N</td>\n      <td>Central Toronto</td>\n      <td>Lawrence Park</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>M5N</td>\n      <td>Central Toronto</td>\n      <td>Roselawn</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>M6N</td>\n      <td>York</td>\n      <td>Runnymede, The Junction North</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>M9N</td>\n      <td>York</td>\n      <td>Weston</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M2P</td>\n      <td>North York</td>\n      <td>York Mills West</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>M4P</td>\n      <td>Central Toronto</td>\n      <td>Davisville North</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td>M5P</td>\n      <td>Central Toronto</td>\n      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n    </tr>\n    <tr>\n      <th>104</th>\n      <td>M6P</td>\n      <td>West Toronto</td>\n      <td>High Park, The Junction South</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td>M9P</td>\n      <td>Etobicoke</td>\n      <td>Westmount</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Wexford, Maryvale</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>M2R</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale West</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td>M4R</td>\n      <td>Central Toronto</td>\n      <td>North Toronto West, Lawrence Park</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>M5R</td>\n      <td>Central Toronto</td>\n      <td>The Annex, North Midtown, Yorkville</td>\n    </tr>\n    <tr>\n      <th>113</th>\n      <td>M6R</td>\n      <td>West Toronto</td>\n      <td>Parkdale, Roncesvalles</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>M7R</td>\n      <td>Mississauga</td>\n      <td>Canada Post Gateway Processing Centre</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>M9R</td>\n      <td>Etobicoke</td>\n      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>M4S</td>\n      <td>Central Toronto</td>\n      <td>Davisville</td>\n    </tr>\n    <tr>\n      <th>121</th>\n      <td>M5S</td>\n      <td>Downtown Toronto</td>\n      <td>University of Toronto, Harbord</td>\n    </tr>\n    <tr>\n      <th>122</th>\n      <td>M6S</td>\n      <td>West Toronto</td>\n      <td>Runnymede, Swansea</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>M4T</td>\n      <td>Central Toronto</td>\n      <td>Moore Park, Summerhill East</td>\n    </tr>\n    <tr>\n      <th>130</th>\n      <td>M5T</td>\n      <td>Downtown Toronto</td>\n      <td>Kensington Market, Chinatown, Grange Park</td>\n    </tr>\n    <tr>\n      <th>135</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>138</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>139</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>142</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>143</th>\n      <td>M9V</td>\n      <td>Etobicoke</td>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n    </tr>\n    <tr>\n      <th>144</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>Steeles West, L'Amoreaux West</td>\n    </tr>\n    <tr>\n      <th>147</th>\n      <td>M4W</td>\n      <td>Downtown Toronto</td>\n      <td>Rosedale</td>\n    </tr>\n    <tr>\n      <th>148</th>\n      <td>M5W</td>\n      <td>Downtown Toronto</td>\n      <td>Stn A PO Boxes</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>M8W</td>\n      <td>Etobicoke</td>\n      <td>Alderwood, Long Branch</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>M9W</td>\n      <td>Etobicoke</td>\n      <td>Northwest, West Humber - Clairville</td>\n    </tr>\n    <tr>\n      <th>153</th>\n      <td>M1X</td>\n      <td>Scarborough</td>\n      <td>Upper Rouge</td>\n    </tr>\n    <tr>\n      <th>156</th>\n      <td>M4X</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town, Cabbagetown</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td>M5X</td>\n      <td>Downtown Toronto</td>\n      <td>First Canadian Place, Underground city</td>\n    </tr>\n    <tr>\n      <th>160</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>165</th>\n      <td>M4Y</td>\n      <td>Downtown Toronto</td>\n      <td>Church and Wellesley</td>\n    </tr>\n    <tr>\n      <th>168</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>169</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>178</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</div>",
                        "text/plain": "    Postal Code           Borough  \\\n2           M3A        North York   \n3           M4A        North York   \n4           M5A  Downtown Toronto   \n5           M6A        North York   \n6           M7A  Downtown Toronto   \n8           M9A         Etobicoke   \n9           M1B       Scarborough   \n11          M3B        North York   \n12          M4B         East York   \n13          M5B  Downtown Toronto   \n14          M6B        North York   \n17          M9B         Etobicoke   \n18          M1C       Scarborough   \n20          M3C        North York   \n21          M4C         East York   \n22          M5C  Downtown Toronto   \n23          M6C              York   \n26          M9C         Etobicoke   \n27          M1E       Scarborough   \n30          M4E      East Toronto   \n31          M5E  Downtown Toronto   \n32          M6E              York   \n36          M1G       Scarborough   \n39          M4G         East York   \n40          M5G  Downtown Toronto   \n41          M6G  Downtown Toronto   \n45          M1H       Scarborough   \n46          M2H        North York   \n47          M3H        North York   \n48          M4H         East York   \n49          M5H  Downtown Toronto   \n50          M6H      West Toronto   \n54          M1J       Scarborough   \n55          M2J        North York   \n56          M3J        North York   \n57          M4J         East York   \n58          M5J  Downtown Toronto   \n59          M6J      West Toronto   \n63          M1K       Scarborough   \n64          M2K        North York   \n65          M3K        North York   \n66          M4K      East Toronto   \n67          M5K  Downtown Toronto   \n68          M6K      West Toronto   \n72          M1L       Scarborough   \n73          M2L        North York   \n74          M3L        North York   \n75          M4L      East Toronto   \n76          M5L  Downtown Toronto   \n77          M6L        North York   \n80          M9L        North York   \n81          M1M       Scarborough   \n82          M2M        North York   \n83          M3M        North York   \n84          M4M      East Toronto   \n85          M5M        North York   \n86          M6M              York   \n89          M9M        North York   \n90          M1N       Scarborough   \n91          M2N        North York   \n92          M3N        North York   \n93          M4N   Central Toronto   \n94          M5N   Central Toronto   \n95          M6N              York   \n98          M9N              York   \n99          M1P       Scarborough   \n100         M2P        North York   \n102         M4P   Central Toronto   \n103         M5P   Central Toronto   \n104         M6P      West Toronto   \n107         M9P         Etobicoke   \n108         M1R       Scarborough   \n109         M2R        North York   \n111         M4R   Central Toronto   \n112         M5R   Central Toronto   \n113         M6R      West Toronto   \n114         M7R       Mississauga   \n116         M9R         Etobicoke   \n117         M1S       Scarborough   \n120         M4S   Central Toronto   \n121         M5S  Downtown Toronto   \n122         M6S      West Toronto   \n126         M1T       Scarborough   \n129         M4T   Central Toronto   \n130         M5T  Downtown Toronto   \n135         M1V       Scarborough   \n138         M4V   Central Toronto   \n139         M5V  Downtown Toronto   \n142         M8V         Etobicoke   \n143         M9V         Etobicoke   \n144         M1W       Scarborough   \n147         M4W  Downtown Toronto   \n148         M5W  Downtown Toronto   \n151         M8W         Etobicoke   \n152         M9W         Etobicoke   \n153         M1X       Scarborough   \n156         M4X  Downtown Toronto   \n157         M5X  Downtown Toronto   \n160         M8X         Etobicoke   \n165         M4Y  Downtown Toronto   \n168         M7Y      East Toronto   \n169         M8Y         Etobicoke   \n178         M8Z         Etobicoke   \n\n                                         Neighbourhood  \n2                                            Parkwoods  \n3                                     Victoria Village  \n4                            Regent Park, Harbourfront  \n5                     Lawrence Manor, Lawrence Heights  \n6          Queen's Park, Ontario Provincial Government  \n8              Islington Avenue, Humber Valley Village  \n9                                       Malvern, Rouge  \n11                                           Don Mills  \n12                     Parkview Hill, Woodbine Gardens  \n13                            Garden District, Ryerson  \n14                                           Glencairn  \n17   West Deane Park, Princess Gardens, Martin Grov...  \n18              Rouge Hill, Port Union, Highland Creek  \n20                                           Don Mills  \n21                                    Woodbine Heights  \n22                                      St. James Town  \n23                                  Humewood-Cedarvale  \n26   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n27                   Guildwood, Morningside, West Hill  \n30                                         The Beaches  \n31                                         Berczy Park  \n32                                 Caledonia-Fairbanks  \n36                                              Woburn  \n39                                             Leaside  \n40                                  Central Bay Street  \n41                                            Christie  \n45                                           Cedarbrae  \n46                                   Hillcrest Village  \n47     Bathurst Manor, Wilson Heights, Downsview North  \n48                                    Thorncliffe Park  \n49                            Richmond, Adelaide, King  \n50                        Dufferin, Dovercourt Village  \n54                                 Scarborough Village  \n55                        Fairview, Henry Farm, Oriole  \n56                     Northwood Park, York University  \n57       East Toronto, Broadview North (Old East York)  \n58   Harbourfront East, Union Station, Toronto Islands  \n59                            Little Portugal, Trinity  \n63         Kennedy Park, Ionview, East Birchmount Park  \n64                                     Bayview Village  \n65                                           Downsview  \n66                        The Danforth West, Riverdale  \n67            Toronto Dominion Centre, Design Exchange  \n68        Brockton, Parkdale Village, Exhibition Place  \n72                     Golden Mile, Clairlea, Oakridge  \n73                            York Mills, Silver Hills  \n74                                           Downsview  \n75                      India Bazaar, The Beaches West  \n76                      Commerce Court, Victoria Hotel  \n77            North Park, Maple Leaf Park, Upwood Park  \n80                                       Humber Summit  \n81     Cliffside, Cliffcrest, Scarborough Village West  \n82                             Willowdale, Newtonbrook  \n83                                           Downsview  \n84                                     Studio District  \n85                   Bedford Park, Lawrence Manor East  \n86    Del Ray, Mount Dennis, Keelsdale and Silverthorn  \n89                                    Humberlea, Emery  \n90                         Birch Cliff, Cliffside West  \n91                         Willowdale, Willowdale East  \n92                                           Downsview  \n93                                       Lawrence Park  \n94                                            Roselawn  \n95                       Runnymede, The Junction North  \n98                                              Weston  \n99   Dorset Park, Wexford Heights, Scarborough Town...  \n100                                    York Mills West  \n102                                   Davisville North  \n103    Forest Hill North & West, Forest Hill Road Park  \n104                      High Park, The Junction South  \n107                                          Westmount  \n108                                  Wexford, Maryvale  \n109                        Willowdale, Willowdale West  \n111                  North Toronto West, Lawrence Park  \n112                The Annex, North Midtown, Yorkville  \n113                             Parkdale, Roncesvalles  \n114              Canada Post Gateway Processing Centre  \n116  Kingsview Village, St. Phillips, Martin Grove ...  \n117                                          Agincourt  \n120                                         Davisville  \n121                     University of Toronto, Harbord  \n122                                 Runnymede, Swansea  \n126            Clarks Corners, Tam O'Shanter, Sullivan  \n129                        Moore Park, Summerhill East  \n130          Kensington Market, Chinatown, Grange Park  \n135  Milliken, Agincourt North, Steeles East, L'Amo...  \n138  Summerhill West, Rathnelly, South Hill, Forest...  \n139  CN Tower, King and Spadina, Railway Lands, Har...  \n142       New Toronto, Mimico South, Humber Bay Shores  \n143  South Steeles, Silverstone, Humbergate, Jamest...  \n144                      Steeles West, L'Amoreaux West  \n147                                           Rosedale  \n148                                     Stn A PO Boxes  \n151                             Alderwood, Long Branch  \n152                Northwest, West Humber - Clairville  \n153                                        Upper Rouge  \n156                        St. James Town, Cabbagetown  \n157             First Canadian Place, Underground city  \n160      The Kingsway, Montgomery Road, Old Mill North  \n165                               Church and Wellesley  \n168  Business reply mail Processing Centre, South C...  \n169  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n178  Mimico NW, The Queensway West, South of Bloor,...  "
                    },
                    "execution_count": 289,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df = df[df[\"Borough\"] != 'Not assigned']\n\ndf"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- More than one neighborhood can exist in one postal code area. For example, in the table on the Wikipedia page, you will notice that M5A is listed twice and has two neighborhoods: Harbourfront and Regent Park. These two rows will be combined into one row with the neighborhoods separated with a comma."
        },
        {
            "cell_type": "code",
            "execution_count": 290,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postal Code</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n    </tr>\n  </thead>\n  <tbody>\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    <tr>\n      <th>5</th>\n      <td>M6A</td>\n      <td>North York</td>\n      <td>Lawrence Manor, Lawrence Heights</td>\n    </tr>\n    <tr>\n      <th>6</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>8</th>\n      <td>M9A</td>\n      <td>Etobicoke</td>\n      <td>Islington Avenue, Humber Valley Village</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Malvern, Rouge</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M3B</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M4B</td>\n      <td>East York</td>\n      <td>Parkview Hill, Woodbine Gardens</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M5B</td>\n      <td>Downtown Toronto</td>\n      <td>Garden District, Ryerson</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M6B</td>\n      <td>North York</td>\n      <td>Glencairn</td>\n    </tr>\n    <tr>\n      <th>17</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>18</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M3C</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M4C</td>\n      <td>East York</td>\n      <td>Woodbine Heights</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>M5C</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>M6C</td>\n      <td>York</td>\n      <td>Humewood-Cedarvale</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M9C</td>\n      <td>Etobicoke</td>\n      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood, Morningside, West Hill</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>M4E</td>\n      <td>East Toronto</td>\n      <td>The Beaches</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>M5E</td>\n      <td>Downtown Toronto</td>\n      <td>Berczy Park</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>M6E</td>\n      <td>York</td>\n      <td>Caledonia-Fairbanks</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>M4G</td>\n      <td>East York</td>\n      <td>Leaside</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>M5G</td>\n      <td>Downtown Toronto</td>\n      <td>Central Bay Street</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>M6G</td>\n      <td>Downtown Toronto</td>\n      <td>Christie</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>M2H</td>\n      <td>North York</td>\n      <td>Hillcrest Village</td>\n    </tr>\n    <tr>\n      <th>47</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>48</th>\n      <td>M4H</td>\n      <td>East York</td>\n      <td>Thorncliffe Park</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>M5H</td>\n      <td>Downtown Toronto</td>\n      <td>Richmond, Adelaide, King</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>M6H</td>\n      <td>West Toronto</td>\n      <td>Dufferin, Dovercourt Village</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>M2J</td>\n      <td>North York</td>\n      <td>Fairview, Henry Farm, Oriole</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>M3J</td>\n      <td>North York</td>\n      <td>Northwood Park, York University</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>M4J</td>\n      <td>East York</td>\n      <td>East Toronto, Broadview North (Old East York)</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>M5J</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront East, Union Station, Toronto Islands</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>M6J</td>\n      <td>West Toronto</td>\n      <td>Little Portugal, Trinity</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>Kennedy Park, Ionview, East Birchmount Park</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>M2K</td>\n      <td>North York</td>\n      <td>Bayview Village</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>M3K</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>M4K</td>\n      <td>East Toronto</td>\n      <td>The Danforth West, Riverdale</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>M5K</td>\n      <td>Downtown Toronto</td>\n      <td>Toronto Dominion Centre, Design Exchange</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>M6K</td>\n      <td>West Toronto</td>\n      <td>Brockton, Parkdale Village, Exhibition Place</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Golden Mile, Clairlea, Oakridge</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M2L</td>\n      <td>North York</td>\n      <td>York Mills, Silver Hills</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>M3L</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>M4L</td>\n      <td>East Toronto</td>\n      <td>India Bazaar, The Beaches West</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>M5L</td>\n      <td>Downtown Toronto</td>\n      <td>Commerce Court, Victoria Hotel</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>M6L</td>\n      <td>North York</td>\n      <td>North Park, Maple Leaf Park, Upwood Park</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M9L</td>\n      <td>North York</td>\n      <td>Humber Summit</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>M2M</td>\n      <td>North York</td>\n      <td>Willowdale, Newtonbrook</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M3M</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>M4M</td>\n      <td>East Toronto</td>\n      <td>Studio District</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>M5M</td>\n      <td>North York</td>\n      <td>Bedford Park, Lawrence Manor East</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M6M</td>\n      <td>York</td>\n      <td>Del Ray, Mount Dennis, Keelsdale and Silverthorn</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M9M</td>\n      <td>North York</td>\n      <td>Humberlea, Emery</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff, Cliffside West</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M2N</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale East</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M3N</td>\n      <td>North York</td>\n      <td>Downsview</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>M4N</td>\n      <td>Central Toronto</td>\n      <td>Lawrence Park</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>M5N</td>\n      <td>Central Toronto</td>\n      <td>Roselawn</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>M6N</td>\n      <td>York</td>\n      <td>Runnymede, The Junction North</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>M9N</td>\n      <td>York</td>\n      <td>Weston</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M2P</td>\n      <td>North York</td>\n      <td>York Mills West</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>M4P</td>\n      <td>Central Toronto</td>\n      <td>Davisville North</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td>M5P</td>\n      <td>Central Toronto</td>\n      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n    </tr>\n    <tr>\n      <th>104</th>\n      <td>M6P</td>\n      <td>West Toronto</td>\n      <td>High Park, The Junction South</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td>M9P</td>\n      <td>Etobicoke</td>\n      <td>Westmount</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Wexford, Maryvale</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>M2R</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale West</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td>M4R</td>\n      <td>Central Toronto</td>\n      <td>North Toronto West, Lawrence Park</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>M5R</td>\n      <td>Central Toronto</td>\n      <td>The Annex, North Midtown, Yorkville</td>\n    </tr>\n    <tr>\n      <th>113</th>\n      <td>M6R</td>\n      <td>West Toronto</td>\n      <td>Parkdale, Roncesvalles</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>M7R</td>\n      <td>Mississauga</td>\n      <td>Canada Post Gateway Processing Centre</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>M9R</td>\n      <td>Etobicoke</td>\n      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>M4S</td>\n      <td>Central Toronto</td>\n      <td>Davisville</td>\n    </tr>\n    <tr>\n      <th>121</th>\n      <td>M5S</td>\n      <td>Downtown Toronto</td>\n      <td>University of Toronto, Harbord</td>\n    </tr>\n    <tr>\n      <th>122</th>\n      <td>M6S</td>\n      <td>West Toronto</td>\n      <td>Runnymede, Swansea</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>M4T</td>\n      <td>Central Toronto</td>\n      <td>Moore Park, Summerhill East</td>\n    </tr>\n    <tr>\n      <th>130</th>\n      <td>M5T</td>\n      <td>Downtown Toronto</td>\n      <td>Kensington Market, Chinatown, Grange Park</td>\n    </tr>\n    <tr>\n      <th>135</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>138</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>139</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>142</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>143</th>\n      <td>M9V</td>\n      <td>Etobicoke</td>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n    </tr>\n    <tr>\n      <th>144</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>Steeles West, L'Amoreaux West</td>\n    </tr>\n    <tr>\n      <th>147</th>\n      <td>M4W</td>\n      <td>Downtown Toronto</td>\n      <td>Rosedale</td>\n    </tr>\n    <tr>\n      <th>148</th>\n      <td>M5W</td>\n      <td>Downtown Toronto</td>\n      <td>Stn A PO Boxes</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>M8W</td>\n      <td>Etobicoke</td>\n      <td>Alderwood, Long Branch</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>M9W</td>\n      <td>Etobicoke</td>\n      <td>Northwest, West Humber - Clairville</td>\n    </tr>\n    <tr>\n      <th>153</th>\n      <td>M1X</td>\n      <td>Scarborough</td>\n      <td>Upper Rouge</td>\n    </tr>\n    <tr>\n      <th>156</th>\n      <td>M4X</td>\n      <td>Downtown Toronto</td>\n      <td>St. James Town, Cabbagetown</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td>M5X</td>\n      <td>Downtown Toronto</td>\n      <td>First Canadian Place, Underground city</td>\n    </tr>\n    <tr>\n      <th>160</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>165</th>\n      <td>M4Y</td>\n      <td>Downtown Toronto</td>\n      <td>Church and Wellesley</td>\n    </tr>\n    <tr>\n      <th>168</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>169</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>178</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</div>",
                        "text/plain": "    Postal Code           Borough  \\\n2           M3A        North York   \n3           M4A        North York   \n4           M5A  Downtown Toronto   \n5           M6A        North York   \n6           M7A  Downtown Toronto   \n8           M9A         Etobicoke   \n9           M1B       Scarborough   \n11          M3B        North York   \n12          M4B         East York   \n13          M5B  Downtown Toronto   \n14          M6B        North York   \n17          M9B         Etobicoke   \n18          M1C       Scarborough   \n20          M3C        North York   \n21          M4C         East York   \n22          M5C  Downtown Toronto   \n23          M6C              York   \n26          M9C         Etobicoke   \n27          M1E       Scarborough   \n30          M4E      East Toronto   \n31          M5E  Downtown Toronto   \n32          M6E              York   \n36          M1G       Scarborough   \n39          M4G         East York   \n40          M5G  Downtown Toronto   \n41          M6G  Downtown Toronto   \n45          M1H       Scarborough   \n46          M2H        North York   \n47          M3H        North York   \n48          M4H         East York   \n49          M5H  Downtown Toronto   \n50          M6H      West Toronto   \n54          M1J       Scarborough   \n55          M2J        North York   \n56          M3J        North York   \n57          M4J         East York   \n58          M5J  Downtown Toronto   \n59          M6J      West Toronto   \n63          M1K       Scarborough   \n64          M2K        North York   \n65          M3K        North York   \n66          M4K      East Toronto   \n67          M5K  Downtown Toronto   \n68          M6K      West Toronto   \n72          M1L       Scarborough   \n73          M2L        North York   \n74          M3L        North York   \n75          M4L      East Toronto   \n76          M5L  Downtown Toronto   \n77          M6L        North York   \n80          M9L        North York   \n81          M1M       Scarborough   \n82          M2M        North York   \n83          M3M        North York   \n84          M4M      East Toronto   \n85          M5M        North York   \n86          M6M              York   \n89          M9M        North York   \n90          M1N       Scarborough   \n91          M2N        North York   \n92          M3N        North York   \n93          M4N   Central Toronto   \n94          M5N   Central Toronto   \n95          M6N              York   \n98          M9N              York   \n99          M1P       Scarborough   \n100         M2P        North York   \n102         M4P   Central Toronto   \n103         M5P   Central Toronto   \n104         M6P      West Toronto   \n107         M9P         Etobicoke   \n108         M1R       Scarborough   \n109         M2R        North York   \n111         M4R   Central Toronto   \n112         M5R   Central Toronto   \n113         M6R      West Toronto   \n114         M7R       Mississauga   \n116         M9R         Etobicoke   \n117         M1S       Scarborough   \n120         M4S   Central Toronto   \n121         M5S  Downtown Toronto   \n122         M6S      West Toronto   \n126         M1T       Scarborough   \n129         M4T   Central Toronto   \n130         M5T  Downtown Toronto   \n135         M1V       Scarborough   \n138         M4V   Central Toronto   \n139         M5V  Downtown Toronto   \n142         M8V         Etobicoke   \n143         M9V         Etobicoke   \n144         M1W       Scarborough   \n147         M4W  Downtown Toronto   \n148         M5W  Downtown Toronto   \n151         M8W         Etobicoke   \n152         M9W         Etobicoke   \n153         M1X       Scarborough   \n156         M4X  Downtown Toronto   \n157         M5X  Downtown Toronto   \n160         M8X         Etobicoke   \n165         M4Y  Downtown Toronto   \n168         M7Y      East Toronto   \n169         M8Y         Etobicoke   \n178         M8Z         Etobicoke   \n\n                                         Neighbourhood  \n2                                            Parkwoods  \n3                                     Victoria Village  \n4                            Regent Park, Harbourfront  \n5                     Lawrence Manor, Lawrence Heights  \n6          Queen's Park, Ontario Provincial Government  \n8              Islington Avenue, Humber Valley Village  \n9                                       Malvern, Rouge  \n11                                           Don Mills  \n12                     Parkview Hill, Woodbine Gardens  \n13                            Garden District, Ryerson  \n14                                           Glencairn  \n17   West Deane Park, Princess Gardens, Martin Grov...  \n18              Rouge Hill, Port Union, Highland Creek  \n20                                           Don Mills  \n21                                    Woodbine Heights  \n22                                      St. James Town  \n23                                  Humewood-Cedarvale  \n26   Eringate, Bloordale Gardens, Old Burnhamthorpe...  \n27                   Guildwood, Morningside, West Hill  \n30                                         The Beaches  \n31                                         Berczy Park  \n32                                 Caledonia-Fairbanks  \n36                                              Woburn  \n39                                             Leaside  \n40                                  Central Bay Street  \n41                                            Christie  \n45                                           Cedarbrae  \n46                                   Hillcrest Village  \n47     Bathurst Manor, Wilson Heights, Downsview North  \n48                                    Thorncliffe Park  \n49                            Richmond, Adelaide, King  \n50                        Dufferin, Dovercourt Village  \n54                                 Scarborough Village  \n55                        Fairview, Henry Farm, Oriole  \n56                     Northwood Park, York University  \n57       East Toronto, Broadview North (Old East York)  \n58   Harbourfront East, Union Station, Toronto Islands  \n59                            Little Portugal, Trinity  \n63         Kennedy Park, Ionview, East Birchmount Park  \n64                                     Bayview Village  \n65                                           Downsview  \n66                        The Danforth West, Riverdale  \n67            Toronto Dominion Centre, Design Exchange  \n68        Brockton, Parkdale Village, Exhibition Place  \n72                     Golden Mile, Clairlea, Oakridge  \n73                            York Mills, Silver Hills  \n74                                           Downsview  \n75                      India Bazaar, The Beaches West  \n76                      Commerce Court, Victoria Hotel  \n77            North Park, Maple Leaf Park, Upwood Park  \n80                                       Humber Summit  \n81     Cliffside, Cliffcrest, Scarborough Village West  \n82                             Willowdale, Newtonbrook  \n83                                           Downsview  \n84                                     Studio District  \n85                   Bedford Park, Lawrence Manor East  \n86    Del Ray, Mount Dennis, Keelsdale and Silverthorn  \n89                                    Humberlea, Emery  \n90                         Birch Cliff, Cliffside West  \n91                         Willowdale, Willowdale East  \n92                                           Downsview  \n93                                       Lawrence Park  \n94                                            Roselawn  \n95                       Runnymede, The Junction North  \n98                                              Weston  \n99   Dorset Park, Wexford Heights, Scarborough Town...  \n100                                    York Mills West  \n102                                   Davisville North  \n103    Forest Hill North & West, Forest Hill Road Park  \n104                      High Park, The Junction South  \n107                                          Westmount  \n108                                  Wexford, Maryvale  \n109                        Willowdale, Willowdale West  \n111                  North Toronto West, Lawrence Park  \n112                The Annex, North Midtown, Yorkville  \n113                             Parkdale, Roncesvalles  \n114              Canada Post Gateway Processing Centre  \n116  Kingsview Village, St. Phillips, Martin Grove ...  \n117                                          Agincourt  \n120                                         Davisville  \n121                     University of Toronto, Harbord  \n122                                 Runnymede, Swansea  \n126            Clarks Corners, Tam O'Shanter, Sullivan  \n129                        Moore Park, Summerhill East  \n130          Kensington Market, Chinatown, Grange Park  \n135  Milliken, Agincourt North, Steeles East, L'Amo...  \n138  Summerhill West, Rathnelly, South Hill, Forest...  \n139  CN Tower, King and Spadina, Railway Lands, Har...  \n142       New Toronto, Mimico South, Humber Bay Shores  \n143  South Steeles, Silverstone, Humbergate, Jamest...  \n144                      Steeles West, L'Amoreaux West  \n147                                           Rosedale  \n148                                     Stn A PO Boxes  \n151                             Alderwood, Long Branch  \n152                Northwest, West Humber - Clairville  \n153                                        Upper Rouge  \n156                        St. James Town, Cabbagetown  \n157             First Canadian Place, Underground city  \n160      The Kingsway, Montgomery Road, Old Mill North  \n165                               Church and Wellesley  \n168  Business reply mail Processing Centre, South C...  \n169  Old Mill South, King's Mill Park, Sunnylea, Hu...  \n178  Mimico NW, The Queensway West, South of Bloor,...  "
                    },
                    "execution_count": 290,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df = df.groupby(['Postal Code']).head()\ndf"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- If a cell has a borough but a Not assigned neighborhood, then the neighborhood will be the same as the borough.\n"
        },
        {
            "cell_type": "code",
            "execution_count": 291,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "0"
                    },
                    "execution_count": 291,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df.Neighbourhood.str.count(\"Not assigned\").sum()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- In the last cell of your notebook, use the .shape method to print the number of rows of your dataframe"
        },
        {
            "cell_type": "code",
            "execution_count": 292,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "(103, 3)"
                    },
                    "execution_count": 292,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df.shape\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# Part 2"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- Explore and cluster the neighborhoods in Toronto. You can decide to work with only boroughs that contain the word Toronto and then replicate the same analysis we did to the New York City data. It is up to you.\n\n"
        },
        {
            "cell_type": "code",
            "execution_count": 293,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>43.744734</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>43.727929</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>43.711112</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>43.716316</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>43.692657</td>\n      <td>-79.264848</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>43.757410</td>\n      <td>-79.273304</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M1R</td>\n      <td>43.750072</td>\n      <td>-79.295849</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M1S</td>\n      <td>43.794200</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>M1T</td>\n      <td>43.781638</td>\n      <td>-79.304302</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>M1V</td>\n      <td>43.815252</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>M1W</td>\n      <td>43.799525</td>\n      <td>-79.318389</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>M1X</td>\n      <td>43.836125</td>\n      <td>-79.205636</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>M2H</td>\n      <td>43.803762</td>\n      <td>-79.363452</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>M2J</td>\n      <td>43.778517</td>\n      <td>-79.346556</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>M2K</td>\n      <td>43.786947</td>\n      <td>-79.385975</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M2L</td>\n      <td>43.757490</td>\n      <td>-79.374714</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M2M</td>\n      <td>43.789053</td>\n      <td>-79.408493</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>M2N</td>\n      <td>43.770120</td>\n      <td>-79.408493</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>M2P</td>\n      <td>43.752758</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>M2R</td>\n      <td>43.782736</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>M3A</td>\n      <td>43.753259</td>\n      <td>-79.329656</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M3B</td>\n      <td>43.745906</td>\n      <td>-79.352188</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M3C</td>\n      <td>43.725900</td>\n      <td>-79.340923</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>M3H</td>\n      <td>43.754328</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>M3J</td>\n      <td>43.767980</td>\n      <td>-79.487262</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>M3K</td>\n      <td>43.737473</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>M3L</td>\n      <td>43.739015</td>\n      <td>-79.506944</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>M3M</td>\n      <td>43.728496</td>\n      <td>-79.495697</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>M3N</td>\n      <td>43.761631</td>\n      <td>-79.520999</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>M4A</td>\n      <td>43.725882</td>\n      <td>-79.315572</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>M4B</td>\n      <td>43.706397</td>\n      <td>-79.309937</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>M4C</td>\n      <td>43.695344</td>\n      <td>-79.318389</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>M4E</td>\n      <td>43.676357</td>\n      <td>-79.293031</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>M4G</td>\n      <td>43.709060</td>\n      <td>-79.363452</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>M4H</td>\n      <td>43.705369</td>\n      <td>-79.349372</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>M4J</td>\n      <td>43.685347</td>\n      <td>-79.338106</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>M4K</td>\n      <td>43.679557</td>\n      <td>-79.352188</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>M4L</td>\n      <td>43.668999</td>\n      <td>-79.315572</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>M4M</td>\n      <td>43.659526</td>\n      <td>-79.340923</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>M4N</td>\n      <td>43.728020</td>\n      <td>-79.388790</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>M4P</td>\n      <td>43.712751</td>\n      <td>-79.390197</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>M4R</td>\n      <td>43.715383</td>\n      <td>-79.405678</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>M4S</td>\n      <td>43.704324</td>\n      <td>-79.388790</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>M4T</td>\n      <td>43.689574</td>\n      <td>-79.383160</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>M4V</td>\n      <td>43.686412</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>M4W</td>\n      <td>43.679563</td>\n      <td>-79.377529</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>M4X</td>\n      <td>43.667967</td>\n      <td>-79.367675</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>M4Y</td>\n      <td>43.665860</td>\n      <td>-79.383160</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>M5A</td>\n      <td>43.654260</td>\n      <td>-79.360636</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>M5B</td>\n      <td>43.657162</td>\n      <td>-79.378937</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>M5C</td>\n      <td>43.651494</td>\n      <td>-79.375418</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>M5E</td>\n      <td>43.644771</td>\n      <td>-79.373306</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>M5G</td>\n      <td>43.657952</td>\n      <td>-79.387383</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>M5H</td>\n      <td>43.650571</td>\n      <td>-79.384568</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>M5J</td>\n      <td>43.640816</td>\n      <td>-79.381752</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>M5K</td>\n      <td>43.647177</td>\n      <td>-79.381576</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>M5L</td>\n      <td>43.648198</td>\n      <td>-79.379817</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>M5M</td>\n      <td>43.733283</td>\n      <td>-79.419750</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>M5N</td>\n      <td>43.711695</td>\n      <td>-79.416936</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>M5P</td>\n      <td>43.696948</td>\n      <td>-79.411307</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>M5R</td>\n      <td>43.672710</td>\n      <td>-79.405678</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>M5S</td>\n      <td>43.662696</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>M5T</td>\n      <td>43.653206</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>M5V</td>\n      <td>43.628947</td>\n      <td>-79.394420</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>M5W</td>\n      <td>43.646435</td>\n      <td>-79.374846</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>M5X</td>\n      <td>43.648429</td>\n      <td>-79.382280</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>M6A</td>\n      <td>43.718518</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>M6B</td>\n      <td>43.709577</td>\n      <td>-79.445073</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M6C</td>\n      <td>43.693781</td>\n      <td>-79.428191</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>M6E</td>\n      <td>43.689026</td>\n      <td>-79.453512</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>M6G</td>\n      <td>43.669542</td>\n      <td>-79.422564</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>M6H</td>\n      <td>43.669005</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>M6J</td>\n      <td>43.647927</td>\n      <td>-79.419750</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>M6K</td>\n      <td>43.636847</td>\n      <td>-79.428191</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>M6L</td>\n      <td>43.713756</td>\n      <td>-79.490074</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M6M</td>\n      <td>43.691116</td>\n      <td>-79.476013</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M6N</td>\n      <td>43.673185</td>\n      <td>-79.487262</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>M6P</td>\n      <td>43.661608</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M6R</td>\n      <td>43.648960</td>\n      <td>-79.456325</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>M6S</td>\n      <td>43.651571</td>\n      <td>-79.484450</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>M7A</td>\n      <td>43.662301</td>\n      <td>-79.389494</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M7R</td>\n      <td>43.636966</td>\n      <td>-79.615819</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>M7Y</td>\n      <td>43.662744</td>\n      <td>-79.321558</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>M8V</td>\n      <td>43.605647</td>\n      <td>-79.501321</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M8W</td>\n      <td>43.602414</td>\n      <td>-79.543484</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M8X</td>\n      <td>43.653654</td>\n      <td>-79.506944</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M8Y</td>\n      <td>43.636258</td>\n      <td>-79.498509</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M8Z</td>\n      <td>43.628841</td>\n      <td>-79.520999</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>M9A</td>\n      <td>43.667856</td>\n      <td>-79.532242</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>M9B</td>\n      <td>43.650943</td>\n      <td>-79.554724</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>M9C</td>\n      <td>43.643515</td>\n      <td>-79.577201</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>M9L</td>\n      <td>43.756303</td>\n      <td>-79.565963</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>M9M</td>\n      <td>43.724766</td>\n      <td>-79.532242</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>M9N</td>\n      <td>43.706876</td>\n      <td>-79.518188</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M9P</td>\n      <td>43.696319</td>\n      <td>-79.532242</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M9R</td>\n      <td>43.688905</td>\n      <td>-79.554724</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>M9V</td>\n      <td>43.739416</td>\n      <td>-79.588437</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>M9W</td>\n      <td>43.706748</td>\n      <td>-79.594054</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    Postal Code   Latitude  Longitude\n0           M1B  43.806686 -79.194353\n1           M1C  43.784535 -79.160497\n2           M1E  43.763573 -79.188711\n3           M1G  43.770992 -79.216917\n4           M1H  43.773136 -79.239476\n5           M1J  43.744734 -79.239476\n6           M1K  43.727929 -79.262029\n7           M1L  43.711112 -79.284577\n8           M1M  43.716316 -79.239476\n9           M1N  43.692657 -79.264848\n10          M1P  43.757410 -79.273304\n11          M1R  43.750072 -79.295849\n12          M1S  43.794200 -79.262029\n13          M1T  43.781638 -79.304302\n14          M1V  43.815252 -79.284577\n15          M1W  43.799525 -79.318389\n16          M1X  43.836125 -79.205636\n17          M2H  43.803762 -79.363452\n18          M2J  43.778517 -79.346556\n19          M2K  43.786947 -79.385975\n20          M2L  43.757490 -79.374714\n21          M2M  43.789053 -79.408493\n22          M2N  43.770120 -79.408493\n23          M2P  43.752758 -79.400049\n24          M2R  43.782736 -79.442259\n25          M3A  43.753259 -79.329656\n26          M3B  43.745906 -79.352188\n27          M3C  43.725900 -79.340923\n28          M3H  43.754328 -79.442259\n29          M3J  43.767980 -79.487262\n30          M3K  43.737473 -79.464763\n31          M3L  43.739015 -79.506944\n32          M3M  43.728496 -79.495697\n33          M3N  43.761631 -79.520999\n34          M4A  43.725882 -79.315572\n35          M4B  43.706397 -79.309937\n36          M4C  43.695344 -79.318389\n37          M4E  43.676357 -79.293031\n38          M4G  43.709060 -79.363452\n39          M4H  43.705369 -79.349372\n40          M4J  43.685347 -79.338106\n41          M4K  43.679557 -79.352188\n42          M4L  43.668999 -79.315572\n43          M4M  43.659526 -79.340923\n44          M4N  43.728020 -79.388790\n45          M4P  43.712751 -79.390197\n46          M4R  43.715383 -79.405678\n47          M4S  43.704324 -79.388790\n48          M4T  43.689574 -79.383160\n49          M4V  43.686412 -79.400049\n50          M4W  43.679563 -79.377529\n51          M4X  43.667967 -79.367675\n52          M4Y  43.665860 -79.383160\n53          M5A  43.654260 -79.360636\n54          M5B  43.657162 -79.378937\n55          M5C  43.651494 -79.375418\n56          M5E  43.644771 -79.373306\n57          M5G  43.657952 -79.387383\n58          M5H  43.650571 -79.384568\n59          M5J  43.640816 -79.381752\n60          M5K  43.647177 -79.381576\n61          M5L  43.648198 -79.379817\n62          M5M  43.733283 -79.419750\n63          M5N  43.711695 -79.416936\n64          M5P  43.696948 -79.411307\n65          M5R  43.672710 -79.405678\n66          M5S  43.662696 -79.400049\n67          M5T  43.653206 -79.400049\n68          M5V  43.628947 -79.394420\n69          M5W  43.646435 -79.374846\n70          M5X  43.648429 -79.382280\n71          M6A  43.718518 -79.464763\n72          M6B  43.709577 -79.445073\n73          M6C  43.693781 -79.428191\n74          M6E  43.689026 -79.453512\n75          M6G  43.669542 -79.422564\n76          M6H  43.669005 -79.442259\n77          M6J  43.647927 -79.419750\n78          M6K  43.636847 -79.428191\n79          M6L  43.713756 -79.490074\n80          M6M  43.691116 -79.476013\n81          M6N  43.673185 -79.487262\n82          M6P  43.661608 -79.464763\n83          M6R  43.648960 -79.456325\n84          M6S  43.651571 -79.484450\n85          M7A  43.662301 -79.389494\n86          M7R  43.636966 -79.615819\n87          M7Y  43.662744 -79.321558\n88          M8V  43.605647 -79.501321\n89          M8W  43.602414 -79.543484\n90          M8X  43.653654 -79.506944\n91          M8Y  43.636258 -79.498509\n92          M8Z  43.628841 -79.520999\n93          M9A  43.667856 -79.532242\n94          M9B  43.650943 -79.554724\n95          M9C  43.643515 -79.577201\n96          M9L  43.756303 -79.565963\n97          M9M  43.724766 -79.532242\n98          M9N  43.706876 -79.518188\n99          M9P  43.696319 -79.532242\n100         M9R  43.688905 -79.554724\n101         M9V  43.739416 -79.588437\n102         M9W  43.706748 -79.594054"
                    },
                    "execution_count": 293,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "dfg = pd.read_csv(\"https://cocl.us/Geospatial_data\")\ndfg"
        },
        {
            "cell_type": "code",
            "execution_count": 294,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "wiki data shape:  (103, 3)\ngeospatial data shape:  (103, 3)\n"
                }
            ],
            "source": "print(\"wiki data shape: \", df.shape)\nprint(\"geospatial data shape: \", dfg.shape)\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- Checking the data types and inner join the two (Wiki and Geospatial) dataframes "
        },
        {
            "cell_type": "code",
            "execution_count": 295,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "Postal Code      object\nBorough          object\nNeighbourhood    object\ndtype: object"
                    },
                    "execution_count": 295,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "df.dtypes"
        },
        {
            "cell_type": "code",
            "execution_count": 296,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "Postal Code     object\nLatitude       float64\nLongitude      float64\ndtype: object"
                    },
                    "execution_count": 296,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "dfg.dtypes"
        },
        {
            "cell_type": "code",
            "execution_count": 297,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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>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>3</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>4</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>5</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>6</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>8</th>\n      <td>M9A</td>\n      <td>Etobicoke</td>\n      <td>Islington Avenue, Humber Valley Village</td>\n      <td>43.667856</td>\n      <td>-79.532242</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Malvern, Rouge</td>\n      <td>43.806686</td>\n      <td>-79.194353</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>M3B</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n      <td>43.745906</td>\n      <td>-79.352188</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>M4B</td>\n      <td>East York</td>\n      <td>Parkview Hill, Woodbine Gardens</td>\n      <td>43.706397</td>\n      <td>-79.309937</td>\n    </tr>\n    <tr>\n      <th>13</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>14</th>\n      <td>M6B</td>\n      <td>North York</td>\n      <td>Glencairn</td>\n      <td>43.709577</td>\n      <td>-79.445073</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>M9B</td>\n      <td>Etobicoke</td>\n      <td>West Deane Park, Princess Gardens, Martin Grov...</td>\n      <td>43.650943</td>\n      <td>-79.554724</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n      <td>43.784535</td>\n      <td>-79.160497</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>M3C</td>\n      <td>North York</td>\n      <td>Don Mills</td>\n      <td>43.725900</td>\n      <td>-79.340923</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>M4C</td>\n      <td>East York</td>\n      <td>Woodbine Heights</td>\n      <td>43.695344</td>\n      <td>-79.318389</td>\n    </tr>\n    <tr>\n      <th>22</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>23</th>\n      <td>M6C</td>\n      <td>York</td>\n      <td>Humewood-Cedarvale</td>\n      <td>43.693781</td>\n      <td>-79.428191</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>M9C</td>\n      <td>Etobicoke</td>\n      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n      <td>43.643515</td>\n      <td>-79.577201</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood, Morningside, West Hill</td>\n      <td>43.763573</td>\n      <td>-79.188711</td>\n    </tr>\n    <tr>\n      <th>30</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>31</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>32</th>\n      <td>M6E</td>\n      <td>York</td>\n      <td>Caledonia-Fairbanks</td>\n      <td>43.689026</td>\n      <td>-79.453512</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n      <td>43.770992</td>\n      <td>-79.216917</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>M4G</td>\n      <td>East York</td>\n      <td>Leaside</td>\n      <td>43.709060</td>\n      <td>-79.363452</td>\n    </tr>\n    <tr>\n      <th>40</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>41</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>45</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n      <td>43.773136</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>M2H</td>\n      <td>North York</td>\n      <td>Hillcrest Village</td>\n      <td>43.803762</td>\n      <td>-79.363452</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>M3H</td>\n      <td>North York</td>\n      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n      <td>43.754328</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>M4H</td>\n      <td>East York</td>\n      <td>Thorncliffe Park</td>\n      <td>43.705369</td>\n      <td>-79.349372</td>\n    </tr>\n    <tr>\n      <th>49</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>50</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>54</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n      <td>43.744734</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>M2J</td>\n      <td>North York</td>\n      <td>Fairview, Henry Farm, Oriole</td>\n      <td>43.778517</td>\n      <td>-79.346556</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>M3J</td>\n      <td>North York</td>\n      <td>Northwood Park, York University</td>\n      <td>43.767980</td>\n      <td>-79.487262</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>M4J</td>\n      <td>East York</td>\n      <td>East Toronto, Broadview North (Old East York)</td>\n      <td>43.685347</td>\n      <td>-79.338106</td>\n    </tr>\n    <tr>\n      <th>58</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>59</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>63</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>Kennedy Park, Ionview, East Birchmount Park</td>\n      <td>43.727929</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>M2K</td>\n      <td>North York</td>\n      <td>Bayview Village</td>\n      <td>43.786947</td>\n      <td>-79.385975</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>M3K</td>\n      <td>North York</td>\n      <td>Downsview</td>\n      <td>43.737473</td>\n      <td>-79.464763</td>\n    </tr>\n    <tr>\n      <th>66</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>67</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>68</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>72</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Golden Mile, Clairlea, Oakridge</td>\n      <td>43.711112</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>M2L</td>\n      <td>North York</td>\n      <td>York Mills, Silver Hills</td>\n      <td>43.757490</td>\n      <td>-79.374714</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>M3L</td>\n      <td>North York</td>\n      <td>Downsview</td>\n      <td>43.739015</td>\n      <td>-79.506944</td>\n    </tr>\n    <tr>\n      <th>75</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>76</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>77</th>\n      <td>M6L</td>\n      <td>North York</td>\n      <td>North Park, Maple Leaf Park, Upwood Park</td>\n      <td>43.713756</td>\n      <td>-79.490074</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>M9L</td>\n      <td>North York</td>\n      <td>Humber Summit</td>\n      <td>43.756303</td>\n      <td>-79.565963</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n      <td>43.716316</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>M2M</td>\n      <td>North York</td>\n      <td>Willowdale, Newtonbrook</td>\n      <td>43.789053</td>\n      <td>-79.408493</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>M3M</td>\n      <td>North York</td>\n      <td>Downsview</td>\n      <td>43.728496</td>\n      <td>-79.495697</td>\n    </tr>\n    <tr>\n      <th>84</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>85</th>\n      <td>M5M</td>\n      <td>North York</td>\n      <td>Bedford Park, Lawrence Manor East</td>\n      <td>43.733283</td>\n      <td>-79.419750</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>M6M</td>\n      <td>York</td>\n      <td>Del Ray, Mount Dennis, Keelsdale and Silverthorn</td>\n      <td>43.691116</td>\n      <td>-79.476013</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>M9M</td>\n      <td>North York</td>\n      <td>Humberlea, Emery</td>\n      <td>43.724766</td>\n      <td>-79.532242</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff, Cliffside West</td>\n      <td>43.692657</td>\n      <td>-79.264848</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>M2N</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale East</td>\n      <td>43.770120</td>\n      <td>-79.408493</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>M3N</td>\n      <td>North York</td>\n      <td>Downsview</td>\n      <td>43.761631</td>\n      <td>-79.520999</td>\n    </tr>\n    <tr>\n      <th>93</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>94</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>95</th>\n      <td>M6N</td>\n      <td>York</td>\n      <td>Runnymede, The Junction North</td>\n      <td>43.673185</td>\n      <td>-79.487262</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>M9N</td>\n      <td>York</td>\n      <td>Weston</td>\n      <td>43.706876</td>\n      <td>-79.518188</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n      <td>43.757410</td>\n      <td>-79.273304</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>M2P</td>\n      <td>North York</td>\n      <td>York Mills West</td>\n      <td>43.752758</td>\n      <td>-79.400049</td>\n    </tr>\n    <tr>\n      <th>102</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>103</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>104</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>107</th>\n      <td>M9P</td>\n      <td>Etobicoke</td>\n      <td>Westmount</td>\n      <td>43.696319</td>\n      <td>-79.532242</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td>M1R</td>\n      <td>Scarborough</td>\n      <td>Wexford, Maryvale</td>\n      <td>43.750072</td>\n      <td>-79.295849</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>M2R</td>\n      <td>North York</td>\n      <td>Willowdale, Willowdale West</td>\n      <td>43.782736</td>\n      <td>-79.442259</td>\n    </tr>\n    <tr>\n      <th>111</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>112</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>113</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>114</th>\n      <td>M7R</td>\n      <td>Mississauga</td>\n      <td>Canada Post Gateway Processing Centre</td>\n      <td>43.636966</td>\n      <td>-79.615819</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>M9R</td>\n      <td>Etobicoke</td>\n      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n      <td>43.688905</td>\n      <td>-79.554724</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>M1S</td>\n      <td>Scarborough</td>\n      <td>Agincourt</td>\n      <td>43.794200</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>120</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>121</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>122</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>126</th>\n      <td>M1T</td>\n      <td>Scarborough</td>\n      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n      <td>43.781638</td>\n      <td>-79.304302</td>\n    </tr>\n    <tr>\n      <th>129</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>130</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>135</th>\n      <td>M1V</td>\n      <td>Scarborough</td>\n      <td>Milliken, Agincourt North, Steeles East, L'Amo...</td>\n      <td>43.815252</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>138</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>139</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>142</th>\n      <td>M8V</td>\n      <td>Etobicoke</td>\n      <td>New Toronto, Mimico South, Humber Bay Shores</td>\n      <td>43.605647</td>\n      <td>-79.501321</td>\n    </tr>\n    <tr>\n      <th>143</th>\n      <td>M9V</td>\n      <td>Etobicoke</td>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n      <td>43.739416</td>\n      <td>-79.588437</td>\n    </tr>\n    <tr>\n      <th>144</th>\n      <td>M1W</td>\n      <td>Scarborough</td>\n      <td>Steeles West, L'Amoreaux West</td>\n      <td>43.799525</td>\n      <td>-79.318389</td>\n    </tr>\n    <tr>\n      <th>147</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>148</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>151</th>\n      <td>M8W</td>\n      <td>Etobicoke</td>\n      <td>Alderwood, Long Branch</td>\n      <td>43.602414</td>\n      <td>-79.543484</td>\n    </tr>\n 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<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>168</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    <tr>\n      <th>169</th>\n      <td>M8Y</td>\n      <td>Etobicoke</td>\n      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n      <td>43.636258</td>\n      <td>-79.498509</td>\n    </tr>\n    <tr>\n      <th>178</th>\n      <td>M8Z</td>\n      <td>Etobicoke</td>\n      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n      <td>43.628841</td>\n      <td>-79.520999</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "    Postal Code           Borough  \\\n2           M3A        North York   \n3           M4A        North York   \n4           M5A  Downtown Toronto   \n5           M6A        North York   \n6           M7A  Downtown Toronto   \n8           M9A         Etobicoke   \n9           M1B       Scarborough   \n11          M3B        North York   \n12          M4B         East York   \n13          M5B  Downtown Toronto   \n14          M6B        North York   \n17          M9B         Etobicoke   \n18          M1C       Scarborough   \n20          M3C        North York   \n21          M4C         East York   \n22          M5C  Downtown Toronto   \n23          M6C              York   \n26          M9C         Etobicoke   \n27          M1E       Scarborough   \n30          M4E      East Toronto   \n31          M5E  Downtown Toronto   \n32          M6E              York   \n36          M1G       Scarborough   \n39          M4G         East York   \n40          M5G  Downtown Toronto   \n41          M6G  Downtown Toronto   \n45          M1H       Scarborough   \n46          M2H        North York   \n47          M3H        North York   \n48          M4H         East York   \n49          M5H  Downtown Toronto   \n50          M6H      West Toronto   \n54          M1J       Scarborough   \n55          M2J        North York   \n56          M3J        North York   \n57          M4J         East York   \n58          M5J  Downtown Toronto   \n59          M6J      West Toronto   \n63          M1K       Scarborough   \n64          M2K        North York   \n65          M3K        North York   \n66          M4K      East Toronto   \n67          M5K  Downtown Toronto   \n68          M6K      West Toronto   \n72          M1L       Scarborough   \n73          M2L        North York   \n74          M3L        North York   \n75          M4L      East Toronto   \n76          M5L  Downtown Toronto   \n77          M6L        North York   \n80          M9L        North York   \n81          M1M       Scarborough   \n82          M2M        North York   \n83          M3M        North York   \n84          M4M      East Toronto   \n85          M5M        North York   \n86          M6M              York   \n89          M9M        North York   \n90          M1N       Scarborough   \n91          M2N        North York   \n92          M3N        North York   \n93          M4N   Central Toronto   \n94          M5N   Central Toronto   \n95          M6N              York   \n98          M9N              York   \n99          M1P       Scarborough   \n100         M2P        North York   \n102         M4P   Central Toronto   \n103         M5P   Central Toronto   \n104         M6P      West Toronto   \n107         M9P         Etobicoke   \n108         M1R       Scarborough   \n109         M2R        North York   \n111         M4R   Central Toronto   \n112         M5R   Central Toronto   \n113         M6R      West Toronto   \n114         M7R       Mississauga   \n116         M9R         Etobicoke   \n117         M1S       Scarborough   \n120         M4S   Central Toronto   \n121         M5S  Downtown Toronto   \n122         M6S      West Toronto   \n126         M1T       Scarborough   \n129         M4T   Central Toronto   \n130         M5T  Downtown Toronto   \n135         M1V       Scarborough   \n138         M4V   Central Toronto   \n139         M5V  Downtown Toronto   \n142         M8V         Etobicoke   \n143         M9V         Etobicoke   \n144         M1W       Scarborough   \n147         M4W  Downtown Toronto   \n148         M5W  Downtown Toronto   \n151         M8W         Etobicoke   \n152         M9W         Etobicoke   \n153         M1X       Scarborough   \n156         M4X  Downtown Toronto   \n157         M5X  Downtown Toronto   \n160         M8X         Etobicoke   \n165         M4Y  Downtown Toronto   \n168         M7Y      East Toronto   \n169         M8Y         Etobicoke   \n178         M8Z         Etobicoke   \n\n                                         Neighbourhood   Latitude  Longitude  \n2                                            Parkwoods  43.753259 -79.329656  \n3                                     Victoria Village  43.725882 -79.315572  \n4                            Regent Park, Harbourfront  43.654260 -79.360636  \n5                     Lawrence Manor, Lawrence Heights  43.718518 -79.464763  \n6          Queen's Park, Ontario Provincial Government  43.662301 -79.389494  \n8              Islington Avenue, Humber Valley Village  43.667856 -79.532242  \n9                                       Malvern, Rouge  43.806686 -79.194353  \n11                                           Don Mills  43.745906 -79.352188  \n12                     Parkview Hill, Woodbine Gardens  43.706397 -79.309937  \n13                            Garden District, Ryerson  43.657162 -79.378937  \n14                                           Glencairn  43.709577 -79.445073  \n17   West Deane Park, Princess Gardens, Martin Grov...  43.650943 -79.554724  \n18              Rouge Hill, Port Union, Highland Creek  43.784535 -79.160497  \n20                                           Don Mills  43.725900 -79.340923  \n21                                    Woodbine Heights  43.695344 -79.318389  \n22                                      St. James Town  43.651494 -79.375418  \n23                                  Humewood-Cedarvale  43.693781 -79.428191  \n26   Eringate, Bloordale Gardens, Old Burnhamthorpe...  43.643515 -79.577201  \n27                   Guildwood, Morningside, West Hill  43.763573 -79.188711  \n30                                         The Beaches  43.676357 -79.293031  \n31                                         Berczy Park  43.644771 -79.373306  \n32                                 Caledonia-Fairbanks  43.689026 -79.453512  \n36                                              Woburn  43.770992 -79.216917  \n39                                             Leaside  43.709060 -79.363452  \n40                                  Central Bay Street  43.657952 -79.387383  \n41                                            Christie  43.669542 -79.422564  \n45                                           Cedarbrae  43.773136 -79.239476  \n46                                   Hillcrest Village  43.803762 -79.363452  \n47     Bathurst Manor, Wilson Heights, Downsview North  43.754328 -79.442259  \n48                                    Thorncliffe Park  43.705369 -79.349372  \n49                            Richmond, Adelaide, King  43.650571 -79.384568  \n50                        Dufferin, Dovercourt Village  43.669005 -79.442259  \n54                                 Scarborough Village  43.744734 -79.239476  \n55                        Fairview, Henry Farm, Oriole  43.778517 -79.346556  \n56                     Northwood Park, York University  43.767980 -79.487262  \n57       East Toronto, Broadview North (Old East York)  43.685347 -79.338106  \n58   Harbourfront East, Union Station, Toronto Islands  43.640816 -79.381752  \n59                            Little Portugal, Trinity  43.647927 -79.419750  \n63         Kennedy Park, Ionview, East Birchmount Park  43.727929 -79.262029  \n64                                     Bayview Village  43.786947 -79.385975  \n65                                           Downsview  43.737473 -79.464763  \n66                        The Danforth West, Riverdale  43.679557 -79.352188  \n67            Toronto Dominion Centre, Design Exchange  43.647177 -79.381576  \n68        Brockton, Parkdale Village, Exhibition Place  43.636847 -79.428191  \n72                     Golden Mile, Clairlea, Oakridge  43.711112 -79.284577  \n73                            York Mills, Silver Hills  43.757490 -79.374714  \n74                                           Downsview  43.739015 -79.506944  \n75                      India Bazaar, The Beaches West  43.668999 -79.315572  \n76                      Commerce Court, Victoria Hotel  43.648198 -79.379817  \n77            North Park, Maple Leaf Park, Upwood Park  43.713756 -79.490074  \n80                                       Humber Summit  43.756303 -79.565963  \n81     Cliffside, Cliffcrest, Scarborough Village West  43.716316 -79.239476  \n82                             Willowdale, Newtonbrook  43.789053 -79.408493  \n83                                           Downsview  43.728496 -79.495697  \n84                                     Studio District  43.659526 -79.340923  \n85                   Bedford Park, Lawrence Manor East  43.733283 -79.419750  \n86    Del Ray, Mount Dennis, Keelsdale and Silverthorn  43.691116 -79.476013  \n89                                    Humberlea, Emery  43.724766 -79.532242  \n90                         Birch Cliff, Cliffside West  43.692657 -79.264848  \n91                         Willowdale, Willowdale East  43.770120 -79.408493  \n92                                           Downsview  43.761631 -79.520999  \n93                                       Lawrence Park  43.728020 -79.388790  \n94                                            Roselawn  43.711695 -79.416936  \n95                       Runnymede, The Junction North  43.673185 -79.487262  \n98                                              Weston  43.706876 -79.518188  \n99   Dorset Park, Wexford Heights, Scarborough Town...  43.757410 -79.273304  \n100                                    York Mills West  43.752758 -79.400049  \n102                                   Davisville North  43.712751 -79.390197  \n103    Forest Hill North & West, Forest Hill Road Park  43.696948 -79.411307  \n104                      High Park, The Junction South  43.661608 -79.464763  \n107                                          Westmount  43.696319 -79.532242  \n108                                  Wexford, Maryvale  43.750072 -79.295849  \n109                        Willowdale, Willowdale West  43.782736 -79.442259  \n111                  North Toronto West, Lawrence Park  43.715383 -79.405678  \n112                The Annex, North Midtown, Yorkville  43.672710 -79.405678  \n113                             Parkdale, Roncesvalles  43.648960 -79.456325  \n114              Canada Post Gateway Processing Centre  43.636966 -79.615819  \n116  Kingsview Village, St. Phillips, Martin Grove ...  43.688905 -79.554724  \n117                                          Agincourt  43.794200 -79.262029  \n120                                         Davisville  43.704324 -79.388790  \n121                     University of Toronto, Harbord  43.662696 -79.400049  \n122                                 Runnymede, Swansea  43.651571 -79.484450  \n126            Clarks Corners, Tam O'Shanter, Sullivan  43.781638 -79.304302  \n129                        Moore Park, Summerhill East  43.689574 -79.383160  \n130          Kensington Market, Chinatown, Grange Park  43.653206 -79.400049  \n135  Milliken, Agincourt North, Steeles East, L'Amo...  43.815252 -79.284577  \n138  Summerhill West, Rathnelly, South Hill, Forest...  43.686412 -79.400049  \n139  CN Tower, King and Spadina, Railway Lands, Har...  43.628947 -79.394420  \n142       New Toronto, Mimico South, Humber Bay Shores  43.605647 -79.501321  \n143  South Steeles, Silverstone, Humbergate, Jamest...  43.739416 -79.588437  \n144                      Steeles West, L'Amoreaux West  43.799525 -79.318389  \n147                                           Rosedale  43.679563 -79.377529  \n148                                     Stn A PO Boxes  43.646435 -79.374846  \n151                             Alderwood, Long Branch  43.602414 -79.543484  \n152                Northwest, West Humber - Clairville  43.706748 -79.594054  \n153                                        Upper Rouge  43.836125 -79.205636  \n156                        St. James Town, Cabbagetown  43.667967 -79.367675  \n157             First Canadian Place, Underground city  43.648429 -79.382280  \n160      The Kingsway, Montgomery Road, Old Mill North  43.653654 -79.506944  \n165                               Church and Wellesley  43.665860 -79.383160  \n168  Business reply mail Processing Centre, South C...  43.662744 -79.321558  \n169  Old Mill South, King's Mill Park, Sunnylea, Hu...  43.636258 -79.498509  \n178  Mimico NW, The Queensway West, South of Bloor,...  43.628841 -79.520999  "
                    },
                    "execution_count": 297,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "cdf = df.join(dfg.set_index('Postal Code'), on='Postal Code', how='inner')\ncdf"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# Part 3"
        },
        {
            "cell_type": "code",
            "execution_count": 298,
            "metadata": {},
            "outputs": [],
            "source": "from geopy.geocoders import Nominatim\n"
        },
        {
            "cell_type": "code",
            "execution_count": 299,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "The coordinates of Toronto are 43.6534817, -79.3839347.\n"
                }
            ],
            "source": "address = 'Toronto, Ontario'\n\ngeolocator = Nominatim(user_agent=\"toronto_explorer\")\nlocation = geolocator.geocode(address)\nlatitude = location.latitude\nlongitude = location.longitude\nprint('The coordinates of Toronto are {}, {}.'.format(latitude, longitude))"
        },
        {
            "cell_type": "code",
            "execution_count": 328,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
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                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2d2662d4af5242849191b6d070500a9c);
        
    
        var popup_40a6ed9b238c42359d824b755c7f40ce = L.popup({"maxWidth": "100%"});

        
            var html_55418098fbfb4a22aaafcf6f44e20b92 = $(`<div id="html_55418098fbfb4a22aaafcf6f44e20b92" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North, Etobicoke</div>`)[0];
            popup_40a6ed9b238c42359d824b755c7f40ce.setContent(html_55418098fbfb4a22aaafcf6f44e20b92);
        

        circle_marker_a6199f152cbf47c8853c3ac6c7b814af.bindPopup(popup_40a6ed9b238c42359d824b755c7f40ce)
        ;

        
    
    
            var circle_marker_c0664232e51b4fd1a9c3829269221d30 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2d2662d4af5242849191b6d070500a9c);
        
    
        var popup_ff8d63230ea34986a5f378ef0b959a3c = L.popup({"maxWidth": "100%"});

        
            var html_9d269299b60f43c7809af78f48fb75da = $(`<div id="html_9d269299b60f43c7809af78f48fb75da" style="width: 100.0%; height: 100.0%;">Church and Wellesley, Downtown Toronto</div>`)[0];
            popup_ff8d63230ea34986a5f378ef0b959a3c.setContent(html_9d269299b60f43c7809af78f48fb75da);
        

        circle_marker_c0664232e51b4fd1a9c3829269221d30.bindPopup(popup_ff8d63230ea34986a5f378ef0b959a3c)
        ;

        
    
    
            var circle_marker_8f32181f958a4efc8f92531a6d3c05d6 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2d2662d4af5242849191b6d070500a9c);
        
    
        var popup_0260abb4a1814bf88614f58db12329ba = L.popup({"maxWidth": "100%"});

        
            var html_368b5551358c4999933e788790b4e2b7 = $(`<div id="html_368b5551358c4999933e788790b4e2b7" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre, South Central Letter Processing Plant Toronto, East Toronto</div>`)[0];
            popup_0260abb4a1814bf88614f58db12329ba.setContent(html_368b5551358c4999933e788790b4e2b7);
        

        circle_marker_8f32181f958a4efc8f92531a6d3c05d6.bindPopup(popup_0260abb4a1814bf88614f58db12329ba)
        ;

        
    
    
            var circle_marker_c49c6faf3f1445a994751567c8856861 = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2d2662d4af5242849191b6d070500a9c);
        
    
        var popup_1a0d3f75eb8e4e99b4da1d51d87e9d57 = L.popup({"maxWidth": "100%"});

        
            var html_6bd7115d8e0d4cfb9ef5a9d53da02693 = $(`<div id="html_6bd7115d8e0d4cfb9ef5a9d53da02693" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East, Etobicoke</div>`)[0];
            popup_1a0d3f75eb8e4e99b4da1d51d87e9d57.setContent(html_6bd7115d8e0d4cfb9ef5a9d53da02693);
        

        circle_marker_c49c6faf3f1445a994751567c8856861.bindPopup(popup_1a0d3f75eb8e4e99b4da1d51d87e9d57)
        ;

        
    
    
            var circle_marker_c4ea2ee746f345839a0f57c23fc0ba60 = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2d2662d4af5242849191b6d070500a9c);
        
    
        var popup_2487234ed22a4f6e8bb401ae328b06a9 = L.popup({"maxWidth": "100%"});

        
            var html_4011d4a66368443ab8e37fe2771b8615 = $(`<div id="html_4011d4a66368443ab8e37fe2771b8615" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West, Etobicoke</div>`)[0];
            popup_2487234ed22a4f6e8bb401ae328b06a9.setContent(html_4011d4a66368443ab8e37fe2771b8615);
        

        circle_marker_c4ea2ee746f345839a0f57c23fc0ba60.bindPopup(popup_2487234ed22a4f6e8bb401ae328b06a9)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>",
                        "text/plain": "<folium.folium.Map at 0x7f0b369e6990>"
                    },
                    "execution_count": 328,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "import folium\n\nmap_Toronto = folium.Map(location=[latitude, longitude], zoom_start=9.5)\n\n# adding markers to map\nfor latitude, longitude, borough, neighbourhood in zip(cdf['Latitude'], cdf['Longitude'], cdf['Borough'], cdf['Neighbourhood']):\n    label = '{}, {}'.format(neighbourhood, borough)\n    label = folium.Popup(label, parse_html=True)\n    folium.CircleMarker(\n        [latitude, longitude],\n        radius=5,\n        popup=label,\n        color='red',\n        fill=True\n        ).add_to(map_Toronto)  \n    \nmap_Toronto"
        },
        {
            "cell_type": "code",
            "execution_count": 329,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "Your credentails:\nCLIENT_ID: DMH1E1LOCJXQVBDC3V5GA35BMY15F0FWARF3AJTHQJACVTWH\nCLIENT_SECRET:FJMDOJN4WSWOZPTZEZNP2PDLK40JVVY334EBKPXDEMZPDE1Z\n"
                }
            ],
            "source": "CLIENT_ID = 'DMH1E1LOCJXQVBDC3V5GA35BMY15F0FWARF3AJTHQJACVTWH' \nCLIENT_SECRET = 'FJMDOJN4WSWOZPTZEZNP2PDLK40JVVY334EBKPXDEMZPDE1Z'\nVERSION = '20201205' # Foursquare API version\n\nprint('Your credentails:')\nprint('CLIENT_ID: ' + CLIENT_ID)\nprint('CLIENT_SECRET:' + CLIENT_SECRET)"
        },
        {
            "cell_type": "code",
            "execution_count": 330,
            "metadata": {},
            "outputs": [],
            "source": "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n    \n    venues_list=[]\n    for name, lat, lng in zip(names, latitudes, longitudes):\n        print(name)\n            \n        # create the API request URL\n        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}'.format(\n            CLIENT_ID, \n            CLIENT_SECRET, \n            VERSION, \n            lat, \n            lng, \n            radius\n            )\n            \n        # make the GET request\n        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n        \n        # return only relevant information for each nearby venue\n        venues_list.append([(\n            name, \n            lat, \n            lng, \n            v['venue']['name'], \n            v['venue']['categories'][0]['name']) for v in results])\n\n    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n    nearby_venues.columns = ['Neighbourhood', \n                  'Neighbourhood Latitude', \n                  'Neighbourhood Longitude', \n                  'Venue', \n                  'Venue Category']\n    \n    return(nearby_venues)"
        },
        {
            "cell_type": "code",
            "execution_count": 331,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "Parkwoods\nVictoria Village\nRegent Park, Harbourfront\nLawrence Manor, Lawrence Heights\nQueen's Park, Ontario Provincial Government\nIslington Avenue, Humber Valley Village\nMalvern, Rouge\nDon Mills\nParkview Hill, Woodbine Gardens\nGarden District, Ryerson\nGlencairn\nWest Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\nRouge Hill, Port Union, Highland Creek\nDon Mills\nWoodbine Heights\nSt. James Town\nHumewood-Cedarvale\nEringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\nGuildwood, Morningside, West Hill\nThe Beaches\nBerczy Park\nCaledonia-Fairbanks\nWoburn\nLeaside\nCentral Bay Street\nChristie\nCedarbrae\nHillcrest Village\nBathurst Manor, Wilson Heights, Downsview North\nThorncliffe Park\nRichmond, Adelaide, King\nDufferin, Dovercourt Village\nScarborough Village\nFairview, Henry Farm, Oriole\nNorthwood Park, York University\nEast Toronto, Broadview North (Old East York)\nHarbourfront East, Union Station, Toronto Islands\nLittle Portugal, Trinity\nKennedy Park, Ionview, East Birchmount Park\nBayview Village\nDownsview\nThe Danforth West, Riverdale\nToronto Dominion Centre, Design Exchange\nBrockton, Parkdale Village, Exhibition Place\nGolden Mile, Clairlea, Oakridge\nYork Mills, Silver Hills\nDownsview\nIndia Bazaar, The Beaches West\nCommerce Court, Victoria Hotel\nNorth Park, Maple Leaf Park, Upwood Park\nHumber Summit\nCliffside, Cliffcrest, Scarborough Village West\nWillowdale, Newtonbrook\nDownsview\nStudio District\nBedford Park, Lawrence Manor East\nDel Ray, Mount Dennis, Keelsdale and Silverthorn\nHumberlea, Emery\nBirch Cliff, Cliffside West\nWillowdale, Willowdale East\nDownsview\nLawrence Park\nRoselawn\nRunnymede, The Junction North\nWeston\nDorset Park, Wexford Heights, Scarborough Town Centre\nYork Mills West\nDavisville North\nForest Hill North & West, Forest Hill Road Park\nHigh Park, The Junction South\nWestmount\nWexford, Maryvale\nWillowdale, Willowdale West\nNorth Toronto West, Lawrence Park\nThe Annex, North Midtown, Yorkville\nParkdale, Roncesvalles\nCanada Post Gateway Processing Centre\nKingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\nAgincourt\nDavisville\nUniversity of Toronto, Harbord\nRunnymede, Swansea\nClarks Corners, Tam O'Shanter, Sullivan\nMoore Park, Summerhill East\nKensington Market, Chinatown, Grange Park\nMilliken, Agincourt North, Steeles East, L'Amoreaux East\nSummerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\nCN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport\nNew Toronto, Mimico South, Humber Bay Shores\nSouth Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\nSteeles West, L'Amoreaux West\nRosedale\nStn A PO Boxes\nAlderwood, Long Branch\nNorthwest, West Humber - Clairville\nUpper Rouge\nSt. James Town, Cabbagetown\nFirst Canadian Place, Underground city\nThe Kingsway, Montgomery Road, Old Mill North\nChurch and Wellesley\nBusiness reply mail Processing Centre, South Central Letter Processing Plant Toronto\nOld Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\nMimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n"
                }
            ],
            "source": "toronto_venues = getNearbyVenues(cdf['Neighbourhood'], cdf['Latitude'], cdf['Longitude'])\n"
        },
        {
            "cell_type": "code",
            "execution_count": 332,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "(1325, 5)\n"
                },
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Neighbourhood</th>\n      <th>Neighbourhood Latitude</th>\n      <th>Neighbourhood Longitude</th>\n      <th>Venue</th>\n      <th>Venue Category</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Parkwoods</td>\n      <td>43.753259</td>\n      <td>-79.329656</td>\n      <td>Brookbanks Park</td>\n      <td>Park</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Parkwoods</td>\n      <td>43.753259</td>\n      <td>-79.329656</td>\n      <td>Variety Store</td>\n      <td>Food &amp; Drink Shop</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Parkwoods</td>\n      <td>43.753259</td>\n      <td>-79.329656</td>\n      <td>TTC stop - 44 Valley Woods</td>\n      <td>Bus Stop</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Victoria Village</td>\n      <td>43.725882</td>\n      <td>-79.315572</td>\n      <td>Victoria Village Arena</td>\n      <td>Hockey Arena</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Victoria Village</td>\n      <td>43.725882</td>\n      <td>-79.315572</td>\n      <td>Tim Hortons</td>\n      <td>Coffee Shop</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "      Neighbourhood  Neighbourhood Latitude  Neighbourhood Longitude  \\\n0         Parkwoods               43.753259               -79.329656   \n1         Parkwoods               43.753259               -79.329656   \n2         Parkwoods               43.753259               -79.329656   \n3  Victoria Village               43.725882               -79.315572   \n4  Victoria Village               43.725882               -79.315572   \n\n                        Venue     Venue Category  \n0             Brookbanks Park               Park  \n1               Variety Store  Food & Drink Shop  \n2  TTC stop - 44 Valley Woods           Bus Stop  \n3      Victoria Village Arena       Hockey Arena  \n4                 Tim Hortons        Coffee Shop  "
                    },
                    "execution_count": 332,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "print(toronto_venues.shape)\ntoronto_venues.head()"
        },
        {
            "cell_type": "code",
            "execution_count": 333,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Neighbourhood Latitude</th>\n      <th>Neighbourhood Longitude</th>\n      <th>Venue</th>\n      <th>Venue Category</th>\n    </tr>\n    <tr>\n      <th>Neighbourhood</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Agincourt</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Alderwood, Long Branch</th>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Bathurst Manor, Wilson Heights, Downsview North</th>\n      <td>23</td>\n      <td>23</td>\n      <td>23</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <th>Bayview Village</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Bedford Park, Lawrence Manor East</th>\n      <td>22</td>\n      <td>22</td>\n      <td>22</td>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>Berczy Park</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Birch Cliff, Cliffside West</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Brockton, Parkdale Village, Exhibition Place</th>\n      <td>22</td>\n      <td>22</td>\n      <td>22</td>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>Business reply mail Processing Centre, South Central Letter Processing Plant Toronto</th>\n      <td>17</td>\n      <td>17</td>\n      <td>17</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <th>CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport</th>\n      <td>16</td>\n      <td>16</td>\n      <td>16</td>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>Caledonia-Fairbanks</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Canada Post Gateway Processing Centre</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>Cedarbrae</th>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Central Bay Street</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Christie</th>\n      <td>16</td>\n      <td>16</td>\n      <td>16</td>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>Church and Wellesley</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Clarks Corners, Tam O'Shanter, Sullivan</th>\n      <td>12</td>\n      <td>12</td>\n      <td>12</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>Cliffside, Cliffcrest, Scarborough Village West</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Commerce Court, Victoria Hotel</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Davisville</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Davisville North</th>\n      <td>8</td>\n      <td>8</td>\n      <td>8</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>Del Ray, Mount Dennis, Keelsdale and Silverthorn</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Don Mills</th>\n      <td>25</td>\n      <td>25</td>\n      <td>25</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>Dorset Park, Wexford Heights, Scarborough Town Centre</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Downsview</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>Dufferin, Dovercourt Village</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>East Toronto, Broadview North (Old East York)</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood</th>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Fairview, Henry Farm, Oriole</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>First Canadian Place, Underground city</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Forest Hill North &amp; West, Forest Hill Road Park</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Garden District, Ryerson</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Glencairn</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Golden Mile, Clairlea, Oakridge</th>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>Guildwood, Morningside, West Hill</th>\n      <td>8</td>\n      <td>8</td>\n      <td>8</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>Harbourfront East, Union Station, Toronto Islands</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>High Park, The Junction South</th>\n      <td>25</td>\n      <td>25</td>\n      <td>25</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>Hillcrest Village</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Humber Summit</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Humberlea, Emery</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Humewood-Cedarvale</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>India Bazaar, The Beaches West</th>\n      <td>22</td>\n      <td>22</td>\n      <td>22</td>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>Kennedy Park, Ionview, East Birchmount Park</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>Kensington Market, Chinatown, Grange Park</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Lawrence Manor, Lawrence Heights</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>Lawrence Park</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Leaside</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Little Portugal, Trinity</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Malvern, Rouge</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Milliken, Agincourt North, Steeles East, L'Amoreaux East</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West</th>\n      <td>13</td>\n      <td>13</td>\n      <td>13</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <th>Moore Park, Summerhill East</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>New Toronto, Mimico South, Humber Bay Shores</th>\n      <td>13</td>\n      <td>13</td>\n      <td>13</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <th>North Park, Maple Leaf Park, Upwood Park</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>North Toronto West, Lawrence Park</th>\n      <td>18</td>\n      <td>18</td>\n      <td>18</td>\n      <td>18</td>\n    </tr>\n    <tr>\n      <th>Northwest, West Humber - Clairville</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Northwood Park, York University</th>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Parkdale, Roncesvalles</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>Parkview Hill, Woodbine Gardens</th>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <th>Parkwoods</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Queen's Park, Ontario Provincial Government</th>\n      <td>29</td>\n      <td>29</td>\n      <td>29</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>Regent Park, Harbourfront</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Richmond, Adelaide, King</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Rosedale</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Roselawn</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Rouge Hill, Port Union, Highland Creek</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Runnymede, Swansea</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Runnymede, The Junction North</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Scarborough Village</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens</th>\n      <td>12</td>\n      <td>12</td>\n      <td>12</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>St. James Town</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>St. James Town, Cabbagetown</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Steeles West, L'Amoreaux West</th>\n      <td>12</td>\n      <td>12</td>\n      <td>12</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>Stn A PO Boxes</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Studio District</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park</th>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>The Annex, North Midtown, Yorkville</th>\n      <td>20</td>\n      <td>20</td>\n      <td>20</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>The Beaches</th>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>The Danforth West, Riverdale</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>The Kingsway, Montgomery Road, Old Mill North</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>Thorncliffe Park</th>\n      <td>20</td>\n      <td>20</td>\n      <td>20</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>Toronto Dominion Centre, Design Exchange</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>University of Toronto, Harbord</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Victoria Village</th>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>Westmount</th>\n      <td>8</td>\n      <td>8</td>\n      <td>8</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>Weston</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Wexford, Maryvale</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Willowdale, Newtonbrook</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>Willowdale, Willowdale East</th>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>Willowdale, Willowdale West</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>Woburn</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>Woodbine Heights</th>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>York Mills West</th>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>York Mills, Silver Hills</th>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "                                                    Neighbourhood Latitude  \\\nNeighbourhood                                                                \nAgincourt                                                                5   \nAlderwood, Long Branch                                                   9   \nBathurst Manor, Wilson Heights, Downsview North                         23   \nBayview Village                                                          4   \nBedford Park, Lawrence Manor East                                       22   \nBerczy Park                                                             30   \nBirch Cliff, Cliffside West                                              4   \nBrockton, Parkdale Village, Exhibition Place                            22   \nBusiness reply mail Processing Centre, South Ce...                      17   \nCN Tower, King and Spadina, Railway Lands, Harb...                      16   \nCaledonia-Fairbanks                                                      4   \nCanada Post Gateway Processing Centre                                   14   \nCedarbrae                                                                9   \nCentral Bay Street                                                      30   \nChristie                                                                16   \nChurch and Wellesley                                                    30   \nClarks Corners, Tam O'Shanter, Sullivan                                 12   \nCliffside, Cliffcrest, Scarborough Village West                          2   \nCommerce Court, Victoria Hotel                                          30   \nDavisville                                                              30   \nDavisville North                                                         8   \nDel Ray, Mount Dennis, Keelsdale and Silverthorn                         4   \nDon Mills                                                               25   \nDorset Park, Wexford Heights, Scarborough Town ...                       6   \nDownsview                                                               14   \nDufferin, Dovercourt Village                                            14   \nEast Toronto, Broadview North (Old East York)                            3   \nEringate, Bloordale Gardens, Old Burnhamthorpe,...                       9   \nFairview, Henry Farm, Oriole                                            30   \nFirst Canadian Place, Underground city                                  30   \nForest Hill North & West, Forest Hill Road Park                          4   \nGarden District, Ryerson                                                30   \nGlencairn                                                                4   \nGolden Mile, Clairlea, Oakridge                                          9   \nGuildwood, Morningside, West Hill                                        8   \nHarbourfront East, Union Station, Toronto Islands                       30   \nHigh Park, The Junction South                                           25   \nHillcrest Village                                                        5   \nHumber Summit                                                            3   \nHumberlea, Emery                                                         1   \nHumewood-Cedarvale                                                       4   \nIndia Bazaar, The Beaches West                                          22   \nKennedy Park, Ionview, East Birchmount Park                              5   \nKensington Market, Chinatown, Grange Park                               30   \nKingsview Village, St. Phillips, Martin Grove G...                       4   \nLawrence Manor, Lawrence Heights                                        14   \nLawrence Park                                                            4   \nLeaside                                                                 30   \nLittle Portugal, Trinity                                                30   \nMalvern, Rouge                                                           1   \nMilliken, Agincourt North, Steeles East, L'Amor...                       3   \nMimico NW, The Queensway West, South of Bloor, ...                      13   \nMoore Park, Summerhill East                                              1   \nNew Toronto, Mimico South, Humber Bay Shores                            13   \nNorth Park, Maple Leaf Park, Upwood Park                                 5   \nNorth Toronto West, Lawrence Park                                       18   \nNorthwest, West Humber - Clairville                                      4   \nNorthwood Park, York University                                          7   \nOld Mill South, King's Mill Park, Sunnylea, Hum...                       2   \nParkdale, Roncesvalles                                                  14   \nParkview Hill, Woodbine Gardens                                         11   \nParkwoods                                                                3   \nQueen's Park, Ontario Provincial Government                             29   \nRegent Park, Harbourfront                                               30   \nRichmond, Adelaide, King                                                30   \nRosedale                                                                 4   \nRoselawn                                                                 2   \nRouge Hill, Port Union, Highland Creek                                   1   \nRunnymede, Swansea                                                      30   \nRunnymede, The Junction North                                            4   \nScarborough Village                                                      1   \nSouth Steeles, Silverstone, Humbergate, Jamesto...                      12   \nSt. James Town                                                          30   \nSt. James Town, Cabbagetown                                             30   \nSteeles West, L'Amoreaux West                                           12   \nStn A PO Boxes                                                          30   \nStudio District                                                         30   \nSummerhill West, Rathnelly, South Hill, Forest ...                      14   \nThe Annex, North Midtown, Yorkville                                     20   \nThe Beaches                                                              5   \nThe Danforth West, Riverdale                                            30   \nThe Kingsway, Montgomery Road, Old Mill North                            2   \nThorncliffe Park                                                        20   \nToronto Dominion Centre, Design Exchange                                30   \nUniversity of Toronto, Harbord                                          30   \nVictoria Village                                                         4   \nWestmount                                                                8   \nWeston                                                                   1   \nWexford, Maryvale                                                        6   \nWillowdale, Newtonbrook                                                  1   \nWillowdale, Willowdale East                                             30   \nWillowdale, Willowdale West                                              6   \nWoburn                                                                   3   \nWoodbine Heights                                                         6   \nYork Mills West                                                          3   \nYork Mills, Silver Hills                                                 2   \n\n                                                    Neighbourhood Longitude  \\\nNeighbourhood                                                                 \nAgincourt                                                                 5   \nAlderwood, Long Branch                                                    9   \nBathurst Manor, Wilson Heights, Downsview North                          23   \nBayview Village                                                           4   \nBedford Park, Lawrence Manor East                                        22   \nBerczy Park                                                              30   \nBirch Cliff, Cliffside West                                               4   \nBrockton, Parkdale Village, Exhibition Place                             22   \nBusiness reply mail Processing Centre, South Ce...                       17   \nCN Tower, King and Spadina, Railway Lands, Harb...                       16   \nCaledonia-Fairbanks                                                       4   \nCanada Post Gateway Processing Centre                                    14   \nCedarbrae                                                                 9   \nCentral Bay Street                                                       30   \nChristie                                                                 16   \nChurch and Wellesley                                                     30   \nClarks Corners, Tam O'Shanter, Sullivan                                  12   \nCliffside, Cliffcrest, Scarborough Village West                           2   \nCommerce Court, Victoria Hotel                                           30   \nDavisville                                                               30   \nDavisville North                                                          8   \nDel Ray, Mount Dennis, Keelsdale and Silverthorn                          4   \nDon Mills                                                                25   \nDorset Park, Wexford Heights, Scarborough Town ...                        6   \nDownsview                                                                14   \nDufferin, Dovercourt Village                                             14   \nEast Toronto, Broadview North (Old East York)                             3   \nEringate, Bloordale Gardens, Old Burnhamthorpe,...                        9   \nFairview, Henry Farm, Oriole                                             30   \nFirst Canadian Place, Underground city                                   30   \nForest Hill North & West, Forest Hill Road Park                           4   \nGarden District, Ryerson                                                 30   \nGlencairn                                                                 4   \nGolden Mile, Clairlea, Oakridge                                           9   \nGuildwood, Morningside, West Hill                                         8   \nHarbourfront East, Union Station, Toronto Islands                        30   \nHigh Park, The Junction South                                            25   \nHillcrest Village                                                         5   \nHumber Summit                                                             3   \nHumberlea, Emery                                                          1   \nHumewood-Cedarvale                                                        4   \nIndia Bazaar, The Beaches West                                           22   \nKennedy Park, Ionview, East Birchmount Park                               5   \nKensington Market, Chinatown, Grange Park                                30   \nKingsview Village, St. Phillips, Martin Grove G...                        4   \nLawrence Manor, Lawrence Heights                                         14   \nLawrence Park                                                             4   \nLeaside                                                                  30   \nLittle Portugal, Trinity                                                 30   \nMalvern, Rouge                                                            1   \nMilliken, Agincourt North, Steeles East, L'Amor...                        3   \nMimico NW, The Queensway West, South of Bloor, ...                       13   \nMoore Park, Summerhill East                                               1   \nNew Toronto, Mimico South, Humber Bay Shores                             13   \nNorth Park, Maple Leaf Park, Upwood Park                                  5   \nNorth Toronto West, Lawrence Park                                        18   \nNorthwest, West Humber - Clairville                                       4   \nNorthwood Park, York University                                           7   \nOld Mill South, King's Mill Park, Sunnylea, Hum...                        2   \nParkdale, Roncesvalles                                                   14   \nParkview Hill, Woodbine Gardens                                          11   \nParkwoods                                                                 3   \nQueen's Park, Ontario Provincial Government                              29   \nRegent Park, Harbourfront                                                30   \nRichmond, Adelaide, King                                                 30   \nRosedale                                                                  4   \nRoselawn                                                                  2   \nRouge Hill, Port Union, Highland Creek                                    1   \nRunnymede, Swansea                                                       30   \nRunnymede, The Junction North                                             4   \nScarborough Village                                                       1   \nSouth Steeles, Silverstone, Humbergate, Jamesto...                       12   \nSt. James Town                                                           30   \nSt. James Town, Cabbagetown                                              30   \nSteeles West, L'Amoreaux West                                            12   \nStn A PO Boxes                                                           30   \nStudio District                                                          30   \nSummerhill West, Rathnelly, South Hill, Forest ...                       14   \nThe Annex, North Midtown, Yorkville                                      20   \nThe Beaches                                                               5   \nThe Danforth West, Riverdale                                             30   \nThe Kingsway, Montgomery Road, Old Mill North                             2   \nThorncliffe Park                                                         20   \nToronto Dominion Centre, Design Exchange                                 30   \nUniversity of Toronto, Harbord                                           30   \nVictoria Village                                                          4   \nWestmount                                                                 8   \nWeston                                                                    1   \nWexford, Maryvale                                                         6   \nWillowdale, Newtonbrook                                                   1   \nWillowdale, Willowdale East                                              30   \nWillowdale, Willowdale West                                               6   \nWoburn                                                                    3   \nWoodbine Heights                                                          6   \nYork Mills West                                                           3   \nYork Mills, Silver Hills                                                  2   \n\n                                                    Venue  Venue Category  \nNeighbourhood                                                              \nAgincourt                                               5               5  \nAlderwood, Long Branch                                  9               9  \nBathurst Manor, Wilson Heights, Downsview North        23              23  \nBayview Village                                         4               4  \nBedford Park, Lawrence Manor East                      22              22  \nBerczy Park                                            30              30  \nBirch Cliff, Cliffside West                             4               4  \nBrockton, Parkdale Village, Exhibition Place           22              22  \nBusiness reply mail Processing Centre, South Ce...     17              17  \nCN Tower, King and Spadina, Railway Lands, Harb...     16              16  \nCaledonia-Fairbanks                                     4               4  \nCanada Post Gateway Processing Centre                  14              14  \nCedarbrae                                               9               9  \nCentral Bay Street                                     30              30  \nChristie                                               16              16  \nChurch and Wellesley                                   30              30  \nClarks Corners, Tam O'Shanter, Sullivan                12              12  \nCliffside, Cliffcrest, Scarborough Village West         2               2  \nCommerce Court, Victoria Hotel                         30              30  \nDavisville                                             30              30  \nDavisville North                                        8               8  \nDel Ray, Mount Dennis, Keelsdale and Silverthorn        4               4  \nDon Mills                                              25              25  \nDorset Park, Wexford Heights, Scarborough Town ...      6               6  \nDownsview                                              14              14  \nDufferin, Dovercourt Village                           14              14  \nEast Toronto, Broadview North (Old East York)           3               3  \nEringate, Bloordale Gardens, Old Burnhamthorpe,...      9               9  \nFairview, Henry Farm, Oriole                           30              30  \nFirst Canadian Place, Underground city                 30              30  \nForest Hill North & West, Forest Hill Road Park         4               4  \nGarden District, Ryerson                               30              30  \nGlencairn                                               4               4  \nGolden Mile, Clairlea, Oakridge                         9               9  \nGuildwood, Morningside, West Hill                       8               8  \nHarbourfront East, Union Station, Toronto Islands      30              30  \nHigh Park, The Junction South                          25              25  \nHillcrest Village                                       5               5  \nHumber Summit                                           3               3  \nHumberlea, Emery                                        1               1  \nHumewood-Cedarvale                                      4               4  \nIndia Bazaar, The Beaches West                         22              22  \nKennedy Park, Ionview, East Birchmount Park             5               5  \nKensington Market, Chinatown, Grange Park              30              30  \nKingsview Village, St. Phillips, Martin Grove G...      4               4  \nLawrence Manor, Lawrence Heights                       14              14  \nLawrence Park                                           4               4  \nLeaside                                                30              30  \nLittle Portugal, Trinity                               30              30  \nMalvern, Rouge                                          1               1  \nMilliken, Agincourt North, Steeles East, L'Amor...      3               3  \nMimico NW, The Queensway West, South of Bloor, ...     13              13  \nMoore Park, Summerhill East                             1               1  \nNew Toronto, Mimico South, Humber Bay Shores           13              13  \nNorth Park, Maple Leaf Park, Upwood Park                5               5  \nNorth Toronto West, Lawrence Park                      18              18  \nNorthwest, West Humber - Clairville                     4               4  \nNorthwood Park, York University                         7               7  \nOld Mill South, King's Mill Park, Sunnylea, Hum...      2               2  \nParkdale, Roncesvalles                                 14              14  \nParkview Hill, Woodbine Gardens                        11              11  \nParkwoods                                               3               3  \nQueen's Park, Ontario Provincial Government            29              29  \nRegent Park, Harbourfront                              30              30  \nRichmond, Adelaide, King                               30              30  \nRosedale                                                4               4  \nRoselawn                                                2               2  \nRouge Hill, Port Union, Highland Creek                  1               1  \nRunnymede, Swansea                                     30              30  \nRunnymede, The Junction North                           4               4  \nScarborough Village                                     1               1  \nSouth Steeles, Silverstone, Humbergate, Jamesto...     12              12  \nSt. James Town                                         30              30  \nSt. James Town, Cabbagetown                            30              30  \nSteeles West, L'Amoreaux West                          12              12  \nStn A PO Boxes                                         30              30  \nStudio District                                        30              30  \nSummerhill West, Rathnelly, South Hill, Forest ...     14              14  \nThe Annex, North Midtown, Yorkville                    20              20  \nThe Beaches                                             5               5  \nThe Danforth West, Riverdale                           30              30  \nThe Kingsway, Montgomery Road, Old Mill North           2               2  \nThorncliffe Park                                       20              20  \nToronto Dominion Centre, Design Exchange               30              30  \nUniversity of Toronto, Harbord                         30              30  \nVictoria Village                                        4               4  \nWestmount                                               8               8  \nWeston                                                  1               1  \nWexford, Maryvale                                       6               6  \nWillowdale, Newtonbrook                                 1               1  \nWillowdale, Willowdale East                            30              30  \nWillowdale, Willowdale West                             6               6  \nWoburn                                                  3               3  \nWoodbine Heights                                        6               6  \nYork Mills West                                         3               3  \nYork Mills, Silver Hills                                2               2  "
                    },
                    "execution_count": 333,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_venues.groupby('Neighbourhood').count()"
        },
        {
            "cell_type": "code",
            "execution_count": 334,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "There are 235 uniques categories.\n"
                }
            ],
            "source": "print('There are {} uniques categories.'.format(len(toronto_venues['Venue Category'].unique())))"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Analyize each Neighbourhood"
        },
        {
            "cell_type": "code",
            "execution_count": 336,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Neighbourhood</th>\n      <th>Accessories Store</th>\n      <th>Adult Boutique</th>\n      <th>Airport</th>\n      <th>Airport Food Court</th>\n      <th>Airport Lounge</th>\n      <th>Airport Service</th>\n      <th>Airport Terminal</th>\n      <th>American Restaurant</th>\n      <th>Antique Shop</th>\n      <th>...</th>\n      <th>Turkish Restaurant</th>\n      <th>Vegetarian / Vegan Restaurant</th>\n      <th>Video Game Store</th>\n      <th>Video Store</th>\n      <th>Vietnamese Restaurant</th>\n      <th>Warehouse Store</th>\n      <th>Wine Bar</th>\n      <th>Wings Joint</th>\n      <th>Women's Store</th>\n      <th>Yoga Studio</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Parkwoods</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Parkwoods</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Parkwoods</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Victoria Village</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Victoria Village</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 236 columns</p>\n</div>",
                        "text/plain": "      Neighbourhood  Accessories Store  Adult Boutique  Airport  \\\n0         Parkwoods                  0               0        0   \n1         Parkwoods                  0               0        0   \n2         Parkwoods                  0               0        0   \n3  Victoria Village                  0               0        0   \n4  Victoria Village                  0               0        0   \n\n   Airport Food Court  Airport Lounge  Airport Service  Airport Terminal  \\\n0                   0               0                0                 0   \n1                   0               0                0                 0   \n2                   0               0                0                 0   \n3                   0               0                0                 0   \n4                   0               0                0                 0   \n\n   American Restaurant  Antique Shop  ...  Turkish Restaurant  \\\n0                    0             0  ...                   0   \n1                    0             0  ...                   0   \n2                    0             0  ...                   0   \n3                    0             0  ...                   0   \n4                    0             0  ...                   0   \n\n   Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n0                              0                 0            0   \n1                              0                 0            0   \n2                              0                 0            0   \n3                              0                 0            0   \n4                              0                 0            0   \n\n   Vietnamese Restaurant  Warehouse Store  Wine Bar  Wings Joint  \\\n0                      0                0         0            0   \n1                      0                0         0            0   \n2                      0                0         0            0   \n3                      0                0         0            0   \n4                      0                0         0            0   \n\n   Women's Store  Yoga Studio  \n0              0            0  \n1              0            0  \n2              0            0  \n3              0            0  \n4              0            0  \n\n[5 rows x 236 columns]"
                    },
                    "execution_count": 336,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# one hot encoding\ntoronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n\n# add neighborhood column back to dataframe\ntoronto_onehot['Neighbourhood'] = toronto_venues['Neighbourhood'] \n\n# move neighborhood column to the first column\nfixed_columns = [toronto_onehot.columns[-1]] + list(toronto_onehot.columns[:-1])\ntoronto_onehot = toronto_onehot[fixed_columns]\n\ntoronto_onehot.head()"
        },
        {
            "cell_type": "code",
            "execution_count": 337,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "(1325, 236)"
                    },
                    "execution_count": 337,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_onehot.shape"
        },
        {
            "cell_type": "code",
            "execution_count": 338,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Neighbourhood</th>\n      <th>Accessories Store</th>\n      <th>Adult Boutique</th>\n      <th>Airport</th>\n      <th>Airport Food Court</th>\n      <th>Airport Lounge</th>\n      <th>Airport Service</th>\n      <th>Airport Terminal</th>\n      <th>American Restaurant</th>\n      <th>Antique Shop</th>\n      <th>...</th>\n      <th>Turkish Restaurant</th>\n      <th>Vegetarian / Vegan Restaurant</th>\n      <th>Video Game Store</th>\n      <th>Video Store</th>\n      <th>Vietnamese Restaurant</th>\n      <th>Warehouse Store</th>\n      <th>Wine Bar</th>\n      <th>Wings Joint</th>\n      <th>Women's Store</th>\n      <th>Yoga Studio</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Agincourt</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Alderwood, Long Branch</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Bayview Village</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Bedford Park, Lawrence Manor East</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.045455</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Berczy Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Birch Cliff, Cliffside West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Brockton, Parkdale Village, Exhibition Place</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Business reply mail Processing Centre, South C...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.058824</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.062500</td>\n      <td>0.0625</td>\n      <td>0.125</td>\n      <td>0.1875</td>\n      <td>0.125</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Caledonia-Fairbanks</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.25</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Canada Post Gateway Processing Centre</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.071429</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>Cedarbrae</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Central Bay Street</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>Christie</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Church and Wellesley</td>\n      <td>0.000000</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.500000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Commerce Court, Victoria Hotel</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.066667</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>Davisville</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>Davisville North</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>Del Ray, Mount Dennis, Keelsdale and Silverthorn</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.25</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>Don Mills</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.166667</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>Downsview</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.071429</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>Dufferin, Dovercourt Village</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>East Toronto, Broadview North (Old East York)</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>Fairview, Henry Farm, Oriole</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.033333</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>First Canadian Place, Underground city</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.033333</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Forest Hill North &amp; West, Forest Hill Road Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Garden District, Ryerson</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Glencairn</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>Golden Mile, Clairlea, Oakridge</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>Guildwood, Morningside, West Hill</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Harbourfront East, Union Station, Toronto Islands</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>High Park, The Junction South</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.04</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Hillcrest Village</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>Humber Summit</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>Humberlea, Emery</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>Humewood-Cedarvale</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>India Bazaar, The Beaches West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>Kennedy Park, Ionview, East Birchmount Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>Kensington Market, Chinatown, Grange Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.066667</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>Kingsview Village, St. Phillips, Martin Grove ...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>Lawrence Manor, Lawrence Heights</td>\n      <td>0.071429</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.071429</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>Lawrence Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>Leaside</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>Little Portugal, Trinity</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.066667</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>Malvern, Rouge</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>Milliken, Agincourt North, Steeles East, L'Amo...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>Mimico NW, The Queensway West, South of Bloor,...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.076923</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>Moore Park, Summerhill East</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>New Toronto, Mimico South, Humber Bay Shores</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.076923</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>North Park, Maple Leaf Park, Upwood Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>North Toronto West, Lawrence Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.055556</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>Northwest, West Humber - Clairville</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>Northwood Park, York University</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>Old Mill South, King's Mill Park, Sunnylea, Hu...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>Parkdale, Roncesvalles</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>Parkview Hill, Woodbine Gardens</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>Parkwoods</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>Queen's Park, Ontario Provincial Government</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.034483</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>Regent Park, Harbourfront</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>Richmond, Adelaide, King</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.033333</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>Rosedale</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>Roselawn</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>Rouge Hill, Port Union, Highland Creek</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>Runnymede, Swansea</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>Runnymede, The Junction North</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>Scarborough Village</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.083333</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>St. James Town</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.033333</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>St. James Town, Cabbagetown</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>Steeles West, L'Amoreaux West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>Stn A PO Boxes</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>Studio District</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.066667</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.071429</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.071429</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>The Annex, North Midtown, Yorkville</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>The Beaches</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>The Danforth West, Riverdale</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>Thorncliffe Park</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.05</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.050000</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>Toronto Dominion Centre, Design Exchange</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.033333</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>University of Toronto, Harbord</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.033333</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.033333</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>Victoria Village</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>Westmount</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>Weston</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>Wexford, Maryvale</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>Willowdale, Newtonbrook</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>Willowdale, Willowdale East</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.033333</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>Willowdale, Willowdale West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>Woburn</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>Woodbine Heights</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>York Mills West</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>York Mills, Silver Hills</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.0000</td>\n      <td>0.000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>...</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.00</td>\n      <td>0.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>96 rows \u00d7 236 columns</p>\n</div>",
                        "text/plain": "                                        Neighbourhood  Accessories Store  \\\n0                                           Agincourt           0.000000   \n1                              Alderwood, Long Branch           0.000000   \n2     Bathurst Manor, Wilson Heights, Downsview North           0.000000   \n3                                     Bayview Village           0.000000   \n4                   Bedford Park, Lawrence Manor East           0.000000   \n5                                         Berczy Park           0.000000   \n6                         Birch Cliff, Cliffside West           0.000000   \n7        Brockton, Parkdale Village, Exhibition Place           0.000000   \n8   Business reply mail Processing Centre, South C...           0.000000   \n9   CN Tower, King and Spadina, Railway Lands, Har...           0.000000   \n10                                Caledonia-Fairbanks           0.000000   \n11              Canada Post Gateway Processing Centre           0.000000   \n12                                          Cedarbrae           0.000000   \n13                                 Central Bay Street           0.000000   \n14                                           Christie           0.000000   \n15                               Church and Wellesley           0.000000   \n16            Clarks Corners, Tam O'Shanter, Sullivan           0.000000   \n17    Cliffside, Cliffcrest, Scarborough Village West           0.000000   \n18                     Commerce Court, Victoria Hotel           0.000000   \n19                                         Davisville           0.000000   \n20                                   Davisville North           0.000000   \n21   Del Ray, Mount Dennis, Keelsdale and Silverthorn           0.000000   \n22                                          Don Mills           0.000000   \n23  Dorset Park, Wexford Heights, Scarborough Town...           0.000000   \n24                                          Downsview           0.000000   \n25                       Dufferin, Dovercourt Village           0.000000   \n26      East Toronto, Broadview North (Old East York)           0.000000   \n27  Eringate, Bloordale Gardens, Old Burnhamthorpe...           0.000000   \n28                       Fairview, Henry Farm, Oriole           0.000000   \n29             First Canadian Place, Underground city           0.000000   \n30    Forest Hill North & West, Forest Hill Road Park           0.000000   \n31                           Garden District, Ryerson           0.000000   \n32                                          Glencairn           0.000000   \n33                    Golden Mile, Clairlea, Oakridge           0.000000   \n34                  Guildwood, Morningside, West Hill           0.000000   \n35  Harbourfront East, Union Station, Toronto Islands           0.000000   \n36                      High Park, The Junction South           0.000000   \n37                                  Hillcrest Village           0.000000   \n38                                      Humber Summit           0.000000   \n39                                   Humberlea, Emery           0.000000   \n40                                 Humewood-Cedarvale           0.000000   \n41                     India Bazaar, The Beaches West           0.000000   \n42        Kennedy Park, Ionview, East Birchmount Park           0.000000   \n43          Kensington Market, Chinatown, Grange Park           0.000000   \n44  Kingsview Village, St. Phillips, Martin Grove ...           0.000000   \n45                   Lawrence Manor, Lawrence Heights           0.071429   \n46                                      Lawrence Park           0.000000   \n47                                            Leaside           0.000000   \n48                           Little Portugal, Trinity           0.000000   \n49                                     Malvern, Rouge           0.000000   \n50  Milliken, Agincourt North, Steeles East, L'Amo...           0.000000   \n51  Mimico NW, The Queensway West, South of Bloor,...           0.000000   \n52                        Moore Park, Summerhill East           0.000000   \n53       New Toronto, Mimico South, Humber Bay Shores           0.000000   \n54           North Park, Maple Leaf Park, Upwood Park           0.000000   \n55                  North Toronto West, Lawrence Park           0.000000   \n56                Northwest, West Humber - Clairville           0.000000   \n57                    Northwood Park, York University           0.000000   \n58  Old Mill South, King's Mill Park, Sunnylea, Hu...           0.000000   \n59                             Parkdale, Roncesvalles           0.000000   \n60                    Parkview Hill, Woodbine Gardens           0.000000   \n61                                          Parkwoods           0.000000   \n62        Queen's Park, Ontario Provincial Government           0.000000   \n63                          Regent Park, Harbourfront           0.000000   \n64                           Richmond, Adelaide, King           0.000000   \n65                                           Rosedale           0.000000   \n66                                           Roselawn           0.000000   \n67             Rouge Hill, Port Union, Highland Creek           0.000000   \n68                                 Runnymede, Swansea           0.000000   \n69                      Runnymede, The Junction North           0.000000   \n70                                Scarborough Village           0.000000   \n71  South Steeles, Silverstone, Humbergate, Jamest...           0.000000   \n72                                     St. James Town           0.000000   \n73                        St. James Town, Cabbagetown           0.000000   \n74                      Steeles West, L'Amoreaux West           0.000000   \n75                                     Stn A PO Boxes           0.000000   \n76                                    Studio District           0.000000   \n77  Summerhill West, Rathnelly, South Hill, Forest...           0.000000   \n78                The Annex, North Midtown, Yorkville           0.000000   \n79                                        The Beaches           0.000000   \n80                       The Danforth West, Riverdale           0.000000   \n81      The Kingsway, Montgomery Road, Old Mill North           0.000000   \n82                                   Thorncliffe Park           0.000000   \n83           Toronto Dominion Centre, Design Exchange           0.000000   \n84                     University of Toronto, Harbord           0.000000   \n85                                   Victoria Village           0.000000   \n86                                          Westmount           0.000000   \n87                                             Weston           0.000000   \n88                                  Wexford, Maryvale           0.000000   \n89                            Willowdale, Newtonbrook           0.000000   \n90                        Willowdale, Willowdale East           0.000000   \n91                        Willowdale, Willowdale West           0.000000   \n92                                             Woburn           0.000000   \n93                                   Woodbine Heights           0.000000   \n94                                    York Mills West           0.000000   \n95                           York Mills, Silver Hills           0.000000   \n\n    Adult Boutique   Airport  Airport Food Court  Airport Lounge  \\\n0         0.000000  0.000000              0.0000           0.000   \n1         0.000000  0.000000              0.0000           0.000   \n2         0.000000  0.000000              0.0000           0.000   \n3         0.000000  0.000000              0.0000           0.000   \n4         0.000000  0.000000              0.0000           0.000   \n5         0.000000  0.000000              0.0000           0.000   \n6         0.000000  0.000000              0.0000           0.000   \n7         0.000000  0.000000              0.0000           0.000   \n8         0.000000  0.000000              0.0000           0.000   \n9         0.000000  0.062500              0.0625           0.125   \n10        0.000000  0.000000              0.0000           0.000   \n11        0.000000  0.000000              0.0000           0.000   \n12        0.000000  0.000000              0.0000           0.000   \n13        0.000000  0.000000              0.0000           0.000   \n14        0.000000  0.000000              0.0000           0.000   \n15        0.033333  0.000000              0.0000           0.000   \n16        0.000000  0.000000              0.0000           0.000   \n17        0.000000  0.000000              0.0000           0.000   \n18        0.000000  0.000000              0.0000           0.000   \n19        0.000000  0.000000              0.0000           0.000   \n20        0.000000  0.000000              0.0000           0.000   \n21        0.000000  0.000000              0.0000           0.000   \n22        0.000000  0.000000              0.0000           0.000   \n23        0.000000  0.000000              0.0000           0.000   \n24        0.000000  0.071429              0.0000           0.000   \n25        0.000000  0.000000              0.0000           0.000   \n26        0.000000  0.000000              0.0000           0.000   \n27        0.000000  0.000000              0.0000           0.000   \n28        0.000000  0.000000              0.0000           0.000   \n29        0.000000  0.000000              0.0000           0.000   \n30        0.000000  0.000000              0.0000           0.000   \n31        0.000000  0.000000              0.0000           0.000   \n32        0.000000  0.000000              0.0000           0.000   \n33        0.000000  0.000000              0.0000           0.000   \n34        0.000000  0.000000              0.0000           0.000   \n35        0.000000  0.000000              0.0000           0.000   \n36        0.000000  0.000000              0.0000           0.000   \n37        0.000000  0.000000              0.0000           0.000   \n38        0.000000  0.000000              0.0000           0.000   \n39        0.000000  0.000000              0.0000           0.000   \n40        0.000000  0.000000              0.0000           0.000   \n41        0.000000  0.000000              0.0000           0.000   \n42        0.000000  0.000000              0.0000           0.000   \n43        0.000000  0.000000              0.0000           0.000   \n44        0.000000  0.000000              0.0000           0.000   \n45        0.000000  0.000000              0.0000           0.000   \n46        0.000000  0.000000              0.0000           0.000   \n47        0.000000  0.000000              0.0000           0.000   \n48        0.000000  0.000000              0.0000           0.000   \n49        0.000000  0.000000              0.0000           0.000   \n50        0.000000  0.000000              0.0000           0.000   \n51        0.000000  0.000000              0.0000           0.000   \n52        0.000000  0.000000              0.0000           0.000   \n53        0.000000  0.000000              0.0000           0.000   \n54        0.000000  0.000000              0.0000           0.000   \n55        0.000000  0.000000              0.0000           0.000   \n56        0.000000  0.000000              0.0000           0.000   \n57        0.000000  0.000000              0.0000           0.000   \n58        0.000000  0.000000              0.0000           0.000   \n59        0.000000  0.000000              0.0000           0.000   \n60        0.000000  0.000000              0.0000           0.000   \n61        0.000000  0.000000              0.0000           0.000   \n62        0.000000  0.000000              0.0000           0.000   \n63        0.000000  0.000000              0.0000           0.000   \n64        0.000000  0.000000              0.0000           0.000   \n65        0.000000  0.000000              0.0000           0.000   \n66        0.000000  0.000000              0.0000           0.000   \n67        0.000000  0.000000              0.0000           0.000   \n68        0.000000  0.000000              0.0000           0.000   \n69        0.000000  0.000000              0.0000           0.000   \n70        0.000000  0.000000              0.0000           0.000   \n71        0.000000  0.000000              0.0000           0.000   \n72        0.000000  0.000000              0.0000           0.000   \n73        0.000000  0.000000              0.0000           0.000   \n74        0.000000  0.000000              0.0000           0.000   \n75        0.000000  0.000000              0.0000           0.000   \n76        0.000000  0.000000              0.0000           0.000   \n77        0.000000  0.000000              0.0000           0.000   \n78        0.000000  0.000000              0.0000           0.000   \n79        0.000000  0.000000              0.0000           0.000   \n80        0.000000  0.000000              0.0000           0.000   \n81        0.000000  0.000000              0.0000           0.000   \n82        0.000000  0.000000              0.0000           0.000   \n83        0.000000  0.000000              0.0000           0.000   \n84        0.000000  0.000000              0.0000           0.000   \n85        0.000000  0.000000              0.0000           0.000   \n86        0.000000  0.000000              0.0000           0.000   \n87        0.000000  0.000000              0.0000           0.000   \n88        0.000000  0.000000              0.0000           0.000   \n89        0.000000  0.000000              0.0000           0.000   \n90        0.000000  0.000000              0.0000           0.000   \n91        0.000000  0.000000              0.0000           0.000   \n92        0.000000  0.000000              0.0000           0.000   \n93        0.000000  0.000000              0.0000           0.000   \n94        0.000000  0.000000              0.0000           0.000   \n95        0.000000  0.000000              0.0000           0.000   \n\n    Airport Service  Airport Terminal  American Restaurant  Antique Shop  ...  \\\n0            0.0000             0.000             0.000000          0.00  ...   \n1            0.0000             0.000             0.000000          0.00  ...   \n2            0.0000             0.000             0.000000          0.00  ...   \n3            0.0000             0.000             0.000000          0.00  ...   \n4            0.0000             0.000             0.045455          0.00  ...   \n5            0.0000             0.000             0.000000          0.00  ...   \n6            0.0000             0.000             0.000000          0.00  ...   \n7            0.0000             0.000             0.000000          0.00  ...   \n8            0.0000             0.000             0.000000          0.00  ...   \n9            0.1875             0.125             0.000000          0.00  ...   \n10           0.0000             0.000             0.000000          0.00  ...   \n11           0.0000             0.000             0.071429          0.00  ...   \n12           0.0000             0.000             0.000000          0.00  ...   \n13           0.0000             0.000             0.000000          0.00  ...   \n14           0.0000             0.000             0.000000          0.00  ...   \n15           0.0000             0.000             0.000000          0.00  ...   \n16           0.0000             0.000             0.000000          0.00  ...   \n17           0.0000             0.000             0.500000          0.00  ...   \n18           0.0000             0.000             0.066667          0.00  ...   \n19           0.0000             0.000             0.000000          0.00  ...   \n20           0.0000             0.000             0.000000          0.00  ...   \n21           0.0000             0.000             0.000000          0.00  ...   \n22           0.0000             0.000             0.000000          0.00  ...   \n23           0.0000             0.000             0.000000          0.00  ...   \n24           0.0000             0.000             0.000000          0.00  ...   \n25           0.0000             0.000             0.000000          0.00  ...   \n26           0.0000             0.000             0.000000          0.00  ...   \n27           0.0000             0.000             0.000000          0.00  ...   \n28           0.0000             0.000             0.033333          0.00  ...   \n29           0.0000             0.000             0.033333          0.00  ...   \n30           0.0000             0.000             0.000000          0.00  ...   \n31           0.0000             0.000             0.000000          0.00  ...   \n32           0.0000             0.000             0.000000          0.00  ...   \n33           0.0000             0.000             0.000000          0.00  ...   \n34           0.0000             0.000             0.000000          0.00  ...   \n35           0.0000             0.000             0.000000          0.00  ...   \n36           0.0000             0.000             0.000000          0.04  ...   \n37           0.0000             0.000             0.000000          0.00  ...   \n38           0.0000             0.000             0.000000          0.00  ...   \n39           0.0000             0.000             0.000000          0.00  ...   \n40           0.0000             0.000             0.000000          0.00  ...   \n41           0.0000             0.000             0.000000          0.00  ...   \n42           0.0000             0.000             0.000000          0.00  ...   \n43           0.0000             0.000             0.000000          0.00  ...   \n44           0.0000             0.000             0.000000          0.00  ...   \n45           0.0000             0.000             0.000000          0.00  ...   \n46           0.0000             0.000             0.000000          0.00  ...   \n47           0.0000             0.000             0.000000          0.00  ...   \n48           0.0000             0.000             0.000000          0.00  ...   \n49           0.0000             0.000             0.000000          0.00  ...   \n50           0.0000             0.000             0.000000          0.00  ...   \n51           0.0000             0.000             0.000000          0.00  ...   \n52           0.0000             0.000             0.000000          0.00  ...   \n53           0.0000             0.000             0.076923          0.00  ...   \n54           0.0000             0.000             0.000000          0.00  ...   \n55           0.0000             0.000             0.000000          0.00  ...   \n56           0.0000             0.000             0.000000          0.00  ...   \n57           0.0000             0.000             0.000000          0.00  ...   \n58           0.0000             0.000             0.000000          0.00  ...   \n59           0.0000             0.000             0.000000          0.00  ...   \n60           0.0000             0.000             0.000000          0.00  ...   \n61           0.0000             0.000             0.000000          0.00  ...   \n62           0.0000             0.000             0.000000          0.00  ...   \n63           0.0000             0.000             0.000000          0.00  ...   \n64           0.0000             0.000             0.033333          0.00  ...   \n65           0.0000             0.000             0.000000          0.00  ...   \n66           0.0000             0.000             0.000000          0.00  ...   \n67           0.0000             0.000             0.000000          0.00  ...   \n68           0.0000             0.000             0.000000          0.00  ...   \n69           0.0000             0.000             0.000000          0.00  ...   \n70           0.0000             0.000             0.000000          0.00  ...   \n71           0.0000             0.000             0.000000          0.00  ...   \n72           0.0000             0.000             0.033333          0.00  ...   \n73           0.0000             0.000             0.000000          0.00  ...   \n74           0.0000             0.000             0.000000          0.00  ...   \n75           0.0000             0.000             0.000000          0.00  ...   \n76           0.0000             0.000             0.066667          0.00  ...   \n77           0.0000             0.000             0.071429          0.00  ...   \n78           0.0000             0.000             0.000000          0.00  ...   \n79           0.0000             0.000             0.000000          0.00  ...   \n80           0.0000             0.000             0.000000          0.00  ...   \n81           0.0000             0.000             0.000000          0.00  ...   \n82           0.0000             0.000             0.000000          0.00  ...   \n83           0.0000             0.000             0.033333          0.00  ...   \n84           0.0000             0.000             0.000000          0.00  ...   \n85           0.0000             0.000             0.000000          0.00  ...   \n86           0.0000             0.000             0.000000          0.00  ...   \n87           0.0000             0.000             0.000000          0.00  ...   \n88           0.0000             0.000             0.000000          0.00  ...   \n89           0.0000             0.000             0.000000          0.00  ...   \n90           0.0000             0.000             0.000000          0.00  ...   \n91           0.0000             0.000             0.000000          0.00  ...   \n92           0.0000             0.000             0.000000          0.00  ...   \n93           0.0000             0.000             0.000000          0.00  ...   \n94           0.0000             0.000             0.000000          0.00  ...   \n95           0.0000             0.000             0.000000          0.00  ...   \n\n    Turkish Restaurant  Vegetarian / Vegan Restaurant  Video Game Store  \\\n0                 0.00                       0.000000          0.000000   \n1                 0.00                       0.000000          0.000000   \n2                 0.00                       0.000000          0.000000   \n3                 0.00                       0.000000          0.000000   \n4                 0.00                       0.000000          0.000000   \n5                 0.00                       0.033333          0.000000   \n6                 0.00                       0.000000          0.000000   \n7                 0.00                       0.000000          0.000000   \n8                 0.00                       0.000000          0.000000   \n9                 0.00                       0.000000          0.000000   \n10                0.00                       0.000000          0.000000   \n11                0.00                       0.000000          0.000000   \n12                0.00                       0.000000          0.000000   \n13                0.00                       0.033333          0.000000   \n14                0.00                       0.000000          0.000000   \n15                0.00                       0.000000          0.000000   \n16                0.00                       0.000000          0.000000   \n17                0.00                       0.000000          0.000000   \n18                0.00                       0.000000          0.000000   \n19                0.00                       0.000000          0.000000   \n20                0.00                       0.000000          0.000000   \n21                0.25                       0.000000          0.000000   \n22                0.00                       0.000000          0.000000   \n23                0.00                       0.000000          0.000000   \n24                0.00                       0.000000          0.000000   \n25                0.00                       0.000000          0.000000   \n26                0.00                       0.000000          0.000000   \n27                0.00                       0.000000          0.000000   \n28                0.00                       0.000000          0.033333   \n29                0.00                       0.033333          0.000000   \n30                0.00                       0.000000          0.000000   \n31                0.00                       0.000000          0.000000   \n32                0.00                       0.000000          0.000000   \n33                0.00                       0.000000          0.000000   \n34                0.00                       0.000000          0.000000   \n35                0.00                       0.000000          0.000000   \n36                0.00                       0.000000          0.000000   \n37                0.00                       0.000000          0.000000   \n38                0.00                       0.000000          0.000000   \n39                0.00                       0.000000          0.000000   \n40                0.00                       0.000000          0.000000   \n41                0.00                       0.000000          0.000000   \n42                0.00                       0.000000          0.000000   \n43                0.00                       0.033333          0.000000   \n44                0.00                       0.000000          0.000000   \n45                0.00                       0.000000          0.000000   \n46                0.00                       0.000000          0.000000   \n47                0.00                       0.000000          0.000000   \n48                0.00                       0.033333          0.000000   \n49                0.00                       0.000000          0.000000   \n50                0.00                       0.000000          0.000000   \n51                0.00                       0.000000          0.000000   \n52                0.00                       0.000000          0.000000   \n53                0.00                       0.000000          0.000000   \n54                0.00                       0.000000          0.000000   \n55                0.00                       0.000000          0.000000   \n56                0.00                       0.000000          0.000000   \n57                0.00                       0.000000          0.000000   \n58                0.00                       0.000000          0.000000   \n59                0.00                       0.000000          0.000000   \n60                0.00                       0.000000          0.000000   \n61                0.00                       0.000000          0.000000   \n62                0.00                       0.000000          0.000000   \n63                0.00                       0.000000          0.000000   \n64                0.00                       0.033333          0.000000   \n65                0.00                       0.000000          0.000000   \n66                0.00                       0.000000          0.000000   \n67                0.00                       0.000000          0.000000   \n68                0.00                       0.033333          0.000000   \n69                0.00                       0.000000          0.000000   \n70                0.00                       0.000000          0.000000   \n71                0.00                       0.000000          0.000000   \n72                0.00                       0.033333          0.000000   \n73                0.00                       0.000000          0.000000   \n74                0.00                       0.000000          0.000000   \n75                0.00                       0.033333          0.000000   \n76                0.00                       0.000000          0.000000   \n77                0.00                       0.000000          0.000000   \n78                0.00                       0.000000          0.000000   \n79                0.00                       0.000000          0.000000   \n80                0.00                       0.000000          0.000000   \n81                0.00                       0.000000          0.000000   \n82                0.00                       0.000000          0.000000   \n83                0.00                       0.000000          0.000000   \n84                0.00                       0.000000          0.033333   \n85                0.00                       0.000000          0.000000   \n86                0.00                       0.000000          0.000000   \n87                0.00                       0.000000          0.000000   \n88                0.00                       0.000000          0.000000   \n89                0.00                       0.000000          0.000000   \n90                0.00                       0.000000          0.000000   \n91                0.00                       0.000000          0.000000   \n92                0.00                       0.000000          0.000000   \n93                0.00                       0.000000          0.000000   \n94                0.00                       0.000000          0.000000   \n95                0.00                       0.000000          0.000000   \n\n    Video Store  Vietnamese Restaurant  Warehouse Store  Wine Bar  \\\n0      0.000000               0.000000             0.00  0.000000   \n1      0.000000               0.000000             0.00  0.000000   \n2      0.000000               0.000000             0.00  0.000000   \n3      0.000000               0.000000             0.00  0.000000   \n4      0.000000               0.000000             0.00  0.000000   \n5      0.000000               0.000000             0.00  0.000000   \n6      0.000000               0.000000             0.00  0.000000   \n7      0.000000               0.000000             0.00  0.000000   \n8      0.000000               0.000000             0.00  0.000000   \n9      0.000000               0.000000             0.00  0.000000   \n10     0.000000               0.000000             0.00  0.000000   \n11     0.000000               0.000000             0.00  0.000000   \n12     0.000000               0.000000             0.00  0.000000   \n13     0.000000               0.000000             0.00  0.000000   \n14     0.000000               0.000000             0.00  0.000000   \n15     0.000000               0.000000             0.00  0.000000   \n16     0.000000               0.000000             0.00  0.000000   \n17     0.000000               0.000000             0.00  0.000000   \n18     0.000000               0.000000             0.00  0.000000   \n19     0.000000               0.000000             0.00  0.000000   \n20     0.000000               0.000000             0.00  0.000000   \n21     0.000000               0.000000             0.00  0.000000   \n22     0.000000               0.000000             0.00  0.000000   \n23     0.000000               0.166667             0.00  0.000000   \n24     0.000000               0.000000             0.00  0.000000   \n25     0.000000               0.000000             0.00  0.000000   \n26     0.000000               0.000000             0.00  0.000000   \n27     0.000000               0.000000             0.00  0.000000   \n28     0.000000               0.000000             0.00  0.000000   \n29     0.000000               0.000000             0.00  0.000000   \n30     0.000000               0.000000             0.00  0.000000   \n31     0.000000               0.000000             0.00  0.000000   \n32     0.000000               0.000000             0.00  0.000000   \n33     0.000000               0.000000             0.00  0.000000   \n34     0.000000               0.000000             0.00  0.000000   \n35     0.000000               0.000000             0.00  0.000000   \n36     0.000000               0.000000             0.00  0.000000   \n37     0.000000               0.000000             0.00  0.000000   \n38     0.000000               0.000000             0.00  0.000000   \n39     0.000000               0.000000             0.00  0.000000   \n40     0.000000               0.000000             0.00  0.000000   \n41     0.000000               0.000000             0.00  0.000000   \n42     0.000000               0.000000             0.00  0.000000   \n43     0.000000               0.066667             0.00  0.033333   \n44     0.000000               0.000000             0.00  0.000000   \n45     0.000000               0.071429             0.00  0.000000   \n46     0.000000               0.000000             0.00  0.000000   \n47     0.000000               0.000000             0.00  0.000000   \n48     0.000000               0.066667             0.00  0.033333   \n49     0.000000               0.000000             0.00  0.000000   \n50     0.000000               0.000000             0.00  0.000000   \n51     0.000000               0.000000             0.00  0.000000   \n52     0.000000               0.000000             0.00  0.000000   \n53     0.000000               0.000000             0.00  0.000000   \n54     0.000000               0.000000             0.00  0.000000   \n55     0.000000               0.000000             0.00  0.000000   \n56     0.000000               0.000000             0.00  0.000000   \n57     0.000000               0.000000             0.00  0.000000   \n58     0.000000               0.000000             0.00  0.000000   \n59     0.000000               0.000000             0.00  0.000000   \n60     0.000000               0.000000             0.00  0.000000   \n61     0.000000               0.000000             0.00  0.000000   \n62     0.000000               0.000000             0.00  0.000000   \n63     0.000000               0.000000             0.00  0.000000   \n64     0.000000               0.000000             0.00  0.000000   \n65     0.000000               0.000000             0.00  0.000000   \n66     0.000000               0.000000             0.00  0.000000   \n67     0.000000               0.000000             0.00  0.000000   \n68     0.000000               0.000000             0.00  0.000000   \n69     0.000000               0.000000             0.00  0.000000   \n70     0.000000               0.000000             0.00  0.000000   \n71     0.083333               0.000000             0.00  0.000000   \n72     0.000000               0.000000             0.00  0.000000   \n73     0.000000               0.000000             0.00  0.000000   \n74     0.000000               0.000000             0.00  0.000000   \n75     0.000000               0.000000             0.00  0.000000   \n76     0.000000               0.000000             0.00  0.000000   \n77     0.000000               0.071429             0.00  0.000000   \n78     0.000000               0.000000             0.00  0.000000   \n79     0.000000               0.000000             0.00  0.000000   \n80     0.000000               0.000000             0.00  0.000000   \n81     0.000000               0.000000             0.00  0.000000   \n82     0.000000               0.000000             0.05  0.000000   \n83     0.000000               0.000000             0.00  0.000000   \n84     0.000000               0.000000             0.00  0.000000   \n85     0.000000               0.000000             0.00  0.000000   \n86     0.000000               0.000000             0.00  0.000000   \n87     0.000000               0.000000             0.00  0.000000   \n88     0.000000               0.000000             0.00  0.000000   \n89     0.000000               0.000000             0.00  0.000000   \n90     0.000000               0.033333             0.00  0.000000   \n91     0.000000               0.000000             0.00  0.000000   \n92     0.000000               0.000000             0.00  0.000000   \n93     0.000000               0.000000             0.00  0.000000   \n94     0.000000               0.000000             0.00  0.000000   \n95     0.000000               0.000000             0.00  0.000000   \n\n    Wings Joint  Women's Store  Yoga Studio  \n0      0.000000           0.00     0.000000  \n1      0.000000           0.00     0.000000  \n2      0.000000           0.00     0.000000  \n3      0.000000           0.00     0.000000  \n4      0.000000           0.00     0.000000  \n5      0.000000           0.00     0.000000  \n6      0.000000           0.00     0.000000  \n7      0.000000           0.00     0.000000  \n8      0.000000           0.00     0.058824  \n9      0.000000           0.00     0.000000  \n10     0.000000           0.25     0.000000  \n11     0.000000           0.00     0.000000  \n12     0.000000           0.00     0.000000  \n13     0.000000           0.00     0.033333  \n14     0.000000           0.00     0.000000  \n15     0.000000           0.00     0.000000  \n16     0.000000           0.00     0.000000  \n17     0.000000           0.00     0.000000  \n18     0.000000           0.00     0.000000  \n19     0.000000           0.00     0.000000  \n20     0.000000           0.00     0.000000  \n21     0.000000           0.00     0.000000  \n22     0.000000           0.00     0.000000  \n23     0.000000           0.00     0.000000  \n24     0.000000           0.00     0.000000  \n25     0.000000           0.00     0.000000  \n26     0.000000           0.00     0.000000  \n27     0.000000           0.00     0.000000  \n28     0.000000           0.00     0.000000  \n29     0.000000           0.00     0.000000  \n30     0.000000           0.00     0.000000  \n31     0.000000           0.00     0.000000  \n32     0.000000           0.00     0.000000  \n33     0.000000           0.00     0.000000  \n34     0.000000           0.00     0.000000  \n35     0.000000           0.00     0.000000  \n36     0.000000           0.00     0.000000  \n37     0.000000           0.00     0.000000  \n38     0.000000           0.00     0.000000  \n39     0.000000           0.00     0.000000  \n40     0.000000           0.00     0.000000  \n41     0.000000           0.00     0.000000  \n42     0.000000           0.00     0.000000  \n43     0.000000           0.00     0.000000  \n44     0.000000           0.00     0.000000  \n45     0.000000           0.00     0.000000  \n46     0.000000           0.00     0.000000  \n47     0.000000           0.00     0.000000  \n48     0.000000           0.00     0.033333  \n49     0.000000           0.00     0.000000  \n50     0.000000           0.00     0.000000  \n51     0.076923           0.00     0.000000  \n52     0.000000           0.00     0.000000  \n53     0.000000           0.00     0.000000  \n54     0.000000           0.00     0.000000  \n55     0.000000           0.00     0.055556  \n56     0.000000           0.00     0.000000  \n57     0.000000           0.00     0.000000  \n58     0.000000           0.00     0.000000  \n59     0.000000           0.00     0.000000  \n60     0.000000           0.00     0.000000  \n61     0.000000           0.00     0.000000  \n62     0.000000           0.00     0.034483  \n63     0.000000           0.00     0.033333  \n64     0.000000           0.00     0.000000  \n65     0.000000           0.00     0.000000  \n66     0.000000           0.00     0.000000  \n67     0.000000           0.00     0.000000  \n68     0.000000           0.00     0.000000  \n69     0.000000           0.00     0.000000  \n70     0.000000           0.00     0.000000  \n71     0.000000           0.00     0.000000  \n72     0.000000           0.00     0.000000  \n73     0.000000           0.00     0.000000  \n74     0.000000           0.00     0.000000  \n75     0.000000           0.00     0.000000  \n76     0.000000           0.00     0.033333  \n77     0.000000           0.00     0.000000  \n78     0.000000           0.00     0.000000  \n79     0.000000           0.00     0.000000  \n80     0.000000           0.00     0.033333  \n81     0.000000           0.00     0.000000  \n82     0.000000           0.00     0.050000  \n83     0.000000           0.00     0.000000  \n84     0.000000           0.00     0.033333  \n85     0.000000           0.00     0.000000  \n86     0.000000           0.00     0.000000  \n87     0.000000           0.00     0.000000  \n88     0.000000           0.00     0.000000  \n89     0.000000           0.00     0.000000  \n90     0.000000           0.00     0.000000  \n91     0.000000           0.00     0.000000  \n92     0.000000           0.00     0.000000  \n93     0.000000           0.00     0.000000  \n94     0.000000           0.00     0.000000  \n95     0.000000           0.00     0.000000  \n\n[96 rows x 236 columns]"
                    },
                    "execution_count": 338,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_grouped = toronto_onehot.groupby('Neighbourhood').mean().reset_index()\ntoronto_grouped"
        },
        {
            "cell_type": "code",
            "execution_count": 339,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "(96, 236)"
                    },
                    "execution_count": 339,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_grouped.shape"
        },
        {
            "cell_type": "code",
            "execution_count": 340,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "----Agincourt----\n                       venue  freq\n0                     Lounge   0.2\n1             Breakfast Spot   0.2\n2             Clothing Store   0.2\n3  Latin American Restaurant   0.2\n4               Skating Rink   0.2\n5          Accessories Store   0.0\n6                      Motel   0.0\n7   Mediterranean Restaurant   0.0\n8                Men's Store   0.0\n9              Metro Station   0.0\n\n\n----Alderwood, Long Branch----\n                        venue  freq\n0                 Pizza Place  0.22\n1                    Pharmacy  0.11\n2                         Gym  0.11\n3              Sandwich Place  0.11\n4                         Pub  0.11\n5                 Coffee Shop  0.11\n6          Athletics & Sports  0.11\n7                Skating Rink  0.11\n8          Miscellaneous Shop  0.00\n9  Modern European Restaurant  0.00\n\n\n----Bathurst Manor, Wilson Heights, Downsview North----\n                       venue  freq\n0                Coffee Shop  0.09\n1                       Bank  0.09\n2                   Pharmacy  0.04\n3                Bridal Shop  0.04\n4  Middle Eastern Restaurant  0.04\n5              Shopping Mall  0.04\n6          Mobile Phone Shop  0.04\n7                Supermarket  0.04\n8           Sushi Restaurant  0.04\n9             Sandwich Place  0.04\n\n\n----Bayview Village----\n                       venue  freq\n0                       Caf\u00e9  0.25\n1         Chinese Restaurant  0.25\n2                       Bank  0.25\n3        Japanese Restaurant  0.25\n4                     Museum  0.00\n5   Mediterranean Restaurant  0.00\n6                Men's Store  0.00\n7              Metro Station  0.00\n8         Mexican Restaurant  0.00\n9  Middle Eastern Restaurant  0.00\n\n\n----Bedford Park, Lawrence Manor East----\n                venue  freq\n0         Coffee Shop  0.09\n1      Sandwich Place  0.09\n2  Italian Restaurant  0.09\n3    Greek Restaurant  0.05\n4    Toy / Game Store  0.05\n5            Pharmacy  0.05\n6                 Pub  0.05\n7          Restaurant  0.05\n8                Caf\u00e9  0.05\n9             Butcher  0.05\n\n\n----Berczy Park----\n                venue  freq\n0  Seafood Restaurant  0.07\n1        Cocktail Bar  0.07\n2      Farmers Market  0.07\n3            Beer Bar  0.07\n4            Creperie  0.03\n5        Liquor Store  0.03\n6  Basketball Stadium  0.03\n7         Tailor Shop  0.03\n8              Museum  0.03\n9              Bistro  0.03\n\n\n----Birch Cliff, Cliffside West----\n                      venue  freq\n0           College Stadium  0.25\n1     General Entertainment  0.25\n2              Skating Rink  0.25\n3                      Caf\u00e9  0.25\n4                 Pet Store  0.00\n5     Performing Arts Venue  0.00\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9             Metro Station  0.00\n\n\n----Brockton, Parkdale Village, Exhibition Place----\n                    venue  freq\n0                    Caf\u00e9  0.14\n1             Coffee Shop  0.09\n2          Breakfast Spot  0.09\n3  Furniture / Home Store  0.05\n4                 Stadium  0.05\n5                     Bar  0.05\n6                  Bakery  0.05\n7            Climbing Gym  0.05\n8               Nightclub  0.05\n9      Italian Restaurant  0.05\n\n\n----Business reply mail Processing Centre, South Central Letter Processing Plant Toronto----\n            venue  freq\n0     Yoga Studio  0.06\n1   Garden Center  0.06\n2            Park  0.06\n3      Restaurant  0.06\n4         Butcher  0.06\n5      Skate Park  0.06\n6      Smoke Shop  0.06\n7   Burrito Place  0.06\n8         Brewery  0.06\n9  Farmers Market  0.06\n\n\n----CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport----\n                 venue  freq\n0      Airport Service  0.19\n1       Airport Lounge  0.12\n2     Airport Terminal  0.12\n3  Rental Car Location  0.06\n4                  Bar  0.06\n5      Harbor / Marina  0.06\n6          Coffee Shop  0.06\n7     Sculpture Garden  0.06\n8        Boat or Ferry  0.06\n9             Boutique  0.06\n\n\n----Caledonia-Fairbanks----\n                      venue  freq\n0                      Park  0.50\n1             Women's Store  0.25\n2                      Pool  0.25\n3         Accessories Store  0.00\n4       Monument / Landmark  0.00\n5       Martial Arts School  0.00\n6            Massage Studio  0.00\n7            Medical Center  0.00\n8  Mediterranean Restaurant  0.00\n9               Men's Store  0.00\n\n\n----Canada Post Gateway Processing Centre----\n                       venue  freq\n0                Coffee Shop  0.21\n1                      Hotel  0.14\n2                        Gym  0.07\n3              Burrito Place  0.07\n4  Middle Eastern Restaurant  0.07\n5        Fried Chicken Joint  0.07\n6             Sandwich Place  0.07\n7                Gas Station  0.07\n8               Intersection  0.07\n9   Mediterranean Restaurant  0.07\n\n\n----Cedarbrae----\n                        venue  freq\n0         Fried Chicken Joint  0.11\n1                        Bank  0.11\n2            Hakka Restaurant  0.11\n3                      Lounge  0.11\n4             Thai Restaurant  0.11\n5        Caribbean Restaurant  0.11\n6          Athletics & Sports  0.11\n7                      Bakery  0.11\n8                 Gas Station  0.11\n9  Modern European Restaurant  0.00\n\n\n----Central Bay Street----\n                venue  freq\n0         Coffee Shop  0.23\n1  Italian Restaurant  0.07\n2                Caf\u00e9  0.07\n3         Yoga Studio  0.03\n4          Comic Shop  0.03\n5                 Spa  0.03\n6     Bubble Tea Shop  0.03\n7  Seafood Restaurant  0.03\n8      Sandwich Place  0.03\n9          Poke Place  0.03\n\n\n----Christie----\n                venue  freq\n0       Grocery Store  0.25\n1                Caf\u00e9  0.19\n2                Park  0.12\n3           Nightclub  0.06\n4         Candy Store  0.06\n5          Baby Store  0.06\n6  Italian Restaurant  0.06\n7         Coffee Shop  0.06\n8          Restaurant  0.06\n9  Athletics & Sports  0.06\n\n\n----Church and Wellesley----\n                 venue  freq\n0     Sushi Restaurant  0.07\n1  Japanese Restaurant  0.07\n2                  Pub  0.03\n3  Martial Arts School  0.03\n4            Bookstore  0.03\n5      Bubble Tea Shop  0.03\n6         Burger Joint  0.03\n7          Men's Store  0.03\n8   Mexican Restaurant  0.03\n9          Escape Room  0.03\n\n\n----Clarks Corners, Tam O'Shanter, Sullivan----\n                  venue  freq\n0           Pizza Place  0.17\n1  Fast Food Restaurant  0.17\n2    Chinese Restaurant  0.08\n3                  Bank  0.08\n4       Thai Restaurant  0.08\n5   Fried Chicken Joint  0.08\n6          Intersection  0.08\n7           Gas Station  0.08\n8    Italian Restaurant  0.08\n9          Noodle House  0.08\n\n\n----Cliffside, Cliffcrest, Scarborough Village West----\n                      venue  freq\n0                     Motel   0.5\n1       American Restaurant   0.5\n2         Accessories Store   0.0\n3       Martial Arts School   0.0\n4            Massage Studio   0.0\n5            Medical Center   0.0\n6  Mediterranean Restaurant   0.0\n7               Men's Store   0.0\n8             Metro Station   0.0\n9        Mexican Restaurant   0.0\n\n\n----Commerce Court, Victoria Hotel----\n                 venue  freq\n0                 Caf\u00e9  0.13\n1          Coffee Shop  0.10\n2            Gastropub  0.07\n3                  Gym  0.07\n4  American Restaurant  0.07\n5           Restaurant  0.07\n6                  Pub  0.03\n7             Beer Bar  0.03\n8       Sandwich Place  0.03\n9   Seafood Restaurant  0.03\n\n\n----Davisville----\n                venue  freq\n0        Dessert Shop  0.10\n1  Italian Restaurant  0.07\n2         Pizza Place  0.07\n3                 Gym  0.07\n4         Coffee Shop  0.07\n5      Sandwich Place  0.07\n6                Caf\u00e9  0.07\n7    Sushi Restaurant  0.07\n8    Greek Restaurant  0.03\n9                Park  0.03\n\n\n----Davisville North----\n                venue  freq\n0         Pizza Place  0.12\n1    Department Store  0.12\n2      Sandwich Place  0.12\n3   Food & Drink Shop  0.12\n4               Hotel  0.12\n5             Dog Run  0.12\n6                Park  0.12\n7      Breakfast Spot  0.12\n8       Metro Station  0.00\n9  Mexican Restaurant  0.00\n\n\n----Del Ray, Mount Dennis, Keelsdale and Silverthorn----\n                      venue  freq\n0            Sandwich Place  0.25\n1         Convenience Store  0.25\n2            Discount Store  0.25\n3        Turkish Restaurant  0.25\n4             Movie Theater  0.00\n5            Medical Center  0.00\n6  Mediterranean Restaurant  0.00\n7               Men's Store  0.00\n8             Metro Station  0.00\n9        Mexican Restaurant  0.00\n\n\n----Don Mills----\n                 venue  freq\n0                  Gym  0.12\n1           Beer Store  0.08\n2          Coffee Shop  0.08\n3           Restaurant  0.08\n4  Japanese Restaurant  0.08\n5       Sandwich Place  0.04\n6   Athletics & Sports  0.04\n7       Baseball Field  0.04\n8       Clothing Store  0.04\n9            Bike Shop  0.04\n\n\n----Dorset Park, Wexford Heights, Scarborough Town Centre----\n                        venue  freq\n0           Indian Restaurant  0.33\n1          Chinese Restaurant  0.17\n2          Light Rail Station  0.17\n3                   Pet Store  0.17\n4       Vietnamese Restaurant  0.17\n5         Monument / Landmark  0.00\n6  Modern European Restaurant  0.00\n7           Mobile Phone Shop  0.00\n8          Miscellaneous Shop  0.00\n9   Middle Eastern Restaurant  0.00\n\n\n----Downsview----\n                  venue  freq\n0         Grocery Store  0.14\n1                  Park  0.14\n2        Discount Store  0.07\n3               Airport  0.07\n4  Gym / Fitness Center  0.07\n5         Shopping Mall  0.07\n6        Baseball Field  0.07\n7          Liquor Store  0.07\n8                  Bank  0.07\n9      Business Service  0.07\n\n\n----Dufferin, Dovercourt Village----\n                       venue  freq\n0                   Pharmacy  0.14\n1                     Bakery  0.14\n2                    Brewery  0.07\n3                       Park  0.07\n4                       Caf\u00e9  0.07\n5                        Bar  0.07\n6                Music Venue  0.07\n7  Middle Eastern Restaurant  0.07\n8                       Bank  0.07\n9                Supermarket  0.07\n\n\n----East Toronto, Broadview North (Old East York)----\n                      venue  freq\n0                      Park  0.67\n1         Convenience Store  0.33\n2         Accessories Store  0.00\n3                     Motel  0.00\n4            Massage Studio  0.00\n5            Medical Center  0.00\n6  Mediterranean Restaurant  0.00\n7               Men's Store  0.00\n8             Metro Station  0.00\n9        Mexican Restaurant  0.00\n\n\n----Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood----\n                      venue  freq\n0                      Caf\u00e9  0.11\n1               Coffee Shop  0.11\n2              Liquor Store  0.11\n3                      Park  0.11\n4                Beer Store  0.11\n5                 Pet Store  0.11\n6                  Pharmacy  0.11\n7               Pizza Place  0.11\n8            Shopping Plaza  0.11\n9  Mediterranean Restaurant  0.00\n\n\n----Fairview, Henry Farm, Oriole----\n               venue  freq\n0     Clothing Store  0.17\n1        Coffee Shop  0.13\n2          Juice Bar  0.07\n3               Bank  0.07\n4         Restaurant  0.07\n5           Pharmacy  0.03\n6  Electronics Store  0.03\n7         Food Court  0.03\n8       Liquor Store  0.03\n9      Shopping Mall  0.03\n\n\n----First Canadian Place, Underground city----\n                venue  freq\n0                Caf\u00e9  0.17\n1          Restaurant  0.10\n2         Coffee Shop  0.10\n3  Seafood Restaurant  0.07\n4                 Pub  0.03\n5    Asian Restaurant  0.03\n6        Concert Hall  0.03\n7      Sandwich Place  0.03\n8           Speakeasy  0.03\n9          Steakhouse  0.03\n\n\n----Forest Hill North & West, Forest Hill Road Park----\n                        venue  freq\n0                        Park  0.25\n1            Sushi Restaurant  0.25\n2               Jewelry Store  0.25\n3                       Trail  0.25\n4           Accessories Store  0.00\n5  Modern European Restaurant  0.00\n6         Martial Arts School  0.00\n7              Massage Studio  0.00\n8              Medical Center  0.00\n9    Mediterranean Restaurant  0.00\n\n\n----Garden District, Ryerson----\n                venue  freq\n0                Caf\u00e9  0.10\n1             Theater  0.07\n2         Coffee Shop  0.07\n3      Clothing Store  0.07\n4  College Rec Center  0.03\n5   Electronics Store  0.03\n6          Steakhouse  0.03\n7         Pizza Place  0.03\n8  Mexican Restaurant  0.03\n9        Burger Joint  0.03\n\n\n----Glencairn----\n                      venue  freq\n0                       Pub  0.25\n1                      Park  0.25\n2                    Bakery  0.25\n3       Japanese Restaurant  0.25\n4         Accessories Store  0.00\n5       Monument / Landmark  0.00\n6            Massage Studio  0.00\n7            Medical Center  0.00\n8  Mediterranean Restaurant  0.00\n9               Men's Store  0.00\n\n\n----Golden Mile, Clairlea, Oakridge----\n                venue  freq\n0              Bakery  0.22\n1        Intersection  0.11\n2        Soccer Field  0.11\n3       Metro Station  0.11\n4                Park  0.11\n5      Ice Cream Shop  0.11\n6            Bus Line  0.11\n7         Bus Station  0.11\n8   Accessories Store  0.00\n9  Miscellaneous Shop  0.00\n\n\n----Guildwood, Morningside, West Hill----\n                 venue  freq\n0         Intersection  0.12\n1  Rental Car Location  0.12\n2       Breakfast Spot  0.12\n3    Electronics Store  0.12\n4   Mexican Restaurant  0.12\n5                 Bank  0.12\n6           Restaurant  0.12\n7       Medical Center  0.12\n8      Organic Grocery  0.00\n9    Mobile Phone Shop  0.00\n\n\n----Harbourfront East, Union Station, Toronto Islands----\n                     venue  freq\n0                     Caf\u00e9  0.07\n1                    Plaza  0.07\n2                     Park  0.07\n3                    Hotel  0.07\n4                Roof Deck  0.03\n5  New American Restaurant  0.03\n6       Basketball Stadium  0.03\n7                     Lake  0.03\n8       Chinese Restaurant  0.03\n9               Sports Bar  0.03\n\n\n----High Park, The Junction South----\n                    venue  freq\n0      Mexican Restaurant  0.08\n1         Thai Restaurant  0.08\n2                    Caf\u00e9  0.08\n3                  Bakery  0.04\n4      Italian Restaurant  0.04\n5  Furniture / Home Store  0.04\n6                     Bar  0.04\n7    Fast Food Restaurant  0.04\n8          Discount Store  0.04\n9                   Diner  0.04\n\n\n----Hillcrest Village----\n                        venue  freq\n0                        Pool   0.2\n1                 Golf Course   0.2\n2          Athletics & Sports   0.2\n3    Mediterranean Restaurant   0.2\n4                     Dog Run   0.2\n5           Accessories Store   0.0\n6   Middle Eastern Restaurant   0.0\n7  Modern European Restaurant   0.0\n8           Mobile Phone Shop   0.0\n9          Miscellaneous Shop   0.0\n\n\n----Humber Summit----\n                      venue  freq\n0                       Gym  0.33\n1               Pizza Place  0.33\n2    Furniture / Home Store  0.33\n3                     Motel  0.00\n4       Martial Arts School  0.00\n5            Massage Studio  0.00\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9             Metro Station  0.00\n\n\n----Humberlea, Emery----\n                      venue  freq\n0            Baseball Field   1.0\n1         Accessories Store   0.0\n2                    Lounge   0.0\n3       Martial Arts School   0.0\n4            Massage Studio   0.0\n5            Medical Center   0.0\n6  Mediterranean Restaurant   0.0\n7               Men's Store   0.0\n8             Metro Station   0.0\n9        Mexican Restaurant   0.0\n\n\n----Humewood-Cedarvale----\n                      venue  freq\n0                Playground  0.25\n1                     Field  0.25\n2              Hockey Arena  0.25\n3                     Trail  0.25\n4         Accessories Store  0.00\n5       Monument / Landmark  0.00\n6            Massage Studio  0.00\n7            Medical Center  0.00\n8  Mediterranean Restaurant  0.00\n9               Men's Store  0.00\n\n\n----India Bazaar, The Beaches West----\n                  venue  freq\n0  Fast Food Restaurant  0.09\n1           Pizza Place  0.09\n2                   Gym  0.05\n3          Intersection  0.05\n4               Brewery  0.05\n5     Fish & Chips Shop  0.05\n6          Liquor Store  0.05\n7            Steakhouse  0.05\n8      Sushi Restaurant  0.05\n9     Food & Drink Shop  0.05\n\n\n----Kennedy Park, Ionview, East Birchmount Park----\n                        venue  freq\n0           Convenience Store   0.2\n1          Chinese Restaurant   0.2\n2                 Coffee Shop   0.2\n3               Train Station   0.2\n4            Department Store   0.2\n5                       Motel   0.0\n6         Monument / Landmark   0.0\n7  Modern European Restaurant   0.0\n8           Mobile Phone Shop   0.0\n9           Accessories Store   0.0\n\n\n----Kensington Market, Chinatown, Grange Park----\n                     venue  freq\n0                     Caf\u00e9  0.10\n1       Mexican Restaurant  0.07\n2     Caribbean Restaurant  0.07\n3    Vietnamese Restaurant  0.07\n4  Comfort Food Restaurant  0.07\n5                   Bakery  0.03\n6              Snack Place  0.03\n7           Farmers Market  0.03\n8              Cheese Shop  0.03\n9       Belgian Restaurant  0.03\n\n\n----Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens----\n                      venue  freq\n0               Pizza Place  0.25\n1                  Bus Line  0.25\n2         Mobile Phone Shop  0.25\n3            Sandwich Place  0.25\n4         Accessories Store  0.00\n5                     Motel  0.00\n6            Massage Studio  0.00\n7            Medical Center  0.00\n8  Mediterranean Restaurant  0.00\n9               Men's Store  0.00\n\n\n----Lawrence Manor, Lawrence Heights----\n                    venue  freq\n0          Clothing Store  0.43\n1       Accessories Store  0.07\n2             Coffee Shop  0.07\n3             Event Space  0.07\n4      Miscellaneous Shop  0.07\n5              Shoe Store  0.07\n6  Furniture / Home Store  0.07\n7   Vietnamese Restaurant  0.07\n8                Boutique  0.07\n9                    Park  0.00\n\n\n----Lawrence Park----\n                      venue  freq\n0                      Park  0.25\n1               Swim School  0.25\n2                  Bus Line  0.25\n3          Business Service  0.25\n4         Accessories Store  0.00\n5       Monument / Landmark  0.00\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9             Metro Station  0.00\n\n\n----Leaside----\n                    venue  freq\n0             Coffee Shop  0.10\n1  Furniture / Home Store  0.07\n2           Shopping Mall  0.07\n3                    Bank  0.07\n4            Burger Joint  0.07\n5     Sporting Goods Shop  0.07\n6          Breakfast Spot  0.03\n7              Sports Bar  0.03\n8        Sushi Restaurant  0.03\n9              Beer Store  0.03\n\n\n----Little Portugal, Trinity----\n                   venue  freq\n0                    Bar  0.10\n1  Vietnamese Restaurant  0.07\n2            Coffee Shop  0.07\n3       Asian Restaurant  0.07\n4       Greek Restaurant  0.03\n5     Italian Restaurant  0.03\n6                Brewery  0.03\n7           Cocktail Bar  0.03\n8       Cuban Restaurant  0.03\n9          Deli / Bodega  0.03\n\n\n----Malvern, Rouge----\n                      venue  freq\n0      Fast Food Restaurant   1.0\n1         Accessories Store   0.0\n2                    Lounge   0.0\n3       Martial Arts School   0.0\n4            Massage Studio   0.0\n5            Medical Center   0.0\n6  Mediterranean Restaurant   0.0\n7               Men's Store   0.0\n8             Metro Station   0.0\n9        Mexican Restaurant   0.0\n\n\n----Milliken, Agincourt North, Steeles East, L'Amoreaux East----\n                      venue  freq\n0                Playground  0.33\n1                      Park  0.33\n2              Intersection  0.33\n3                     Motel  0.00\n4            Massage Studio  0.00\n5            Medical Center  0.00\n6  Mediterranean Restaurant  0.00\n7               Men's Store  0.00\n8             Metro Station  0.00\n9        Mexican Restaurant  0.00\n\n\n----Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West----\n                    venue  freq\n0    Fast Food Restaurant  0.08\n1       Convenience Store  0.08\n2          Sandwich Place  0.08\n3          Discount Store  0.08\n4  Thrift / Vintage Store  0.08\n5         Supplement Shop  0.08\n6           Tanning Salon  0.08\n7                  Bakery  0.08\n8            Burger Joint  0.08\n9          Hardware Store  0.08\n\n\n----Moore Park, Summerhill East----\n                       venue  freq\n0                        Gym   1.0\n1                      Motel   0.0\n2        Martial Arts School   0.0\n3             Massage Studio   0.0\n4             Medical Center   0.0\n5   Mediterranean Restaurant   0.0\n6                Men's Store   0.0\n7              Metro Station   0.0\n8         Mexican Restaurant   0.0\n9  Middle Eastern Restaurant   0.0\n\n\n----New Toronto, Mimico South, Humber Bay Shores----\n                  venue  freq\n0                  Caf\u00e9  0.15\n1           Pizza Place  0.08\n2   American Restaurant  0.08\n3           Flower Shop  0.08\n4                Bakery  0.08\n5          Liquor Store  0.08\n6            Restaurant  0.08\n7  Fast Food Restaurant  0.08\n8             Pet Store  0.08\n9              Pharmacy  0.08\n\n\n----North Park, Maple Leaf Park, Upwood Park----\n                        venue  freq\n0            Basketball Court   0.2\n1                      Bakery   0.2\n2                       Trail   0.2\n3  Construction & Landscaping   0.2\n4                        Park   0.2\n5           Accessories Store   0.0\n6           Mobile Phone Shop   0.0\n7          Miscellaneous Shop   0.0\n8   Middle Eastern Restaurant   0.0\n9               Metro Station   0.0\n\n\n----North Toronto West, Lawrence Park----\n                  venue  freq\n0           Coffee Shop  0.11\n1        Clothing Store  0.11\n2           Yoga Studio  0.06\n3   Sporting Goods Shop  0.06\n4  Fast Food Restaurant  0.06\n5    Mexican Restaurant  0.06\n6                 Diner  0.06\n7                  Park  0.06\n8        Cosmetics Shop  0.06\n9            Restaurant  0.06\n\n\n----Northwest, West Humber - Clairville----\n                      venue  freq\n0                 Drugstore  0.25\n1       Rental Car Location  0.25\n2                       Bar  0.25\n3                Truck Stop  0.25\n4         Accessories Store  0.00\n5       Monument / Landmark  0.00\n6            Massage Studio  0.00\n7            Medical Center  0.00\n8  Mediterranean Restaurant  0.00\n9               Men's Store  0.00\n\n\n----Northwood Park, York University----\n                    venue  freq\n0  Furniture / Home Store  0.14\n1    Caribbean Restaurant  0.14\n2      Miscellaneous Shop  0.14\n3                     Bar  0.14\n4      Falafel Restaurant  0.14\n5          Massage Studio  0.14\n6             Coffee Shop  0.14\n7   Performing Arts Venue  0.00\n8     Monument / Landmark  0.00\n9          Medical Center  0.00\n\n\n----Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East----\n                      venue  freq\n0                      Park   0.5\n1            Baseball Field   0.5\n2         Accessories Store   0.0\n3       Monument / Landmark   0.0\n4       Martial Arts School   0.0\n5            Massage Studio   0.0\n6            Medical Center   0.0\n7  Mediterranean Restaurant   0.0\n8               Men's Store   0.0\n9             Metro Station   0.0\n\n\n----Parkdale, Roncesvalles----\n                         venue  freq\n0                    Gift Shop  0.14\n1               Breakfast Spot  0.14\n2                    Bookstore  0.07\n3                          Bar  0.07\n4                 Dessert Shop  0.07\n5           Italian Restaurant  0.07\n6                      Dog Run  0.07\n7             Cuban Restaurant  0.07\n8                   Restaurant  0.07\n9  Eastern European Restaurant  0.07\n\n\n----Parkview Hill, Woodbine Gardens----\n                  venue  freq\n0           Pizza Place  0.18\n1  Gym / Fitness Center  0.09\n2             Gastropub  0.09\n3           Flea Market  0.09\n4              Bus Line  0.09\n5                  Bank  0.09\n6        Breakfast Spot  0.09\n7    Athletics & Sports  0.09\n8          Intersection  0.09\n9              Pharmacy  0.09\n\n\n----Parkwoods----\n                      venue  freq\n0                      Park  0.33\n1         Food & Drink Shop  0.33\n2                  Bus Stop  0.33\n3         Accessories Store  0.00\n4       Monument / Landmark  0.00\n5            Massage Studio  0.00\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9             Metro Station  0.00\n\n\n----Queen's Park, Ontario Provincial Government----\n                 venue  freq\n0          Coffee Shop  0.21\n1     Sushi Restaurant  0.07\n2          Yoga Studio  0.03\n3  Japanese Restaurant  0.03\n4        Smoothie Shop  0.03\n5                 Caf\u00e9  0.03\n6             Beer Bar  0.03\n7  Fried Chicken Joint  0.03\n8       Sandwich Place  0.03\n9                  Bar  0.03\n\n\n----Regent Park, Harbourfront----\n                venue  freq\n0         Coffee Shop  0.17\n1                Park  0.10\n2              Bakery  0.10\n3      Breakfast Spot  0.07\n4                 Pub  0.07\n5         Yoga Studio  0.03\n6      Chocolate Shop  0.03\n7         Event Space  0.03\n8  Mexican Restaurant  0.03\n9                Caf\u00e9  0.03\n\n\n----Richmond, Adelaide, King----\n                 venue  freq\n0          Coffee Shop  0.13\n1                 Caf\u00e9  0.10\n2           Steakhouse  0.07\n3               Bakery  0.03\n4            Gastropub  0.03\n5   Salon / Barbershop  0.03\n6  Monument / Landmark  0.03\n7   Seafood Restaurant  0.03\n8           Restaurant  0.03\n9      Thai Restaurant  0.03\n\n\n----Rosedale----\n                      venue  freq\n0                      Park  0.50\n1                Playground  0.25\n2                     Trail  0.25\n3                     Motel  0.00\n4       Martial Arts School  0.00\n5            Massage Studio  0.00\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9             Metro Station  0.00\n\n\n----Roselawn----\n                      venue  freq\n0                    Garden   0.5\n1               Music Venue   0.5\n2         Accessories Store   0.0\n3                     Motel   0.0\n4       Martial Arts School   0.0\n5            Massage Studio   0.0\n6            Medical Center   0.0\n7  Mediterranean Restaurant   0.0\n8               Men's Store   0.0\n9             Metro Station   0.0\n\n\n----Rouge Hill, Port Union, Highland Creek----\n                      venue  freq\n0                       Bar   1.0\n1         Accessories Store   0.0\n2                    Lounge   0.0\n3       Martial Arts School   0.0\n4            Massage Studio   0.0\n5            Medical Center   0.0\n6  Mediterranean Restaurant   0.0\n7               Men's Store   0.0\n8             Metro Station   0.0\n9        Mexican Restaurant   0.0\n\n\n----Runnymede, Swansea----\n                       venue  freq\n0                       Caf\u00e9  0.10\n1                        Pub  0.07\n2         Italian Restaurant  0.07\n3           Sushi Restaurant  0.07\n4                Coffee Shop  0.07\n5                Pizza Place  0.07\n6                  Bookstore  0.03\n7          Fish & Chips Shop  0.03\n8               Dessert Shop  0.03\n9  Latin American Restaurant  0.03\n\n\n----Runnymede, The Junction North----\n                      venue  freq\n0               Pizza Place  0.25\n1            Breakfast Spot  0.25\n2         Convenience Store  0.25\n3      Caribbean Restaurant  0.25\n4         Accessories Store  0.00\n5                     Motel  0.00\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9             Metro Station  0.00\n\n\n----Scarborough Village----\n                       venue  freq\n0                 Playground   1.0\n1                      Motel   0.0\n2        Martial Arts School   0.0\n3             Massage Studio   0.0\n4             Medical Center   0.0\n5   Mediterranean Restaurant   0.0\n6                Men's Store   0.0\n7              Metro Station   0.0\n8         Mexican Restaurant   0.0\n9  Middle Eastern Restaurant   0.0\n\n\n----South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens----\n                  venue  freq\n0         Grocery Store  0.17\n1           Pizza Place  0.17\n2          Liquor Store  0.08\n3   Fried Chicken Joint  0.08\n4        Sandwich Place  0.08\n5        Discount Store  0.08\n6  Fast Food Restaurant  0.08\n7            Beer Store  0.08\n8              Pharmacy  0.08\n9           Video Store  0.08\n\n\n----St. James Town----\n                       venue  freq\n0                       Caf\u00e9  0.10\n1             Farmers Market  0.07\n2        Japanese Restaurant  0.07\n3                Coffee Shop  0.07\n4                  Gastropub  0.07\n5  Middle Eastern Restaurant  0.03\n6                 Food Truck  0.03\n7     Furniture / Home Store  0.03\n8                   Beer Bar  0.03\n9                      Diner  0.03\n\n\n----St. James Town, Cabbagetown----\n                  venue  freq\n0                Bakery  0.07\n1    Italian Restaurant  0.07\n2                  Caf\u00e9  0.07\n3           Coffee Shop  0.07\n4            Restaurant  0.07\n5            Beer Store  0.03\n6                 Diner  0.03\n7                Market  0.03\n8  Taiwanese Restaurant  0.03\n9            Playground  0.03\n\n\n----Steeles West, L'Amoreaux West----\n                  venue  freq\n0  Fast Food Restaurant  0.17\n1        Cosmetics Shop  0.08\n2     Electronics Store  0.08\n3                  Bank  0.08\n4    Chinese Restaurant  0.08\n5           Coffee Shop  0.08\n6        Sandwich Place  0.08\n7        Breakfast Spot  0.08\n8           Pizza Place  0.08\n9              Pharmacy  0.08\n\n\n----Stn A PO Boxes----\n                venue  freq\n0          Restaurant  0.07\n1  Seafood Restaurant  0.07\n2            Beer Bar  0.07\n3      Farmers Market  0.07\n4        Cocktail Bar  0.07\n5            Creperie  0.03\n6         Fish Market  0.03\n7                Caf\u00e9  0.03\n8          Food Truck  0.03\n9            Fountain  0.03\n\n\n----Studio District----\n                 venue  freq\n0          Coffee Shop  0.10\n1               Bakery  0.07\n2                 Caf\u00e9  0.07\n3  American Restaurant  0.07\n4            Gastropub  0.03\n5          Fish Market  0.03\n6              Brewery  0.03\n7     Stationery Store  0.03\n8            Bookstore  0.03\n9          Cheese Shop  0.03\n\n\n----Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park----\n                   venue  freq\n0            Coffee Shop  0.14\n1    American Restaurant  0.07\n2             Bagel Shop  0.07\n3       Sushi Restaurant  0.07\n4             Restaurant  0.07\n5                   Bank  0.07\n6            Supermarket  0.07\n7     Light Rail Station  0.07\n8  Vietnamese Restaurant  0.07\n9                    Pub  0.07\n\n\n----The Annex, North Midtown, Yorkville----\n                       venue  freq\n0             Sandwich Place  0.15\n1                       Caf\u00e9  0.15\n2                Coffee Shop  0.10\n3          Indian Restaurant  0.05\n4  Middle Eastern Restaurant  0.05\n5               Burger Joint  0.05\n6                 Donut Shop  0.05\n7               Liquor Store  0.05\n8                  BBQ Joint  0.05\n9                Cheese Shop  0.05\n\n\n----The Beaches----\n                        venue  freq\n0                 Coffee Shop   0.2\n1                         Pub   0.2\n2           Health Food Store   0.2\n3                Neighborhood   0.2\n4                       Trail   0.2\n5           Accessories Store   0.0\n6   Middle Eastern Restaurant   0.0\n7  Modern European Restaurant   0.0\n8           Mobile Phone Shop   0.0\n9          Miscellaneous Shop   0.0\n\n\n----The Danforth West, Riverdale----\n                     venue  freq\n0         Greek Restaurant  0.23\n1           Ice Cream Shop  0.07\n2       Italian Restaurant  0.07\n3          Bubble Tea Shop  0.03\n4              Coffee Shop  0.03\n5           Cosmetics Shop  0.03\n6             Dessert Shop  0.03\n7  Fruit & Vegetable Store  0.03\n8   Furniture / Home Store  0.03\n9            Grocery Store  0.03\n\n\n----The Kingsway, Montgomery Road, Old Mill North----\n                      venue  freq\n0                      Park   0.5\n1                     River   0.5\n2         Accessories Store   0.0\n3                     Motel   0.0\n4            Massage Studio   0.0\n5            Medical Center   0.0\n6  Mediterranean Restaurant   0.0\n7               Men's Store   0.0\n8             Metro Station   0.0\n9        Mexican Restaurant   0.0\n\n\n----Thorncliffe Park----\n                       venue  freq\n0          Indian Restaurant  0.10\n1                Yoga Studio  0.05\n2                Gas Station  0.05\n3                       Park  0.05\n4                Coffee Shop  0.05\n5                 Restaurant  0.05\n6             Sandwich Place  0.05\n7             Discount Store  0.05\n8  Middle Eastern Restaurant  0.05\n9               Burger Joint  0.05\n\n\n----Toronto Dominion Centre, Design Exchange----\n                 venue  freq\n0                 Caf\u00e9  0.17\n1          Coffee Shop  0.13\n2           Restaurant  0.10\n3  Japanese Restaurant  0.07\n4                  Pub  0.03\n5        Train Station  0.03\n6          Pizza Place  0.03\n7        Deli / Bodega  0.03\n8       Sandwich Place  0.03\n9               Museum  0.03\n\n\n----University of Toronto, Harbord----\n                 venue  freq\n0                 Caf\u00e9  0.17\n1                  Bar  0.07\n2               Bakery  0.07\n3            Bookstore  0.07\n4  Japanese Restaurant  0.07\n5   Italian Restaurant  0.07\n6          Yoga Studio  0.03\n7    French Restaurant  0.03\n8     Sushi Restaurant  0.03\n9       Sandwich Place  0.03\n\n\n----Victoria Village----\n                        venue  freq\n0       Portuguese Restaurant  0.25\n1                 Coffee Shop  0.25\n2           French Restaurant  0.25\n3                Hockey Arena  0.25\n4           Accessories Store  0.00\n5          Miscellaneous Shop  0.00\n6                       Motel  0.00\n7         Monument / Landmark  0.00\n8  Modern European Restaurant  0.00\n9           Mobile Phone Shop  0.00\n\n\n----Westmount----\n                       venue  freq\n0                Pizza Place  0.25\n1               Intersection  0.12\n2                Coffee Shop  0.12\n3             Discount Store  0.12\n4         Chinese Restaurant  0.12\n5  Middle Eastern Restaurant  0.12\n6             Sandwich Place  0.12\n7              Metro Station  0.00\n8         Mexican Restaurant  0.00\n9              Movie Theater  0.00\n\n\n----Weston----\n                       venue  freq\n0              Jewelry Store   1.0\n1          Accessories Store   0.0\n2                      Motel   0.0\n3             Massage Studio   0.0\n4             Medical Center   0.0\n5   Mediterranean Restaurant   0.0\n6                Men's Store   0.0\n7              Metro Station   0.0\n8         Mexican Restaurant   0.0\n9  Middle Eastern Restaurant   0.0\n\n\n----Wexford, Maryvale----\n                       venue  freq\n0  Middle Eastern Restaurant  0.33\n1                Auto Garage  0.17\n2                 Smoke Shop  0.17\n3                     Bakery  0.17\n4             Sandwich Place  0.17\n5              Movie Theater  0.00\n6             Medical Center  0.00\n7   Mediterranean Restaurant  0.00\n8                Men's Store  0.00\n9              Metro Station  0.00\n\n\n----Willowdale, Newtonbrook----\n                      venue  freq\n0                      Park   1.0\n1         Accessories Store   0.0\n2                     Motel   0.0\n3       Martial Arts School   0.0\n4            Massage Studio   0.0\n5            Medical Center   0.0\n6  Mediterranean Restaurant   0.0\n7               Men's Store   0.0\n8             Metro Station   0.0\n9        Mexican Restaurant   0.0\n\n\n----Willowdale, Willowdale East----\n               venue  freq\n0   Ramen Restaurant  0.10\n1        Pizza Place  0.07\n2        Coffee Shop  0.07\n3     Sandwich Place  0.07\n4               Caf\u00e9  0.07\n5   Sushi Restaurant  0.03\n6          Juice Bar  0.03\n7               Bank  0.03\n8      Movie Theater  0.03\n9  Electronics Store  0.03\n\n\n----Willowdale, Willowdale West----\n                      venue  freq\n0             Grocery Store  0.17\n1               Coffee Shop  0.17\n2            Discount Store  0.17\n3                   Butcher  0.17\n4                  Pharmacy  0.17\n5               Pizza Place  0.17\n6            Medical Center  0.00\n7  Mediterranean Restaurant  0.00\n8               Men's Store  0.00\n9                     Motel  0.00\n\n\n----Woburn----\n                      venue  freq\n0               Coffee Shop  0.67\n1     Korean BBQ Restaurant  0.33\n2         Accessories Store  0.00\n3                     Motel  0.00\n4            Massage Studio  0.00\n5            Medical Center  0.00\n6  Mediterranean Restaurant  0.00\n7               Men's Store  0.00\n8             Metro Station  0.00\n9        Mexican Restaurant  0.00\n\n\n----Woodbine Heights----\n                       venue  freq\n0         Athletics & Sports  0.17\n1                 Beer Store  0.17\n2                       Park  0.17\n3                        Spa  0.17\n4               Skating Rink  0.17\n5                Curling Ice  0.17\n6          Accessories Store  0.00\n7  Middle Eastern Restaurant  0.00\n8          Mobile Phone Shop  0.00\n9         Miscellaneous Shop  0.00\n\n\n----York Mills West----\n                      venue  freq\n0                      Park  0.67\n1         Convenience Store  0.33\n2         Accessories Store  0.00\n3                     Motel  0.00\n4            Massage Studio  0.00\n5            Medical Center  0.00\n6  Mediterranean Restaurant  0.00\n7               Men's Store  0.00\n8             Metro Station  0.00\n9        Mexican Restaurant  0.00\n\n\n----York Mills, Silver Hills----\n                       venue  freq\n0                  Cafeteria   0.5\n1                       Park   0.5\n2              Movie Theater   0.0\n3             Massage Studio   0.0\n4             Medical Center   0.0\n5   Mediterranean Restaurant   0.0\n6                Men's Store   0.0\n7              Metro Station   0.0\n8         Mexican Restaurant   0.0\n9  Middle Eastern Restaurant   0.0\n\n\n"
                }
            ],
            "source": "num_top_venues = 10\n\nfor hood in toronto_grouped['Neighbourhood']:\n    print(\"----\"+hood+\"----\")\n    temp = toronto_grouped[toronto_grouped['Neighbourhood'] == hood].T.reset_index()\n    temp.columns = ['venue','freq']\n    temp = temp.iloc[1:]\n    temp['freq'] = temp['freq'].astype(float)\n    temp = temp.round({'freq': 2})\n    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n    print('\\n')"
        },
        {
            "cell_type": "code",
            "execution_count": 341,
            "metadata": {},
            "outputs": [],
            "source": "def return_most_common_venues(row, num_top_venues):\n    row_categories = row.iloc[1:]\n    row_categories_sorted = row_categories.sort_values(ascending=False)\n    \n    return row_categories_sorted.index.values[0:num_top_venues]"
        },
        {
            "cell_type": "code",
            "execution_count": 342,
            "metadata": {},
            "outputs": [],
            "source": "import numpy as np\nimport matplotlib.cm as cm\nimport matplotlib.colors as colors\n"
        },
        {
            "cell_type": "code",
            "execution_count": 343,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Neighbourhood</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Agincourt</td>\n      <td>Lounge</td>\n      <td>Latin American Restaurant</td>\n      <td>Clothing Store</td>\n      <td>Breakfast Spot</td>\n      <td>Skating Rink</td>\n      <td>Dance Studio</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Alderwood, Long Branch</td>\n      <td>Pizza Place</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Pharmacy</td>\n      <td>Pub</td>\n      <td>Sandwich Place</td>\n      <td>Skating Rink</td>\n      <td>Coffee Shop</td>\n      <td>Gym</td>\n      <td>Garden</td>\n      <td>Gaming Cafe</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n      <td>Coffee Shop</td>\n      <td>Bank</td>\n      <td>Gas Station</td>\n      <td>Mobile Phone Shop</td>\n      <td>Bridal Shop</td>\n      <td>Shopping Mall</td>\n      <td>Deli / Bodega</td>\n      <td>Sandwich Place</td>\n      <td>Supermarket</td>\n      <td>Sushi Restaurant</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Bayview Village</td>\n      <td>Chinese Restaurant</td>\n      <td>Bank</td>\n      <td>Japanese Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Yoga Studio</td>\n      <td>Deli / Bodega</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Bedford Park, Lawrence Manor East</td>\n      <td>Coffee Shop</td>\n      <td>Sandwich Place</td>\n      <td>Italian Restaurant</td>\n      <td>Greek Restaurant</td>\n      <td>Thai Restaurant</td>\n      <td>Comfort Food Restaurant</td>\n      <td>Pharmacy</td>\n      <td>Pizza Place</td>\n      <td>Pub</td>\n      <td>Caf\u00e9</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "                                     Neighbourhood 1st Most Common Venue  \\\n0                                        Agincourt                Lounge   \n1                           Alderwood, Long Branch           Pizza Place   \n2  Bathurst Manor, Wilson Heights, Downsview North           Coffee Shop   \n3                                  Bayview Village    Chinese Restaurant   \n4                Bedford Park, Lawrence Manor East           Coffee Shop   \n\n       2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n0  Latin American Restaurant        Clothing Store        Breakfast Spot   \n1         Athletics & Sports              Pharmacy                   Pub   \n2                       Bank           Gas Station     Mobile Phone Shop   \n3                       Bank   Japanese Restaurant                  Caf\u00e9   \n4             Sandwich Place    Italian Restaurant      Greek Restaurant   \n\n  5th Most Common Venue    6th Most Common Venue        7th Most Common Venue  \\\n0          Skating Rink             Dance Studio                    Drugstore   \n1        Sandwich Place             Skating Rink                  Coffee Shop   \n2           Bridal Shop            Shopping Mall                Deli / Bodega   \n3           Yoga Studio            Deli / Bodega  Eastern European Restaurant   \n4       Thai Restaurant  Comfort Food Restaurant                     Pharmacy   \n\n  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n0            Donut Shop               Dog Run    Distribution Center  \n1                   Gym                Garden            Gaming Cafe  \n2        Sandwich Place           Supermarket       Sushi Restaurant  \n3             Drugstore            Donut Shop                Dog Run  \n4           Pizza Place                   Pub                   Caf\u00e9  "
                    },
                    "execution_count": 343,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "num_top_venues = 10\n\nindicators = ['st', 'nd', 'rd']\n\n# create columns according to number of top venues\ncolumns = ['Neighbourhood']\nfor ind in np.arange(num_top_venues):\n    try:\n        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n    except:\n        columns.append('{}th Most Common Venue'.format(ind+1))\n\n# create a new dataframe\nneighbourhoods_venues_sorted = pd.DataFrame(columns=columns)\nneighbourhoods_venues_sorted['Neighbourhood'] = toronto_grouped['Neighbourhood']\n\nfor ind in np.arange(toronto_grouped.shape[0]):\n    neighbourhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n\nneighbourhoods_venues_sorted.head()"
        },
        {
            "cell_type": "code",
            "execution_count": 344,
            "metadata": {},
            "outputs": [],
            "source": "from sklearn.cluster import KMeans"
        },
        {
            "cell_type": "code",
            "execution_count": 345,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "array([2, 2, 2, 2, 2, 2, 2, 2, 2, 2], dtype=int32)"
                    },
                    "execution_count": 345,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# number of clusters\nkclusters = 5\n\ntoronto_grouped_clustering = toronto_grouped.drop('Neighbourhood', 1)\n\n# run k-means clustering\nkmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_grouped_clustering)\n\n# check cluster labels generated for each row in the dataframe\nkmeans.labels_[0:10] "
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "- new dataframe that includes the cluster as well as the top 10 venues for each neighborhood."
        },
        {
            "cell_type": "code",
            "execution_count": 346,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postal Code</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</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      <td>4.0</td>\n      <td>Bus Stop</td>\n      <td>Park</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Yoga Studio</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>3</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      <td>2.0</td>\n      <td>French Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Portuguese Restaurant</td>\n      <td>Hockey Arena</td>\n      <td>Dessert Shop</td>\n      <td>Curling Ice</td>\n      <td>Dance Studio</td>\n      <td>Deli / Bodega</td>\n      <td>Department Store</td>\n      <td>Diner</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      <td>43.654260</td>\n      <td>-79.360636</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Bakery</td>\n      <td>Park</td>\n      <td>Breakfast Spot</td>\n      <td>Pub</td>\n      <td>Caf\u00e9</td>\n      <td>Restaurant</td>\n      <td>Chocolate Shop</td>\n      <td>Performing Arts Venue</td>\n      <td>Mexican Restaurant</td>\n    </tr>\n    <tr>\n      <th>5</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      <td>2.0</td>\n      <td>Clothing Store</td>\n      <td>Accessories Store</td>\n      <td>Boutique</td>\n      <td>Furniture / Home Store</td>\n      <td>Event Space</td>\n      <td>Miscellaneous Shop</td>\n      <td>Shoe Store</td>\n      <td>Coffee Shop</td>\n      <td>Vietnamese Restaurant</td>\n      <td>Airport Terminal</td>\n    </tr>\n    <tr>\n      <th>6</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      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Sushi Restaurant</td>\n      <td>Gym</td>\n      <td>Park</td>\n      <td>Bar</td>\n      <td>Beer Bar</td>\n      <td>Smoothie Shop</td>\n      <td>Burrito Place</td>\n      <td>Sandwich Place</td>\n      <td>Caf\u00e9</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "  Postal Code           Borough                                Neighbourhood  \\\n2         M3A        North York                                    Parkwoods   \n3         M4A        North York                             Victoria Village   \n4         M5A  Downtown Toronto                    Regent Park, Harbourfront   \n5         M6A        North York             Lawrence Manor, Lawrence Heights   \n6         M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government   \n\n    Latitude  Longitude  Cluster Labels 1st Most Common Venue  \\\n2  43.753259 -79.329656             4.0              Bus Stop   \n3  43.725882 -79.315572             2.0     French Restaurant   \n4  43.654260 -79.360636             2.0           Coffee Shop   \n5  43.718518 -79.464763             2.0        Clothing Store   \n6  43.662301 -79.389494             2.0           Coffee Shop   \n\n  2nd Most Common Venue  3rd Most Common Venue   4th Most Common Venue  \\\n2                  Park      Food & Drink Shop             Yoga Studio   \n3           Coffee Shop  Portuguese Restaurant            Hockey Arena   \n4                Bakery                   Park          Breakfast Spot   \n5     Accessories Store               Boutique  Furniture / Home Store   \n6      Sushi Restaurant                    Gym                    Park   \n\n  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n2             Drugstore            Donut Shop               Dog Run   \n3          Dessert Shop           Curling Ice          Dance Studio   \n4                   Pub                  Caf\u00e9            Restaurant   \n5           Event Space    Miscellaneous Shop            Shoe Store   \n6                   Bar              Beer Bar         Smoothie Shop   \n\n  8th Most Common Venue  9th Most Common Venue 10th Most Common Venue  \n2   Distribution Center         Discount Store                  Diner  \n3         Deli / Bodega       Department Store                  Diner  \n4        Chocolate Shop  Performing Arts Venue     Mexican Restaurant  \n5           Coffee Shop  Vietnamese Restaurant       Airport Terminal  \n6         Burrito Place         Sandwich Place                   Caf\u00e9  "
                    },
                    "execution_count": 346,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# add clustering labels\nneighbourhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n\ntoronto_merged = cdf\n\ntoronto_merged = toronto_merged.join(neighbourhoods_venues_sorted.set_index('Neighbourhood'), on='Neighbourhood')\n\ntoronto_merged.head() # check the last columns!"
        },
        {
            "cell_type": "code",
            "execution_count": 347,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "Postal Code               0\nBorough                   0\nNeighbourhood             0\nLatitude                  0\nLongitude                 0\nCluster Labels            3\n1st Most Common Venue     3\n2nd Most Common Venue     3\n3rd Most Common Venue     3\n4th Most Common Venue     3\n5th Most Common Venue     3\n6th Most Common Venue     3\n7th Most Common Venue     3\n8th Most Common Venue     3\n9th Most Common Venue     3\n10th Most Common Venue    3\ndtype: int64"
                    },
                    "execution_count": 347,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "\ntoronto_merged.isnull().sum()"
        },
        {
            "cell_type": "code",
            "execution_count": 348,
            "metadata": {},
            "outputs": [],
            "source": "toronto_merged.dropna(subset=['Cluster Labels'], inplace=True)"
        },
        {
            "cell_type": "code",
            "execution_count": 349,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "Postal Code               0\nBorough                   0\nNeighbourhood             0\nLatitude                  0\nLongitude                 0\nCluster Labels            0\n1st Most Common Venue     0\n2nd Most Common Venue     0\n3rd Most Common Venue     0\n4th Most Common Venue     0\n5th Most Common Venue     0\n6th Most Common Venue     0\n7th Most Common Venue     0\n8th Most Common Venue     0\n9th Most Common Venue     0\n10th Most Common Venue    0\ndtype: int64"
                    },
                    "execution_count": 349,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_merged.isnull().sum()"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Visualize the cluster on map"
        },
        {
            "cell_type": "code",
            "execution_count": 350,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "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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            var html_78d8777edbfc477097a45dcac893c4c2 = $(`<div id="html_78d8777edbfc477097a45dcac893c4c2" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights Cluster 2.0</div>`)[0];
            popup_616e8eb195764aa19ceaa9f03c981a5f.setContent(html_78d8777edbfc477097a45dcac893c4c2);
        

        circle_marker_f76c64396c5543bf9efa44e7cf981cee.bindPopup(popup_616e8eb195764aa19ceaa9f03c981a5f)
        ;

        
    
    
            var circle_marker_1d9596c3d2164a5ba2c1011560f401b4 = L.circleMarker(
                [43.6623015, -79.3894938],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_22c625442320478fab46c3e546e17839 = L.popup({"maxWidth": "100%"});

        
            var html_5930e41562104cf296885b76ec00584e = $(`<div id="html_5930e41562104cf296885b76ec00584e" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park, Ontario Provincial Government Cluster 2.0</div>`)[0];
            popup_22c625442320478fab46c3e546e17839.setContent(html_5930e41562104cf296885b76ec00584e);
        

        circle_marker_1d9596c3d2164a5ba2c1011560f401b4.bindPopup(popup_22c625442320478fab46c3e546e17839)
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            var circle_marker_3d356883c7de4be2bdff3537d9ca8cc6 = L.circleMarker(
                [43.806686299999996, -79.19435340000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_bc0bf9fcc80e42d1b419c7c812dba3aa = L.popup({"maxWidth": "100%"});

        
            var html_fde6493e30804e429eeaa7460e712057 = $(`<div id="html_fde6493e30804e429eeaa7460e712057" style="width: 100.0%; height: 100.0%;">Malvern, Rouge Cluster 1.0</div>`)[0];
            popup_bc0bf9fcc80e42d1b419c7c812dba3aa.setContent(html_fde6493e30804e429eeaa7460e712057);
        

        circle_marker_3d356883c7de4be2bdff3537d9ca8cc6.bindPopup(popup_bc0bf9fcc80e42d1b419c7c812dba3aa)
        ;

        
    
    
            var circle_marker_a939790f4a2f47a6a326a9ec2685d978 = L.circleMarker(
                [43.745905799999996, -79.352188],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_c11a6541f8d44a16b11f584f92c47c5a = L.popup({"maxWidth": "100%"});

        
            var html_ed780519903742da8b8fd751bd5f9906 = $(`<div id="html_ed780519903742da8b8fd751bd5f9906" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 2.0</div>`)[0];
            popup_c11a6541f8d44a16b11f584f92c47c5a.setContent(html_ed780519903742da8b8fd751bd5f9906);
        

        circle_marker_a939790f4a2f47a6a326a9ec2685d978.bindPopup(popup_c11a6541f8d44a16b11f584f92c47c5a)
        ;

        
    
    
            var circle_marker_8aadbe28de8a4f5fbe4e4691ae0b2e38 = L.circleMarker(
                [43.7063972, -79.309937],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_9e910516add54c799f22cc595c419bc5 = L.popup({"maxWidth": "100%"});

        
            var html_56b9af8bb9b541a9abfa8ddd2d748cca = $(`<div id="html_56b9af8bb9b541a9abfa8ddd2d748cca" style="width: 100.0%; height: 100.0%;">Parkview Hill, Woodbine Gardens Cluster 2.0</div>`)[0];
            popup_9e910516add54c799f22cc595c419bc5.setContent(html_56b9af8bb9b541a9abfa8ddd2d748cca);
        

        circle_marker_8aadbe28de8a4f5fbe4e4691ae0b2e38.bindPopup(popup_9e910516add54c799f22cc595c419bc5)
        ;

        
    
    
            var circle_marker_5f5eeece644e4c75a884c8d0416e6d2c = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_506a2d8e2b304dc59568f0ea4a910a17 = L.popup({"maxWidth": "100%"});

        
            var html_bb9fb5c9954a49e69beeeda711b551dd = $(`<div id="html_bb9fb5c9954a49e69beeeda711b551dd" style="width: 100.0%; height: 100.0%;">Garden District, Ryerson Cluster 2.0</div>`)[0];
            popup_506a2d8e2b304dc59568f0ea4a910a17.setContent(html_bb9fb5c9954a49e69beeeda711b551dd);
        

        circle_marker_5f5eeece644e4c75a884c8d0416e6d2c.bindPopup(popup_506a2d8e2b304dc59568f0ea4a910a17)
        ;

        
    
    
            var circle_marker_3a6b6b61f689446f9ee341b424b2c84e = L.circleMarker(
                [43.709577, -79.44507259999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_de758bdc06e246c9a76d928f9c122618 = L.popup({"maxWidth": "100%"});

        
            var html_6a413e743dfa481f88b5e7827a58cb1c = $(`<div id="html_6a413e743dfa481f88b5e7827a58cb1c" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 2.0</div>`)[0];
            popup_de758bdc06e246c9a76d928f9c122618.setContent(html_6a413e743dfa481f88b5e7827a58cb1c);
        

        circle_marker_3a6b6b61f689446f9ee341b424b2c84e.bindPopup(popup_de758bdc06e246c9a76d928f9c122618)
        ;

        
    
    
            var circle_marker_6d9a1e9481ba4d998d170000a0745bc9 = L.circleMarker(
                [43.7845351, -79.16049709999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_f1bba3e5461c41e995434997b495ee80 = L.popup({"maxWidth": "100%"});

        
            var html_3d327fc623184bac94498e85679d0408 = $(`<div id="html_3d327fc623184bac94498e85679d0408" style="width: 100.0%; height: 100.0%;">Rouge Hill, Port Union, Highland Creek Cluster 2.0</div>`)[0];
            popup_f1bba3e5461c41e995434997b495ee80.setContent(html_3d327fc623184bac94498e85679d0408);
        

        circle_marker_6d9a1e9481ba4d998d170000a0745bc9.bindPopup(popup_f1bba3e5461c41e995434997b495ee80)
        ;

        
    
    
            var circle_marker_3c37ef859863487b9ff0166cfd94f478 = L.circleMarker(
                [43.72589970000001, -79.340923],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_fe14d350b0d8470ebd1eb0f6ce7342f0 = L.popup({"maxWidth": "100%"});

        
            var html_50c2cfb384d9450bbf6089e7efacff69 = $(`<div id="html_50c2cfb384d9450bbf6089e7efacff69" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 2.0</div>`)[0];
            popup_fe14d350b0d8470ebd1eb0f6ce7342f0.setContent(html_50c2cfb384d9450bbf6089e7efacff69);
        

        circle_marker_3c37ef859863487b9ff0166cfd94f478.bindPopup(popup_fe14d350b0d8470ebd1eb0f6ce7342f0)
        ;

        
    
    
            var circle_marker_e9c832b6c406458b88c92a5ab646ece8 = L.circleMarker(
                [43.695343900000005, -79.3183887],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_4a23c65b9a0949ff8dedca98d5568c77 = L.popup({"maxWidth": "100%"});

        
            var html_b6bcec9e94c14d95950e014a436d860d = $(`<div id="html_b6bcec9e94c14d95950e014a436d860d" style="width: 100.0%; height: 100.0%;">Woodbine Heights Cluster 2.0</div>`)[0];
            popup_4a23c65b9a0949ff8dedca98d5568c77.setContent(html_b6bcec9e94c14d95950e014a436d860d);
        

        circle_marker_e9c832b6c406458b88c92a5ab646ece8.bindPopup(popup_4a23c65b9a0949ff8dedca98d5568c77)
        ;

        
    
    
            var circle_marker_da8f32eb106c4430b35eafee9c3d6a9b = L.circleMarker(
                [43.6514939, -79.3754179],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_13439cef9e154fe49e3a2d4e1c5ccfbc = L.popup({"maxWidth": "100%"});

        
            var html_3b14bbf0dcf94482acc084a461421610 = $(`<div id="html_3b14bbf0dcf94482acc084a461421610" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 2.0</div>`)[0];
            popup_13439cef9e154fe49e3a2d4e1c5ccfbc.setContent(html_3b14bbf0dcf94482acc084a461421610);
        

        circle_marker_da8f32eb106c4430b35eafee9c3d6a9b.bindPopup(popup_13439cef9e154fe49e3a2d4e1c5ccfbc)
        ;

        
    
    
            var circle_marker_421e16b6d3324f0ba73e6acce752128b = L.circleMarker(
                [43.6937813, -79.42819140000002],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_6f13830b845e452483554f60f26a045e = L.popup({"maxWidth": "100%"});

        
            var html_71807ca8f57e443fbb6f7d6cee0b841c = $(`<div id="html_71807ca8f57e443fbb6f7d6cee0b841c" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale Cluster 2.0</div>`)[0];
            popup_6f13830b845e452483554f60f26a045e.setContent(html_71807ca8f57e443fbb6f7d6cee0b841c);
        

        circle_marker_421e16b6d3324f0ba73e6acce752128b.bindPopup(popup_6f13830b845e452483554f60f26a045e)
        ;

        
    
    
            var circle_marker_80a0ede9cd1240078fd7383fd3971102 = L.circleMarker(
                [43.6435152, -79.57720079999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_4824122a58204c048e0f225f16c55656 = L.popup({"maxWidth": "100%"});

        
            var html_821e494d360441d1a56be8f197872480 = $(`<div id="html_821e494d360441d1a56be8f197872480" style="width: 100.0%; height: 100.0%;">Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood Cluster 2.0</div>`)[0];
            popup_4824122a58204c048e0f225f16c55656.setContent(html_821e494d360441d1a56be8f197872480);
        

        circle_marker_80a0ede9cd1240078fd7383fd3971102.bindPopup(popup_4824122a58204c048e0f225f16c55656)
        ;

        
    
    
            var circle_marker_d5c268124d944dcabdca73c02d7b4db3 = L.circleMarker(
                [43.7635726, -79.1887115],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_817683471daa4911b01ec84fe9974ef9 = L.popup({"maxWidth": "100%"});

        
            var html_5d0e681e8b2746ea99c198aa92a9263e = $(`<div id="html_5d0e681e8b2746ea99c198aa92a9263e" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill Cluster 2.0</div>`)[0];
            popup_817683471daa4911b01ec84fe9974ef9.setContent(html_5d0e681e8b2746ea99c198aa92a9263e);
        

        circle_marker_d5c268124d944dcabdca73c02d7b4db3.bindPopup(popup_817683471daa4911b01ec84fe9974ef9)
        ;

        
    
    
            var circle_marker_4948eea3fb234d39bed9877f5d924622 = L.circleMarker(
                [43.67635739999999, -79.2930312],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_27fa007742924404a52b8a525b5a7325 = L.popup({"maxWidth": "100%"});

        
            var html_9f817cb43d1d43db84cda1239e5cfe71 = $(`<div id="html_9f817cb43d1d43db84cda1239e5cfe71" style="width: 100.0%; height: 100.0%;">The Beaches Cluster 2.0</div>`)[0];
            popup_27fa007742924404a52b8a525b5a7325.setContent(html_9f817cb43d1d43db84cda1239e5cfe71);
        

        circle_marker_4948eea3fb234d39bed9877f5d924622.bindPopup(popup_27fa007742924404a52b8a525b5a7325)
        ;

        
    
    
            var circle_marker_ab38dd113cbd4377b8b08324954e041a = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_59a4ebcc9bc6433788b78df9c1de66bd = L.popup({"maxWidth": "100%"});

        
            var html_e22c20a3547f4747b321160c37968402 = $(`<div id="html_e22c20a3547f4747b321160c37968402" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 2.0</div>`)[0];
            popup_59a4ebcc9bc6433788b78df9c1de66bd.setContent(html_e22c20a3547f4747b321160c37968402);
        

        circle_marker_ab38dd113cbd4377b8b08324954e041a.bindPopup(popup_59a4ebcc9bc6433788b78df9c1de66bd)
        ;

        
    
    
            var circle_marker_48b8b402850f4d6fbd028b7250a74e9e = L.circleMarker(
                [43.6890256, -79.453512],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_daa9ea73b5f342d29461ce6355539a54 = L.popup({"maxWidth": "100%"});

        
            var html_342dffb7d82e4c959c80d02feb1883e9 = $(`<div id="html_342dffb7d82e4c959c80d02feb1883e9" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks Cluster 4.0</div>`)[0];
            popup_daa9ea73b5f342d29461ce6355539a54.setContent(html_342dffb7d82e4c959c80d02feb1883e9);
        

        circle_marker_48b8b402850f4d6fbd028b7250a74e9e.bindPopup(popup_daa9ea73b5f342d29461ce6355539a54)
        ;

        
    
    
            var circle_marker_df3b595752454e6a8cbd0c538ea954da = L.circleMarker(
                [43.7709921, -79.21691740000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_c3008252a9224cf395dee13d67a5326b = L.popup({"maxWidth": "100%"});

        
            var html_0e71ab0428c94f3a82a94ccb2194d6ed = $(`<div id="html_0e71ab0428c94f3a82a94ccb2194d6ed" style="width: 100.0%; height: 100.0%;">Woburn Cluster 2.0</div>`)[0];
            popup_c3008252a9224cf395dee13d67a5326b.setContent(html_0e71ab0428c94f3a82a94ccb2194d6ed);
        

        circle_marker_df3b595752454e6a8cbd0c538ea954da.bindPopup(popup_c3008252a9224cf395dee13d67a5326b)
        ;

        
    
    
            var circle_marker_d3d1ea882ee84199bb6628e1819e0f1a = L.circleMarker(
                [43.7090604, -79.3634517],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_13dba42f13d642e2a048b2ebdbe94d41 = L.popup({"maxWidth": "100%"});

        
            var html_6f80652837f946b886f9a47cb17c567f = $(`<div id="html_6f80652837f946b886f9a47cb17c567f" style="width: 100.0%; height: 100.0%;">Leaside Cluster 2.0</div>`)[0];
            popup_13dba42f13d642e2a048b2ebdbe94d41.setContent(html_6f80652837f946b886f9a47cb17c567f);
        

        circle_marker_d3d1ea882ee84199bb6628e1819e0f1a.bindPopup(popup_13dba42f13d642e2a048b2ebdbe94d41)
        ;

        
    
    
            var circle_marker_901c62b64a7a4bf8a8cb6bbb52f163dd = L.circleMarker(
                [43.6579524, -79.3873826],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_50fc859208b2431c88753a166315ac91 = L.popup({"maxWidth": "100%"});

        
            var html_74acef5ee27b42b0979dd58972274857 = $(`<div id="html_74acef5ee27b42b0979dd58972274857" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 2.0</div>`)[0];
            popup_50fc859208b2431c88753a166315ac91.setContent(html_74acef5ee27b42b0979dd58972274857);
        

        circle_marker_901c62b64a7a4bf8a8cb6bbb52f163dd.bindPopup(popup_50fc859208b2431c88753a166315ac91)
        ;

        
    
    
            var circle_marker_73d3aad521d34bd093fd6f37aedaf4c4 = L.circleMarker(
                [43.669542, -79.4225637],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_dac6d9f11d7049fa83d24c8976fde634 = L.popup({"maxWidth": "100%"});

        
            var html_837a24dbf9984fd7b235bc544ee4bb2c = $(`<div id="html_837a24dbf9984fd7b235bc544ee4bb2c" style="width: 100.0%; height: 100.0%;">Christie Cluster 2.0</div>`)[0];
            popup_dac6d9f11d7049fa83d24c8976fde634.setContent(html_837a24dbf9984fd7b235bc544ee4bb2c);
        

        circle_marker_73d3aad521d34bd093fd6f37aedaf4c4.bindPopup(popup_dac6d9f11d7049fa83d24c8976fde634)
        ;

        
    
    
            var circle_marker_6b4e6ce68bad47e69c87719890ebf49e = L.circleMarker(
                [43.773136, -79.23947609999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_a37501c9adf5485ca90ed79a07ff9f52 = L.popup({"maxWidth": "100%"});

        
            var html_3554bb73b0cf4673890f0bbe9e560548 = $(`<div id="html_3554bb73b0cf4673890f0bbe9e560548" style="width: 100.0%; height: 100.0%;">Cedarbrae Cluster 2.0</div>`)[0];
            popup_a37501c9adf5485ca90ed79a07ff9f52.setContent(html_3554bb73b0cf4673890f0bbe9e560548);
        

        circle_marker_6b4e6ce68bad47e69c87719890ebf49e.bindPopup(popup_a37501c9adf5485ca90ed79a07ff9f52)
        ;

        
    
    
            var circle_marker_54dac71d842841a08449e5e79bb08fbf = L.circleMarker(
                [43.8037622, -79.3634517],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_7bc43256410e491996998cd1320445f1 = L.popup({"maxWidth": "100%"});

        
            var html_8c2fb2fbdd584ae992078e210460c9f9 = $(`<div id="html_8c2fb2fbdd584ae992078e210460c9f9" style="width: 100.0%; height: 100.0%;">Hillcrest Village Cluster 2.0</div>`)[0];
            popup_7bc43256410e491996998cd1320445f1.setContent(html_8c2fb2fbdd584ae992078e210460c9f9);
        

        circle_marker_54dac71d842841a08449e5e79bb08fbf.bindPopup(popup_7bc43256410e491996998cd1320445f1)
        ;

        
    
    
            var circle_marker_b1994e8200ad4388bf5973523e331385 = L.circleMarker(
                [43.7543283, -79.4422593],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_8e9e6cbd12bf4d4ba8430a289e9c90a5 = L.popup({"maxWidth": "100%"});

        
            var html_31ecd8febcfd448da8a6c311464eb085 = $(`<div id="html_31ecd8febcfd448da8a6c311464eb085" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North Cluster 2.0</div>`)[0];
            popup_8e9e6cbd12bf4d4ba8430a289e9c90a5.setContent(html_31ecd8febcfd448da8a6c311464eb085);
        

        circle_marker_b1994e8200ad4388bf5973523e331385.bindPopup(popup_8e9e6cbd12bf4d4ba8430a289e9c90a5)
        ;

        
    
    
            var circle_marker_5f3422486f62455fb6ae2083e3d48345 = L.circleMarker(
                [43.7053689, -79.34937190000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_aa08c570c5544035b525f49d9463477e = L.popup({"maxWidth": "100%"});

        
            var html_e23cb7eab6a84146a9e2db93994fac18 = $(`<div id="html_e23cb7eab6a84146a9e2db93994fac18" style="width: 100.0%; height: 100.0%;">Thorncliffe Park Cluster 2.0</div>`)[0];
            popup_aa08c570c5544035b525f49d9463477e.setContent(html_e23cb7eab6a84146a9e2db93994fac18);
        

        circle_marker_5f3422486f62455fb6ae2083e3d48345.bindPopup(popup_aa08c570c5544035b525f49d9463477e)
        ;

        
    
    
            var circle_marker_778dd3de96d647a3b3dcbf3934f52f16 = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_42a192a593e74ef291677bd4f660d94c = L.popup({"maxWidth": "100%"});

        
            var html_3ac1a057ea9f4e5b845b901a125bfa6f = $(`<div id="html_3ac1a057ea9f4e5b845b901a125bfa6f" style="width: 100.0%; height: 100.0%;">Richmond, Adelaide, King Cluster 2.0</div>`)[0];
            popup_42a192a593e74ef291677bd4f660d94c.setContent(html_3ac1a057ea9f4e5b845b901a125bfa6f);
        

        circle_marker_778dd3de96d647a3b3dcbf3934f52f16.bindPopup(popup_42a192a593e74ef291677bd4f660d94c)
        ;

        
    
    
            var circle_marker_16576948acfd48e2a680f737187bade5 = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_f9d1e69fc6574e6cb2a04f8276077e1f = L.popup({"maxWidth": "100%"});

        
            var html_59cb0e55357c42439e43ed087247605a = $(`<div id="html_59cb0e55357c42439e43ed087247605a" style="width: 100.0%; height: 100.0%;">Dufferin, Dovercourt Village Cluster 2.0</div>`)[0];
            popup_f9d1e69fc6574e6cb2a04f8276077e1f.setContent(html_59cb0e55357c42439e43ed087247605a);
        

        circle_marker_16576948acfd48e2a680f737187bade5.bindPopup(popup_f9d1e69fc6574e6cb2a04f8276077e1f)
        ;

        
    
    
            var circle_marker_db866274f1154f8bb6859589ae007218 = L.circleMarker(
                [43.7447342, -79.23947609999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_b24b0c074437485dae10910260b919e4 = L.popup({"maxWidth": "100%"});

        
            var html_6408fe535d944b47a002d0f36b118418 = $(`<div id="html_6408fe535d944b47a002d0f36b118418" style="width: 100.0%; height: 100.0%;">Scarborough Village Cluster 0.0</div>`)[0];
            popup_b24b0c074437485dae10910260b919e4.setContent(html_6408fe535d944b47a002d0f36b118418);
        

        circle_marker_db866274f1154f8bb6859589ae007218.bindPopup(popup_b24b0c074437485dae10910260b919e4)
        ;

        
    
    
            var circle_marker_30649af165204ed9a0b8ad076db1ec99 = L.circleMarker(
                [43.7785175, -79.3465557],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_b93da404606f43969143cda11eff5662 = L.popup({"maxWidth": "100%"});

        
            var html_58418fd833434478b5406ff90d3188ec = $(`<div id="html_58418fd833434478b5406ff90d3188ec" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole Cluster 2.0</div>`)[0];
            popup_b93da404606f43969143cda11eff5662.setContent(html_58418fd833434478b5406ff90d3188ec);
        

        circle_marker_30649af165204ed9a0b8ad076db1ec99.bindPopup(popup_b93da404606f43969143cda11eff5662)
        ;

        
    
    
            var circle_marker_7b35683832504caa8d5e68c459866b3f = L.circleMarker(
                [43.7679803, -79.48726190000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_a929072477aa4c9fa8b738327354cd1d = L.popup({"maxWidth": "100%"});

        
            var html_d016d9b69770446dad90c61b8d12f5b3 = $(`<div id="html_d016d9b69770446dad90c61b8d12f5b3" style="width: 100.0%; height: 100.0%;">Northwood Park, York University Cluster 2.0</div>`)[0];
            popup_a929072477aa4c9fa8b738327354cd1d.setContent(html_d016d9b69770446dad90c61b8d12f5b3);
        

        circle_marker_7b35683832504caa8d5e68c459866b3f.bindPopup(popup_a929072477aa4c9fa8b738327354cd1d)
        ;

        
    
    
            var circle_marker_bbbdc3552e0f42b6b775cb1a00d85977 = L.circleMarker(
                [43.685347, -79.3381065],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_55c145397d5c426fbd8c27801762562d = L.popup({"maxWidth": "100%"});

        
            var html_9261d7466d3642109b9e9fb1c5c332a4 = $(`<div id="html_9261d7466d3642109b9e9fb1c5c332a4" style="width: 100.0%; height: 100.0%;">East Toronto, Broadview North (Old East York) Cluster 4.0</div>`)[0];
            popup_55c145397d5c426fbd8c27801762562d.setContent(html_9261d7466d3642109b9e9fb1c5c332a4);
        

        circle_marker_bbbdc3552e0f42b6b775cb1a00d85977.bindPopup(popup_55c145397d5c426fbd8c27801762562d)
        ;

        
    
    
            var circle_marker_92c0032db7d1456c816cb4311070fcc7 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_79ef0e15380b47a3b69dc0dc437c618d = L.popup({"maxWidth": "100%"});

        
            var html_b5686a418f874cf7b75349ed7a4a87d9 = $(`<div id="html_b5686a418f874cf7b75349ed7a4a87d9" style="width: 100.0%; height: 100.0%;">Harbourfront East, Union Station, Toronto Islands Cluster 2.0</div>`)[0];
            popup_79ef0e15380b47a3b69dc0dc437c618d.setContent(html_b5686a418f874cf7b75349ed7a4a87d9);
        

        circle_marker_92c0032db7d1456c816cb4311070fcc7.bindPopup(popup_79ef0e15380b47a3b69dc0dc437c618d)
        ;

        
    
    
            var circle_marker_239926153d5e4138a5b5826c99735a30 = L.circleMarker(
                [43.647926700000006, -79.4197497],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_7da6f8db7a3e4afe956b09bf20bda8d4 = L.popup({"maxWidth": "100%"});

        
            var html_50832c2357764253b43172538475f39c = $(`<div id="html_50832c2357764253b43172538475f39c" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 2.0</div>`)[0];
            popup_7da6f8db7a3e4afe956b09bf20bda8d4.setContent(html_50832c2357764253b43172538475f39c);
        

        circle_marker_239926153d5e4138a5b5826c99735a30.bindPopup(popup_7da6f8db7a3e4afe956b09bf20bda8d4)
        ;

        
    
    
            var circle_marker_28c9a95de1b74c6eb1e0710927f6a6f2 = L.circleMarker(
                [43.7279292, -79.26202940000002],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_71caa5f500404d348fe241d69e65fa6f = L.popup({"maxWidth": "100%"});

        
            var html_4cdbd6c9a6454422b0c4e07a47035f7f = $(`<div id="html_4cdbd6c9a6454422b0c4e07a47035f7f" style="width: 100.0%; height: 100.0%;">Kennedy Park, Ionview, East Birchmount Park Cluster 2.0</div>`)[0];
            popup_71caa5f500404d348fe241d69e65fa6f.setContent(html_4cdbd6c9a6454422b0c4e07a47035f7f);
        

        circle_marker_28c9a95de1b74c6eb1e0710927f6a6f2.bindPopup(popup_71caa5f500404d348fe241d69e65fa6f)
        ;

        
    
    
            var circle_marker_d2f9ab2952ca48068f854f72ac9b93aa = L.circleMarker(
                [43.7869473, -79.385975],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_ae68dc5e63084eb193c5c8a2dd3b4d32 = L.popup({"maxWidth": "100%"});

        
            var html_f6203fdbee2c425dac6db7d383efaaba = $(`<div id="html_f6203fdbee2c425dac6db7d383efaaba" style="width: 100.0%; height: 100.0%;">Bayview Village Cluster 2.0</div>`)[0];
            popup_ae68dc5e63084eb193c5c8a2dd3b4d32.setContent(html_f6203fdbee2c425dac6db7d383efaaba);
        

        circle_marker_d2f9ab2952ca48068f854f72ac9b93aa.bindPopup(popup_ae68dc5e63084eb193c5c8a2dd3b4d32)
        ;

        
    
    
            var circle_marker_9939a9bd42194891bb1474ed0e0039d5 = L.circleMarker(
                [43.737473200000004, -79.46476329999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_ffc2b81638594fdeb3808f3f0fbd4f81 = L.popup({"maxWidth": "100%"});

        
            var html_13b45dfc620049f6959be94b6ffa71e8 = $(`<div id="html_13b45dfc620049f6959be94b6ffa71e8" style="width: 100.0%; height: 100.0%;">Downsview Cluster 2.0</div>`)[0];
            popup_ffc2b81638594fdeb3808f3f0fbd4f81.setContent(html_13b45dfc620049f6959be94b6ffa71e8);
        

        circle_marker_9939a9bd42194891bb1474ed0e0039d5.bindPopup(popup_ffc2b81638594fdeb3808f3f0fbd4f81)
        ;

        
    
    
            var circle_marker_91ca14864a134c28ae9ec9ca1ca7bfa5 = L.circleMarker(
                [43.6795571, -79.352188],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_be9257173f594da4a479f94216b008dc = L.popup({"maxWidth": "100%"});

        
            var html_5d82680a766541799a0e59c4f255d85d = $(`<div id="html_5d82680a766541799a0e59c4f255d85d" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale Cluster 2.0</div>`)[0];
            popup_be9257173f594da4a479f94216b008dc.setContent(html_5d82680a766541799a0e59c4f255d85d);
        

        circle_marker_91ca14864a134c28ae9ec9ca1ca7bfa5.bindPopup(popup_be9257173f594da4a479f94216b008dc)
        ;

        
    
    
            var circle_marker_b0811bb56cd4471f9172a6067dd2a366 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_88aef92458aa4cb394135b90d6bd2ce5 = L.popup({"maxWidth": "100%"});

        
            var html_91df72cadfa942658168a7cb67d2342d = $(`<div id="html_91df72cadfa942658168a7cb67d2342d" style="width: 100.0%; height: 100.0%;">Toronto Dominion Centre, Design Exchange Cluster 2.0</div>`)[0];
            popup_88aef92458aa4cb394135b90d6bd2ce5.setContent(html_91df72cadfa942658168a7cb67d2342d);
        

        circle_marker_b0811bb56cd4471f9172a6067dd2a366.bindPopup(popup_88aef92458aa4cb394135b90d6bd2ce5)
        ;

        
    
    
            var circle_marker_48f71eb52a0441f9b6c92f32bf534a49 = L.circleMarker(
                [43.6368472, -79.42819140000002],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_da8de05dfe264b4ab39795381f521681 = L.popup({"maxWidth": "100%"});

        
            var html_9211188eeb4146898512731318e7a411 = $(`<div id="html_9211188eeb4146898512731318e7a411" style="width: 100.0%; height: 100.0%;">Brockton, Parkdale Village, Exhibition Place Cluster 2.0</div>`)[0];
            popup_da8de05dfe264b4ab39795381f521681.setContent(html_9211188eeb4146898512731318e7a411);
        

        circle_marker_48f71eb52a0441f9b6c92f32bf534a49.bindPopup(popup_da8de05dfe264b4ab39795381f521681)
        ;

        
    
    
            var circle_marker_87b4375929594002a0d93094894846fe = L.circleMarker(
                [43.711111700000004, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_bf93ce708f474399a491b527eda24b79 = L.popup({"maxWidth": "100%"});

        
            var html_82001b262b1a42aab084db8089333109 = $(`<div id="html_82001b262b1a42aab084db8089333109" style="width: 100.0%; height: 100.0%;">Golden Mile, Clairlea, Oakridge Cluster 2.0</div>`)[0];
            popup_bf93ce708f474399a491b527eda24b79.setContent(html_82001b262b1a42aab084db8089333109);
        

        circle_marker_87b4375929594002a0d93094894846fe.bindPopup(popup_bf93ce708f474399a491b527eda24b79)
        ;

        
    
    
            var circle_marker_784100f6cc8f4ef9aff01465174f9c4b = L.circleMarker(
                [43.7574902, -79.37471409999999],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_2fc3ec20c2a042f7b807a12b236e6dfa = L.popup({"maxWidth": "100%"});

        
            var html_d2d1b82bb9f441ec94ba0133b7cedd99 = $(`<div id="html_d2d1b82bb9f441ec94ba0133b7cedd99" style="width: 100.0%; height: 100.0%;">York Mills, Silver Hills Cluster 4.0</div>`)[0];
            popup_2fc3ec20c2a042f7b807a12b236e6dfa.setContent(html_d2d1b82bb9f441ec94ba0133b7cedd99);
        

        circle_marker_784100f6cc8f4ef9aff01465174f9c4b.bindPopup(popup_2fc3ec20c2a042f7b807a12b236e6dfa)
        ;

        
    
    
            var circle_marker_13ef80e9a543483392dd4170e15301ac = L.circleMarker(
                [43.7390146, -79.5069436],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_a7913e5ad1114cd0bd6612a184ba8a15 = L.popup({"maxWidth": "100%"});

        
            var html_6e9ab01b2d33427dab2c4409ad91ee18 = $(`<div id="html_6e9ab01b2d33427dab2c4409ad91ee18" style="width: 100.0%; height: 100.0%;">Downsview Cluster 2.0</div>`)[0];
            popup_a7913e5ad1114cd0bd6612a184ba8a15.setContent(html_6e9ab01b2d33427dab2c4409ad91ee18);
        

        circle_marker_13ef80e9a543483392dd4170e15301ac.bindPopup(popup_a7913e5ad1114cd0bd6612a184ba8a15)
        ;

        
    
    
            var circle_marker_8015dcf7f20546efa4a490b4451922fd = L.circleMarker(
                [43.6689985, -79.31557159999998],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_884b53ea063b4904b3eebde0862fc2cd = L.popup({"maxWidth": "100%"});

        
            var html_c3c4ad16c0c14fc284b838775ac1fc6e = $(`<div id="html_c3c4ad16c0c14fc284b838775ac1fc6e" style="width: 100.0%; height: 100.0%;">India Bazaar, The Beaches West Cluster 2.0</div>`)[0];
            popup_884b53ea063b4904b3eebde0862fc2cd.setContent(html_c3c4ad16c0c14fc284b838775ac1fc6e);
        

        circle_marker_8015dcf7f20546efa4a490b4451922fd.bindPopup(popup_884b53ea063b4904b3eebde0862fc2cd)
        ;

        
    
    
            var circle_marker_f8f1719f95734c4284c6b908aa910b6b = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_6667167e4586490982959322bc6292d2 = L.popup({"maxWidth": "100%"});

        
            var html_8feb0759e85d421ea0231ebcf2c84820 = $(`<div id="html_8feb0759e85d421ea0231ebcf2c84820" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel Cluster 2.0</div>`)[0];
            popup_6667167e4586490982959322bc6292d2.setContent(html_8feb0759e85d421ea0231ebcf2c84820);
        

        circle_marker_f8f1719f95734c4284c6b908aa910b6b.bindPopup(popup_6667167e4586490982959322bc6292d2)
        ;

        
    
    
            var circle_marker_4e40f939b6794075aa97166ebf063fa1 = L.circleMarker(
                [43.713756200000006, -79.4900738],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_1fcbef7f4a6c4388843ff444b5b3feed = L.popup({"maxWidth": "100%"});

        
            var html_cd199acd7e6b438590df0121d5c9b19b = $(`<div id="html_cd199acd7e6b438590df0121d5c9b19b" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park Cluster 2.0</div>`)[0];
            popup_1fcbef7f4a6c4388843ff444b5b3feed.setContent(html_cd199acd7e6b438590df0121d5c9b19b);
        

        circle_marker_4e40f939b6794075aa97166ebf063fa1.bindPopup(popup_1fcbef7f4a6c4388843ff444b5b3feed)
        ;

        
    
    
            var circle_marker_48db37663d304b5a8d01a9b6ba681c4d = L.circleMarker(
                [43.7563033, -79.56596329999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_bfc9fe5f55b3489fa0efe93fd9b68487 = L.popup({"maxWidth": "100%"});

        
            var html_e437180af4e541a8980559fac1f7fd7a = $(`<div id="html_e437180af4e541a8980559fac1f7fd7a" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 2.0</div>`)[0];
            popup_bfc9fe5f55b3489fa0efe93fd9b68487.setContent(html_e437180af4e541a8980559fac1f7fd7a);
        

        circle_marker_48db37663d304b5a8d01a9b6ba681c4d.bindPopup(popup_bfc9fe5f55b3489fa0efe93fd9b68487)
        ;

        
    
    
            var circle_marker_f3ece78058754271ac0e3c794db612c6 = L.circleMarker(
                [43.716316, -79.23947609999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_4ff65f61078d44f2838212a0f30ec141 = L.popup({"maxWidth": "100%"});

        
            var html_7d674df5655b4bb191f696dd6bf66f5f = $(`<div id="html_7d674df5655b4bb191f696dd6bf66f5f" style="width: 100.0%; height: 100.0%;">Cliffside, Cliffcrest, Scarborough Village West Cluster 2.0</div>`)[0];
            popup_4ff65f61078d44f2838212a0f30ec141.setContent(html_7d674df5655b4bb191f696dd6bf66f5f);
        

        circle_marker_f3ece78058754271ac0e3c794db612c6.bindPopup(popup_4ff65f61078d44f2838212a0f30ec141)
        ;

        
    
    
            var circle_marker_0b3663de05304b8a902aa0897c698ca0 = L.circleMarker(
                [43.789053, -79.40849279999999],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_7b2cc4d341944511a6eb52e3122d2155 = L.popup({"maxWidth": "100%"});

        
            var html_7f8db386a8474decbc643b0307d0ccdf = $(`<div id="html_7f8db386a8474decbc643b0307d0ccdf" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook Cluster 4.0</div>`)[0];
            popup_7b2cc4d341944511a6eb52e3122d2155.setContent(html_7f8db386a8474decbc643b0307d0ccdf);
        

        circle_marker_0b3663de05304b8a902aa0897c698ca0.bindPopup(popup_7b2cc4d341944511a6eb52e3122d2155)
        ;

        
    
    
            var circle_marker_491c2927d4e449e4ba2d4a236466c1be = L.circleMarker(
                [43.7284964, -79.49569740000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_4f91297edf2b4299829261634cd9e798 = L.popup({"maxWidth": "100%"});

        
            var html_3708d0e2797742268fe2b78a93c17c62 = $(`<div id="html_3708d0e2797742268fe2b78a93c17c62" style="width: 100.0%; height: 100.0%;">Downsview Cluster 2.0</div>`)[0];
            popup_4f91297edf2b4299829261634cd9e798.setContent(html_3708d0e2797742268fe2b78a93c17c62);
        

        circle_marker_491c2927d4e449e4ba2d4a236466c1be.bindPopup(popup_4f91297edf2b4299829261634cd9e798)
        ;

        
    
    
            var circle_marker_253aeae75eff48f0afa151e41a55fd8e = L.circleMarker(
                [43.6595255, -79.340923],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_7a663b027ace4a3cb32921820bf3aa48 = L.popup({"maxWidth": "100%"});

        
            var html_ba9c1176fea64211b8acf522a0b0f0c8 = $(`<div id="html_ba9c1176fea64211b8acf522a0b0f0c8" style="width: 100.0%; height: 100.0%;">Studio District Cluster 2.0</div>`)[0];
            popup_7a663b027ace4a3cb32921820bf3aa48.setContent(html_ba9c1176fea64211b8acf522a0b0f0c8);
        

        circle_marker_253aeae75eff48f0afa151e41a55fd8e.bindPopup(popup_7a663b027ace4a3cb32921820bf3aa48)
        ;

        
    
    
            var circle_marker_b9360265b7594262b0794491eef5a136 = L.circleMarker(
                [43.7332825, -79.4197497],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_279e749665b34684aa4723729e971d88 = L.popup({"maxWidth": "100%"});

        
            var html_27de0ba1ec4e4e4ab9d7b229993e1ba6 = $(`<div id="html_27de0ba1ec4e4e4ab9d7b229993e1ba6" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East Cluster 2.0</div>`)[0];
            popup_279e749665b34684aa4723729e971d88.setContent(html_27de0ba1ec4e4e4ab9d7b229993e1ba6);
        

        circle_marker_b9360265b7594262b0794491eef5a136.bindPopup(popup_279e749665b34684aa4723729e971d88)
        ;

        
    
    
            var circle_marker_71e8294bc62d4df8b8e5915a39609e16 = L.circleMarker(
                [43.6911158, -79.47601329999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_ce772d388534442a89c84b9ad10768d9 = L.popup({"maxWidth": "100%"});

        
            var html_277984a5d4a14a388394fdb7f4b1fc17 = $(`<div id="html_277984a5d4a14a388394fdb7f4b1fc17" style="width: 100.0%; height: 100.0%;">Del Ray, Mount Dennis, Keelsdale and Silverthorn Cluster 2.0</div>`)[0];
            popup_ce772d388534442a89c84b9ad10768d9.setContent(html_277984a5d4a14a388394fdb7f4b1fc17);
        

        circle_marker_71e8294bc62d4df8b8e5915a39609e16.bindPopup(popup_ce772d388534442a89c84b9ad10768d9)
        ;

        
    
    
            var circle_marker_dc11b8e988f940dbbf5ea568c76f2687 = L.circleMarker(
                [43.7247659, -79.53224240000002],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_6a5513b05d2b4a2080a7b7db841b53bb = L.popup({"maxWidth": "100%"});

        
            var html_fdb6a555e8ba48c19876ff247c479d13 = $(`<div id="html_fdb6a555e8ba48c19876ff247c479d13" style="width: 100.0%; height: 100.0%;">Humberlea, Emery Cluster 2.0</div>`)[0];
            popup_6a5513b05d2b4a2080a7b7db841b53bb.setContent(html_fdb6a555e8ba48c19876ff247c479d13);
        

        circle_marker_dc11b8e988f940dbbf5ea568c76f2687.bindPopup(popup_6a5513b05d2b4a2080a7b7db841b53bb)
        ;

        
    
    
            var circle_marker_76aa8b175d6c4be792d7979ae32390ec = L.circleMarker(
                [43.692657000000004, -79.2648481],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_a85b06ad8d2045608c643af0761a97cf = L.popup({"maxWidth": "100%"});

        
            var html_dc3f0197d0b94e1899ec63355ed5c2f4 = $(`<div id="html_dc3f0197d0b94e1899ec63355ed5c2f4" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West Cluster 2.0</div>`)[0];
            popup_a85b06ad8d2045608c643af0761a97cf.setContent(html_dc3f0197d0b94e1899ec63355ed5c2f4);
        

        circle_marker_76aa8b175d6c4be792d7979ae32390ec.bindPopup(popup_a85b06ad8d2045608c643af0761a97cf)
        ;

        
    
    
            var circle_marker_8037d373f8634b44a3102f5870f2137f = L.circleMarker(
                [43.7701199, -79.40849279999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_457cd8446bcd46e8b16c1a1c984bdf8b = L.popup({"maxWidth": "100%"});

        
            var html_62c5bfb5c26444d89d863be030dd5041 = $(`<div id="html_62c5bfb5c26444d89d863be030dd5041" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East Cluster 2.0</div>`)[0];
            popup_457cd8446bcd46e8b16c1a1c984bdf8b.setContent(html_62c5bfb5c26444d89d863be030dd5041);
        

        circle_marker_8037d373f8634b44a3102f5870f2137f.bindPopup(popup_457cd8446bcd46e8b16c1a1c984bdf8b)
        ;

        
    
    
            var circle_marker_e0da070a79124b4da3595cfa9d1ce8fb = L.circleMarker(
                [43.7616313, -79.52099940000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_537a340bdb3f4521807a5a18ef885316 = L.popup({"maxWidth": "100%"});

        
            var html_e61bddd7d9304be3ac58fae70bc1f74f = $(`<div id="html_e61bddd7d9304be3ac58fae70bc1f74f" style="width: 100.0%; height: 100.0%;">Downsview Cluster 2.0</div>`)[0];
            popup_537a340bdb3f4521807a5a18ef885316.setContent(html_e61bddd7d9304be3ac58fae70bc1f74f);
        

        circle_marker_e0da070a79124b4da3595cfa9d1ce8fb.bindPopup(popup_537a340bdb3f4521807a5a18ef885316)
        ;

        
    
    
            var circle_marker_93e4a3ca1a274ce8879f18d26ebe7ca0 = 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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_05e1019345264cc68cc4dad1034ae2db = L.popup({"maxWidth": "100%"});

        
            var html_2539e845c4a24ee1b8636da0de201752 = $(`<div id="html_2539e845c4a24ee1b8636da0de201752" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 2.0</div>`)[0];
            popup_05e1019345264cc68cc4dad1034ae2db.setContent(html_2539e845c4a24ee1b8636da0de201752);
        

        circle_marker_93e4a3ca1a274ce8879f18d26ebe7ca0.bindPopup(popup_05e1019345264cc68cc4dad1034ae2db)
        ;

        
    
    
            var circle_marker_8a360284cc3948b4b096d41a44342653 = L.circleMarker(
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        var popup_36d26511387a4df19787d7058411d5ee = L.popup({"maxWidth": "100%"});

        
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            popup_291347e8a58945f7baf65858f8e72bc3.setContent(html_22980da1a8514c1c92c6d92614b87d7c);
        

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            popup_c17667deb1634622817a361318d10759.setContent(html_51d438cdcad0404b82bf7b19b51bf9a2);
        

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            popup_cfc112027b8840f2896b98b7c0d5c7d1.setContent(html_0a77d3811ddb4ee7ab5d04805e0cf8f9);
        

        circle_marker_5086467a571f4a33824434d8a0e01bae.bindPopup(popup_cfc112027b8840f2896b98b7c0d5c7d1)
        ;

        
    
    
            var circle_marker_0f403c506e484ab79998572e2ebd5921 = L.circleMarker(
                [43.6515706, -79.4844499],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_5efac31fb4f443398569bb5c87f74df9 = L.popup({"maxWidth": "100%"});

        
            var html_066cd948f471411f8e1b09fdb452d349 = $(`<div id="html_066cd948f471411f8e1b09fdb452d349" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 2.0</div>`)[0];
            popup_5efac31fb4f443398569bb5c87f74df9.setContent(html_066cd948f471411f8e1b09fdb452d349);
        

        circle_marker_0f403c506e484ab79998572e2ebd5921.bindPopup(popup_5efac31fb4f443398569bb5c87f74df9)
        ;

        
    
    
            var circle_marker_3066637680d34774a3d958ce204c10b1 = L.circleMarker(
                [43.7816375, -79.3043021],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_28cd811ede1148bdb157dbf5dbf492bd = L.popup({"maxWidth": "100%"});

        
            var html_0ba6e5f8ac16494ea83d1965e5e11df9 = $(`<div id="html_0ba6e5f8ac16494ea83d1965e5e11df9" style="width: 100.0%; height: 100.0%;">Clarks Corners, Tam O&#39;Shanter, Sullivan Cluster 2.0</div>`)[0];
            popup_28cd811ede1148bdb157dbf5dbf492bd.setContent(html_0ba6e5f8ac16494ea83d1965e5e11df9);
        

        circle_marker_3066637680d34774a3d958ce204c10b1.bindPopup(popup_28cd811ede1148bdb157dbf5dbf492bd)
        ;

        
    
    
            var circle_marker_b889ee358d654cf0b70274eddd2e9287 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_a73a1858cd9042599c316a10640d9b1e = L.popup({"maxWidth": "100%"});

        
            var html_6f9312e3e20e4bfbba56617d5a825f62 = $(`<div id="html_6f9312e3e20e4bfbba56617d5a825f62" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East Cluster 2.0</div>`)[0];
            popup_a73a1858cd9042599c316a10640d9b1e.setContent(html_6f9312e3e20e4bfbba56617d5a825f62);
        

        circle_marker_b889ee358d654cf0b70274eddd2e9287.bindPopup(popup_a73a1858cd9042599c316a10640d9b1e)
        ;

        
    
    
            var circle_marker_4f6a0f8970b44644b1a7a9d83b256279 = L.circleMarker(
                [43.6532057, -79.4000493],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_6909507ee70d4097b476e0c27a2a21f1 = L.popup({"maxWidth": "100%"});

        
            var html_acba41deb46b4d978d2f606a68386498 = $(`<div id="html_acba41deb46b4d978d2f606a68386498" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park Cluster 2.0</div>`)[0];
            popup_6909507ee70d4097b476e0c27a2a21f1.setContent(html_acba41deb46b4d978d2f606a68386498);
        

        circle_marker_4f6a0f8970b44644b1a7a9d83b256279.bindPopup(popup_6909507ee70d4097b476e0c27a2a21f1)
        ;

        
    
    
            var circle_marker_0e2855d5f67b4e3a8409682051af1c7a = L.circleMarker(
                [43.8152522, -79.2845772],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_a69ff4aa2e9c408a9fe5827fd84c3e9b = L.popup({"maxWidth": "100%"});

        
            var html_f294bbb0ca7c430f9b420af34f142fbb = $(`<div id="html_f294bbb0ca7c430f9b420af34f142fbb" style="width: 100.0%; height: 100.0%;">Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East Cluster 0.0</div>`)[0];
            popup_a69ff4aa2e9c408a9fe5827fd84c3e9b.setContent(html_f294bbb0ca7c430f9b420af34f142fbb);
        

        circle_marker_0e2855d5f67b4e3a8409682051af1c7a.bindPopup(popup_a69ff4aa2e9c408a9fe5827fd84c3e9b)
        ;

        
    
    
            var circle_marker_07e2f5b4630a458cb878d927bc29da83 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_65a9207dc04e4b7aa883401de2e3349a = L.popup({"maxWidth": "100%"});

        
            var html_703d45835a134bfeb56f386324484f9b = $(`<div id="html_703d45835a134bfeb56f386324484f9b" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park Cluster 2.0</div>`)[0];
            popup_65a9207dc04e4b7aa883401de2e3349a.setContent(html_703d45835a134bfeb56f386324484f9b);
        

        circle_marker_07e2f5b4630a458cb878d927bc29da83.bindPopup(popup_65a9207dc04e4b7aa883401de2e3349a)
        ;

        
    
    
            var circle_marker_13bc6572a77640b6a2e42d227e43ff24 = L.circleMarker(
                [43.6289467, -79.3944199],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_44f8a03f06f4409296afe313d5dfdb44 = L.popup({"maxWidth": "100%"});

        
            var html_de9dcfd68dfa47dbabd19113e8e368b5 = $(`<div id="html_de9dcfd68dfa47dbabd19113e8e368b5" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport Cluster 2.0</div>`)[0];
            popup_44f8a03f06f4409296afe313d5dfdb44.setContent(html_de9dcfd68dfa47dbabd19113e8e368b5);
        

        circle_marker_13bc6572a77640b6a2e42d227e43ff24.bindPopup(popup_44f8a03f06f4409296afe313d5dfdb44)
        ;

        
    
    
            var circle_marker_897cfbbedbc4494abbf9df00cb4a43ce = L.circleMarker(
                [43.6056466, -79.50132070000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_9b93591a924d45fcaae74c8827b9037b = L.popup({"maxWidth": "100%"});

        
            var html_3b53739e578742519f08aecb7e8956f1 = $(`<div id="html_3b53739e578742519f08aecb7e8956f1" style="width: 100.0%; height: 100.0%;">New Toronto, Mimico South, Humber Bay Shores Cluster 2.0</div>`)[0];
            popup_9b93591a924d45fcaae74c8827b9037b.setContent(html_3b53739e578742519f08aecb7e8956f1);
        

        circle_marker_897cfbbedbc4494abbf9df00cb4a43ce.bindPopup(popup_9b93591a924d45fcaae74c8827b9037b)
        ;

        
    
    
            var circle_marker_a40b3ae1ba404b6bafe016249777209d = L.circleMarker(
                [43.739416399999996, -79.5884369],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_e0e347bc04434200a2cbeba45f1915f1 = L.popup({"maxWidth": "100%"});

        
            var html_b37f295a0f8b48ff858e982b996fb820 = $(`<div id="html_b37f295a0f8b48ff858e982b996fb820" style="width: 100.0%; height: 100.0%;">South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens Cluster 2.0</div>`)[0];
            popup_e0e347bc04434200a2cbeba45f1915f1.setContent(html_b37f295a0f8b48ff858e982b996fb820);
        

        circle_marker_a40b3ae1ba404b6bafe016249777209d.bindPopup(popup_e0e347bc04434200a2cbeba45f1915f1)
        ;

        
    
    
            var circle_marker_7e47af9ebb1e4e2fb6c59f59457760b1 = L.circleMarker(
                [43.799525200000005, -79.3183887],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_0fd2c7acdf964f65a5068ae7d5d88064 = L.popup({"maxWidth": "100%"});

        
            var html_1d14b59b1fac4b06953419b3edb594d9 = $(`<div id="html_1d14b59b1fac4b06953419b3edb594d9" style="width: 100.0%; height: 100.0%;">Steeles West, L&#39;Amoreaux West Cluster 2.0</div>`)[0];
            popup_0fd2c7acdf964f65a5068ae7d5d88064.setContent(html_1d14b59b1fac4b06953419b3edb594d9);
        

        circle_marker_7e47af9ebb1e4e2fb6c59f59457760b1.bindPopup(popup_0fd2c7acdf964f65a5068ae7d5d88064)
        ;

        
    
    
            var circle_marker_c07dd1f69a094443bbdf01d1678ecfc1 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_5594015971994469a984a89f8579b63b = L.popup({"maxWidth": "100%"});

        
            var html_b36fb4ef1cf844baa9c6f20033da8c9c = $(`<div id="html_b36fb4ef1cf844baa9c6f20033da8c9c" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 4.0</div>`)[0];
            popup_5594015971994469a984a89f8579b63b.setContent(html_b36fb4ef1cf844baa9c6f20033da8c9c);
        

        circle_marker_c07dd1f69a094443bbdf01d1678ecfc1.bindPopup(popup_5594015971994469a984a89f8579b63b)
        ;

        
    
    
            var circle_marker_9767087364094debb39ae86122cdfbd8 = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_4aa40574f6d948559f6904068ed9b950 = L.popup({"maxWidth": "100%"});

        
            var html_c599443c517d4eabb0cdca6aa897c252 = $(`<div id="html_c599443c517d4eabb0cdca6aa897c252" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes Cluster 2.0</div>`)[0];
            popup_4aa40574f6d948559f6904068ed9b950.setContent(html_c599443c517d4eabb0cdca6aa897c252);
        

        circle_marker_9767087364094debb39ae86122cdfbd8.bindPopup(popup_4aa40574f6d948559f6904068ed9b950)
        ;

        
    
    
            var circle_marker_fe9168d27c9741eebbb1bc2c1129a613 = L.circleMarker(
                [43.60241370000001, -79.54348409999999],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_4d6255a686b941baa15be2f64650dc9e = L.popup({"maxWidth": "100%"});

        
            var html_33583c960b6c43d3939cd1dd9b9e8a41 = $(`<div id="html_33583c960b6c43d3939cd1dd9b9e8a41" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch Cluster 2.0</div>`)[0];
            popup_4d6255a686b941baa15be2f64650dc9e.setContent(html_33583c960b6c43d3939cd1dd9b9e8a41);
        

        circle_marker_fe9168d27c9741eebbb1bc2c1129a613.bindPopup(popup_4d6255a686b941baa15be2f64650dc9e)
        ;

        
    
    
            var circle_marker_5b8d0ddf74fd4af49823ec4d64cbb55c = L.circleMarker(
                [43.706748299999994, -79.5940544],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_986c569aa9d440f1aca0f56e01825c80 = L.popup({"maxWidth": "100%"});

        
            var html_6ab644c115d1441db075952746d8e52f = $(`<div id="html_6ab644c115d1441db075952746d8e52f" style="width: 100.0%; height: 100.0%;">Northwest, West Humber - Clairville Cluster 2.0</div>`)[0];
            popup_986c569aa9d440f1aca0f56e01825c80.setContent(html_6ab644c115d1441db075952746d8e52f);
        

        circle_marker_5b8d0ddf74fd4af49823ec4d64cbb55c.bindPopup(popup_986c569aa9d440f1aca0f56e01825c80)
        ;

        
    
    
            var circle_marker_e5bcb08d26d341db88a4b9b40e7b5709 = L.circleMarker(
                [43.667967, -79.3676753],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_35b5c99fac3e4d93969d72b44b1d9fd4 = L.popup({"maxWidth": "100%"});

        
            var html_2593b1d451b7412086ac691270c0e972 = $(`<div id="html_2593b1d451b7412086ac691270c0e972" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown Cluster 2.0</div>`)[0];
            popup_35b5c99fac3e4d93969d72b44b1d9fd4.setContent(html_2593b1d451b7412086ac691270c0e972);
        

        circle_marker_e5bcb08d26d341db88a4b9b40e7b5709.bindPopup(popup_35b5c99fac3e4d93969d72b44b1d9fd4)
        ;

        
    
    
            var circle_marker_25483f3b359c410cac46b60f94ac0386 = L.circleMarker(
                [43.6484292, -79.3822802],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_1cca0d01874a467987104911bfa0dcc8 = L.popup({"maxWidth": "100%"});

        
            var html_83cf36a2dfd94b7786d91df7b1b3f81a = $(`<div id="html_83cf36a2dfd94b7786d91df7b1b3f81a" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 2.0</div>`)[0];
            popup_1cca0d01874a467987104911bfa0dcc8.setContent(html_83cf36a2dfd94b7786d91df7b1b3f81a);
        

        circle_marker_25483f3b359c410cac46b60f94ac0386.bindPopup(popup_1cca0d01874a467987104911bfa0dcc8)
        ;

        
    
    
            var circle_marker_79af06cd12f049309154c6751696649f = L.circleMarker(
                [43.653653600000005, -79.5069436],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_915a046f01554440aeb098880d24b23e = L.popup({"maxWidth": "100%"});

        
            var html_ade1f315648441e9959ef97b58efd23f = $(`<div id="html_ade1f315648441e9959ef97b58efd23f" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North Cluster 4.0</div>`)[0];
            popup_915a046f01554440aeb098880d24b23e.setContent(html_ade1f315648441e9959ef97b58efd23f);
        

        circle_marker_79af06cd12f049309154c6751696649f.bindPopup(popup_915a046f01554440aeb098880d24b23e)
        ;

        
    
    
            var circle_marker_97fb4f25cc1a4d708ca76071c85feb32 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_363013fd4e8447c59eb6d6d411e6c2c4 = L.popup({"maxWidth": "100%"});

        
            var html_7064c223ab8a4121922ed8df807c430d = $(`<div id="html_7064c223ab8a4121922ed8df807c430d" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 2.0</div>`)[0];
            popup_363013fd4e8447c59eb6d6d411e6c2c4.setContent(html_7064c223ab8a4121922ed8df807c430d);
        

        circle_marker_97fb4f25cc1a4d708ca76071c85feb32.bindPopup(popup_363013fd4e8447c59eb6d6d411e6c2c4)
        ;

        
    
    
            var circle_marker_b590fa8a2d304c868c55deb04b546a31 = L.circleMarker(
                [43.6627439, -79.321558],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_f62e1124afd34a4db2c4e20a2e6fcd9b = L.popup({"maxWidth": "100%"});

        
            var html_0ead1042318b4e42b52d4ccb1652be1d = $(`<div id="html_0ead1042318b4e42b52d4ccb1652be1d" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre, South Central Letter Processing Plant Toronto Cluster 2.0</div>`)[0];
            popup_f62e1124afd34a4db2c4e20a2e6fcd9b.setContent(html_0ead1042318b4e42b52d4ccb1652be1d);
        

        circle_marker_b590fa8a2d304c868c55deb04b546a31.bindPopup(popup_f62e1124afd34a4db2c4e20a2e6fcd9b)
        ;

        
    
    
            var circle_marker_8e90876a74fa40a491b8317ef2dfb119 = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"bubblingMouseEvents": true, "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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_457f134ce5254d238d9d47e0b938839c = L.popup({"maxWidth": "100%"});

        
            var html_21f47351cfcd426ca8a1540f2fa077e4 = $(`<div id="html_21f47351cfcd426ca8a1540f2fa077e4" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East Cluster 4.0</div>`)[0];
            popup_457f134ce5254d238d9d47e0b938839c.setContent(html_21f47351cfcd426ca8a1540f2fa077e4);
        

        circle_marker_8e90876a74fa40a491b8317ef2dfb119.bindPopup(popup_457f134ce5254d238d9d47e0b938839c)
        ;

        
    
    
            var circle_marker_ae74c76b5e2e45d29b87c0ce1e511b4f = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"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_262c6786e3a9456ab17b1fc721c67b0d);
        
    
        var popup_ec1bb9c725784efd913a825c73898c2d = L.popup({"maxWidth": "100%"});

        
            var html_d92c5b91365e41a9bdb0406986204122 = $(`<div id="html_d92c5b91365e41a9bdb0406986204122" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West Cluster 2.0</div>`)[0];
            popup_ec1bb9c725784efd913a825c73898c2d.setContent(html_d92c5b91365e41a9bdb0406986204122);
        

        circle_marker_ae74c76b5e2e45d29b87c0ce1e511b4f.bindPopup(popup_ec1bb9c725784efd913a825c73898c2d)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>",
                        "text/plain": "<folium.folium.Map at 0x7f0b3688d6d0>"
                    },
                    "execution_count": 350,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# create map\nmap_clusters = folium.Map(location=[latitude, longitude], zoom_start=10)\n\n# set color scheme for the clusters\nx = np.arange(kclusters)\nys = [i + x + (i*x)**2 for i in range(kclusters)]\ncolors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\nrainbow = [colors.rgb2hex(i) for i in colors_array]\n\n# add markers to the map\nmarkers_colors = []\nfor lat, lon, poi, cluster in zip(toronto_merged['Latitude'], toronto_merged['Longitude'], toronto_merged['Neighbourhood'], toronto_merged['Cluster Labels']):\n    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n    folium.CircleMarker(\n        [lat, lon],\n        radius=5,\n        popup=label,\n        color=rainbow[int(cluster)-1],\n        fill=True,\n        fill_color=rainbow[int(cluster)-1],\n        fill_opacity=0.7).add_to(map_clusters)\n       \nmap_clusters"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": " ## Examine Clusters"
        },
        {
            "cell_type": "code",
            "execution_count": 351,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>54</th>\n      <td>Scarborough</td>\n      <td>0.0</td>\n      <td>Playground</td>\n      <td>Cuban Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n      <td>Dessert Shop</td>\n    </tr>\n    <tr>\n      <th>135</th>\n      <td>Scarborough</td>\n      <td>0.0</td>\n      <td>Playground</td>\n      <td>Park</td>\n      <td>Intersection</td>\n      <td>Curling Ice</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "         Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n54   Scarborough             0.0            Playground      Cuban Restaurant   \n135  Scarborough             0.0            Playground                  Park   \n\n    3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n54              Drugstore            Donut Shop               Dog Run   \n135          Intersection           Curling Ice             Drugstore   \n\n    6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n54    Distribution Center        Discount Store                 Diner   \n135            Donut Shop               Dog Run   Distribution Center   \n\n    9th Most Common Venue 10th Most Common Venue  \n54     Dim Sum Restaurant           Dessert Shop  \n135        Discount Store                  Diner  "
                    },
                    "execution_count": 351,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_merged.loc[toronto_merged['Cluster Labels'] == 0, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
        },
        {
            "cell_type": "code",
            "execution_count": 352,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>9</th>\n      <td>Scarborough</td>\n      <td>1.0</td>\n      <td>Fast Food Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "       Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n9  Scarborough             1.0  Fast Food Restaurant           Yoga Studio   \n\n  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n9           Curling Ice             Drugstore            Donut Shop   \n\n  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n9               Dog Run   Distribution Center        Discount Store   \n\n  9th Most Common Venue 10th Most Common Venue  \n9                 Diner     Dim Sum Restaurant  "
                    },
                    "execution_count": 352,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_merged.loc[toronto_merged['Cluster Labels'] == 1, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
        },
        {
            "cell_type": "code",
            "execution_count": 353,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>French Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Portuguese Restaurant</td>\n      <td>Hockey Arena</td>\n      <td>Dessert Shop</td>\n      <td>Curling Ice</td>\n      <td>Dance Studio</td>\n      <td>Deli / Bodega</td>\n      <td>Department Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Bakery</td>\n      <td>Park</td>\n      <td>Breakfast Spot</td>\n      <td>Pub</td>\n      <td>Caf\u00e9</td>\n      <td>Restaurant</td>\n      <td>Chocolate Shop</td>\n      <td>Performing Arts Venue</td>\n      <td>Mexican Restaurant</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Clothing Store</td>\n      <td>Accessories Store</td>\n      <td>Boutique</td>\n      <td>Furniture / Home Store</td>\n      <td>Event Space</td>\n      <td>Miscellaneous Shop</td>\n      <td>Shoe Store</td>\n      <td>Coffee Shop</td>\n      <td>Vietnamese Restaurant</td>\n      <td>Airport Terminal</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Sushi Restaurant</td>\n      <td>Gym</td>\n      <td>Park</td>\n      <td>Bar</td>\n      <td>Beer Bar</td>\n      <td>Smoothie Shop</td>\n      <td>Burrito Place</td>\n      <td>Sandwich Place</td>\n      <td>Caf\u00e9</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Gym</td>\n      <td>Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Japanese Restaurant</td>\n      <td>Beer Store</td>\n      <td>Caf\u00e9</td>\n      <td>Chinese Restaurant</td>\n      <td>Dim Sum Restaurant</td>\n      <td>Supermarket</td>\n      <td>Italian Restaurant</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>East York</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Pharmacy</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Bus Line</td>\n      <td>Flea Market</td>\n      <td>Bank</td>\n      <td>Intersection</td>\n      <td>Breakfast Spot</td>\n      <td>Gastropub</td>\n      <td>Gym / Fitness Center</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>Clothing Store</td>\n      <td>Theater</td>\n      <td>Music Venue</td>\n      <td>Steakhouse</td>\n      <td>Shopping Mall</td>\n      <td>Ramen Restaurant</td>\n      <td>Fast Food Restaurant</td>\n      <td>Bakery</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Pub</td>\n      <td>Japanese Restaurant</td>\n      <td>Bakery</td>\n      <td>Yoga Studio</td>\n      <td>Dance Studio</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Bar</td>\n      <td>Yoga Studio</td>\n      <td>Escape Room</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Gym</td>\n      <td>Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Japanese Restaurant</td>\n      <td>Beer Store</td>\n      <td>Caf\u00e9</td>\n      <td>Chinese Restaurant</td>\n      <td>Dim Sum Restaurant</td>\n      <td>Supermarket</td>\n      <td>Italian Restaurant</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>East York</td>\n      <td>2.0</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Curling Ice</td>\n      <td>Beer Store</td>\n      <td>Skating Rink</td>\n      <td>Spa</td>\n      <td>Park</td>\n      <td>Colombian Restaurant</td>\n      <td>Comfort Food Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>Farmers Market</td>\n      <td>Japanese Restaurant</td>\n      <td>Gastropub</td>\n      <td>Italian Restaurant</td>\n      <td>Theater</td>\n      <td>Diner</td>\n      <td>Restaurant</td>\n      <td>Beer Bar</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>York</td>\n      <td>2.0</td>\n      <td>Playground</td>\n      <td>Field</td>\n      <td>Trail</td>\n      <td>Hockey Arena</td>\n      <td>Cuban Restaurant</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Beer Store</td>\n      <td>Pharmacy</td>\n      <td>Park</td>\n      <td>Coffee Shop</td>\n      <td>Caf\u00e9</td>\n      <td>Shopping Plaza</td>\n      <td>Liquor Store</td>\n      <td>Pet Store</td>\n      <td>Fruit &amp; Vegetable Store</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Bank</td>\n      <td>Electronics Store</td>\n      <td>Breakfast Spot</td>\n      <td>Mexican Restaurant</td>\n      <td>Intersection</td>\n      <td>Medical Center</td>\n      <td>Restaurant</td>\n      <td>Rental Car Location</td>\n      <td>Yoga Studio</td>\n      <td>Department Store</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>East Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Health Food Store</td>\n      <td>Trail</td>\n      <td>Pub</td>\n      <td>Neighborhood</td>\n      <td>Dance Studio</td>\n      <td>Deli / Bodega</td>\n      <td>Department Store</td>\n      <td>Dessert Shop</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Cocktail Bar</td>\n      <td>Farmers Market</td>\n      <td>Beer Bar</td>\n      <td>Seafood Restaurant</td>\n      <td>Fish Market</td>\n      <td>Bakery</td>\n      <td>Basketball Stadium</td>\n      <td>Jazz Club</td>\n      <td>Breakfast Spot</td>\n      <td>Liquor Store</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Korean BBQ Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Dance Studio</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>East York</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Shopping Mall</td>\n      <td>Furniture / Home Store</td>\n      <td>Burger Joint</td>\n      <td>Sporting Goods Shop</td>\n      <td>Bank</td>\n      <td>Sandwich Place</td>\n      <td>Beer Store</td>\n      <td>Smoothie Shop</td>\n      <td>Breakfast Spot</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Italian Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Yoga Studio</td>\n      <td>Poke Place</td>\n      <td>Department Store</td>\n      <td>Spa</td>\n      <td>Bubble Tea Shop</td>\n      <td>Seafood Restaurant</td>\n      <td>Sandwich Place</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Grocery Store</td>\n      <td>Caf\u00e9</td>\n      <td>Park</td>\n      <td>Restaurant</td>\n      <td>Italian Restaurant</td>\n      <td>Baby Store</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Candy Store</td>\n      <td>Coffee Shop</td>\n      <td>Nightclub</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Lounge</td>\n      <td>Thai Restaurant</td>\n      <td>Bakery</td>\n      <td>Bank</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Hakka Restaurant</td>\n      <td>Gas Station</td>\n      <td>Fried Chicken Joint</td>\n      <td>Caribbean Restaurant</td>\n      <td>Dessert Shop</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Golf Course</td>\n      <td>Pool</td>\n      <td>Dog Run</td>\n      <td>Mediterranean Restaurant</td>\n      <td>Athletics &amp; Sports</td>\n      <td>College Stadium</td>\n      <td>Dance Studio</td>\n      <td>Donut Shop</td>\n      <td>College Gym</td>\n      <td>Distribution Center</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Bank</td>\n      <td>Gas Station</td>\n      <td>Mobile Phone Shop</td>\n      <td>Bridal Shop</td>\n      <td>Shopping Mall</td>\n      <td>Deli / Bodega</td>\n      <td>Sandwich Place</td>\n      <td>Supermarket</td>\n      <td>Sushi Restaurant</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>East York</td>\n      <td>2.0</td>\n      <td>Indian Restaurant</td>\n      <td>Yoga Studio</td>\n      <td>Bank</td>\n      <td>Grocery Store</td>\n      <td>Gym</td>\n      <td>Gym / Fitness Center</td>\n      <td>Fast Food Restaurant</td>\n      <td>Discount Store</td>\n      <td>Middle Eastern Restaurant</td>\n      <td>Park</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Caf\u00e9</td>\n      <td>Steakhouse</td>\n      <td>Seafood Restaurant</td>\n      <td>Lounge</td>\n      <td>Restaurant</td>\n      <td>Speakeasy</td>\n      <td>Sushi Restaurant</td>\n      <td>Bakery</td>\n      <td>Plaza</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>West Toronto</td>\n      <td>2.0</td>\n      <td>Pharmacy</td>\n      <td>Bakery</td>\n      <td>Park</td>\n      <td>Music Venue</td>\n      <td>Brewery</td>\n      <td>Supermarket</td>\n      <td>Bar</td>\n      <td>Bank</td>\n      <td>Caf\u00e9</td>\n      <td>Middle Eastern Restaurant</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Clothing Store</td>\n      <td>Coffee Shop</td>\n      <td>Bank</td>\n      <td>Restaurant</td>\n      <td>Juice Bar</td>\n      <td>Bakery</td>\n      <td>Salon / Barbershop</td>\n      <td>Department Store</td>\n      <td>Theater</td>\n      <td>Food Court</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Caribbean Restaurant</td>\n      <td>Miscellaneous Shop</td>\n      <td>Coffee Shop</td>\n      <td>Massage Studio</td>\n      <td>Falafel Restaurant</td>\n      <td>Bar</td>\n      <td>Furniture / Home Store</td>\n      <td>Yoga Studio</td>\n      <td>Department Store</td>\n      <td>Dessert Shop</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Park</td>\n      <td>Plaza</td>\n      <td>Hotel</td>\n      <td>Japanese Restaurant</td>\n      <td>Dance Studio</td>\n      <td>Salad Place</td>\n      <td>Deli / Bodega</td>\n      <td>Roof Deck</td>\n      <td>Dessert Shop</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>West Toronto</td>\n      <td>2.0</td>\n      <td>Bar</td>\n      <td>Coffee Shop</td>\n      <td>Asian Restaurant</td>\n      <td>Vietnamese Restaurant</td>\n      <td>Deli / Bodega</td>\n      <td>New American Restaurant</td>\n      <td>Men's Store</td>\n      <td>Korean Restaurant</td>\n      <td>Japanese Restaurant</td>\n      <td>Italian Restaurant</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Department Store</td>\n      <td>Convenience Store</td>\n      <td>Chinese Restaurant</td>\n      <td>Train Station</td>\n      <td>Yoga Studio</td>\n      <td>Dim Sum Restaurant</td>\n      <td>Deli / Bodega</td>\n      <td>Dessert Shop</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Chinese Restaurant</td>\n      <td>Bank</td>\n      <td>Japanese Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Yoga Studio</td>\n      <td>Deli / Bodega</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n    </tr>\n    <tr>\n      <th>65</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Grocery Store</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Shopping Mall</td>\n      <td>Discount Store</td>\n      <td>Business Service</td>\n      <td>Baseball Field</td>\n      <td>Bank</td>\n      <td>Food Truck</td>\n      <td>Liquor Store</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>East Toronto</td>\n      <td>2.0</td>\n      <td>Greek Restaurant</td>\n      <td>Italian Restaurant</td>\n      <td>Ice Cream Shop</td>\n      <td>Furniture / Home Store</td>\n      <td>Pub</td>\n      <td>Pizza Place</td>\n      <td>Juice Bar</td>\n      <td>Indian Restaurant</td>\n      <td>Grocery Store</td>\n      <td>Fruit &amp; Vegetable Store</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>Restaurant</td>\n      <td>Japanese Restaurant</td>\n      <td>Art Gallery</td>\n      <td>Steakhouse</td>\n      <td>Bakery</td>\n      <td>Hotel</td>\n      <td>Beer Bar</td>\n      <td>Deli / Bodega</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>West Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Breakfast Spot</td>\n      <td>Coffee Shop</td>\n      <td>Restaurant</td>\n      <td>Nightclub</td>\n      <td>Bar</td>\n      <td>Bakery</td>\n      <td>Italian Restaurant</td>\n      <td>Stadium</td>\n      <td>Convenience Store</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Bakery</td>\n      <td>Soccer Field</td>\n      <td>Ice Cream Shop</td>\n      <td>Park</td>\n      <td>Bus Line</td>\n      <td>Bus Station</td>\n      <td>Intersection</td>\n      <td>Metro Station</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Grocery Store</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Shopping Mall</td>\n      <td>Discount Store</td>\n      <td>Business Service</td>\n      <td>Baseball Field</td>\n      <td>Bank</td>\n      <td>Food Truck</td>\n      <td>Liquor Store</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>East Toronto</td>\n      <td>2.0</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Pub</td>\n      <td>Burrito Place</td>\n      <td>Sandwich Place</td>\n      <td>Italian Restaurant</td>\n      <td>Steakhouse</td>\n      <td>Intersection</td>\n      <td>Sushi Restaurant</td>\n      <td>Restaurant</td>\n    </tr>\n    <tr>\n      <th>76</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Coffee Shop</td>\n      <td>American Restaurant</td>\n      <td>Gastropub</td>\n      <td>Gym</td>\n      <td>Restaurant</td>\n      <td>New American Restaurant</td>\n      <td>Bakery</td>\n      <td>Seafood Restaurant</td>\n      <td>Sandwich Place</td>\n    </tr>\n    <tr>\n      <th>77</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Basketball Court</td>\n      <td>Trail</td>\n      <td>Bakery</td>\n      <td>Construction &amp; Landscaping</td>\n      <td>Yoga Studio</td>\n      <td>Diner</td>\n      <td>Department Store</td>\n      <td>Dessert Shop</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Gym</td>\n      <td>Furniture / Home Store</td>\n      <td>Creperie</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>81</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>American Restaurant</td>\n      <td>Motel</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Grocery Store</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Shopping Mall</td>\n      <td>Discount Store</td>\n      <td>Business Service</td>\n      <td>Baseball Field</td>\n      <td>Bank</td>\n      <td>Food Truck</td>\n      <td>Liquor Store</td>\n    </tr>\n    <tr>\n      <th>84</th>\n      <td>East Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Bakery</td>\n      <td>Caf\u00e9</td>\n      <td>American Restaurant</td>\n      <td>Park</td>\n      <td>Stationery Store</td>\n      <td>Bookstore</td>\n      <td>Brewery</td>\n      <td>Seafood Restaurant</td>\n      <td>Cheese Shop</td>\n    </tr>\n    <tr>\n      <th>85</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Sandwich Place</td>\n      <td>Italian Restaurant</td>\n      <td>Greek Restaurant</td>\n      <td>Thai Restaurant</td>\n      <td>Comfort Food Restaurant</td>\n      <td>Pharmacy</td>\n      <td>Pizza Place</td>\n      <td>Pub</td>\n      <td>Caf\u00e9</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>York</td>\n      <td>2.0</td>\n      <td>Sandwich Place</td>\n      <td>Discount Store</td>\n      <td>Turkish Restaurant</td>\n      <td>Convenience Store</td>\n      <td>Yoga Studio</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Baseball Field</td>\n      <td>Yoga Studio</td>\n      <td>Escape Room</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>General Entertainment</td>\n      <td>College Stadium</td>\n      <td>Skating Rink</td>\n      <td>Caf\u00e9</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>91</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Ramen Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Caf\u00e9</td>\n      <td>Sandwich Place</td>\n      <td>Pizza Place</td>\n      <td>Fast Food Restaurant</td>\n      <td>Plaza</td>\n      <td>Steakhouse</td>\n      <td>Restaurant</td>\n      <td>Sushi Restaurant</td>\n    </tr>\n    <tr>\n      <th>92</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Grocery Store</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Shopping Mall</td>\n      <td>Discount Store</td>\n      <td>Business Service</td>\n      <td>Baseball Field</td>\n      <td>Bank</td>\n      <td>Food Truck</td>\n      <td>Liquor Store</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Business Service</td>\n      <td>Park</td>\n      <td>Swim School</td>\n      <td>Bus Line</td>\n      <td>Curling Ice</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>94</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Garden</td>\n      <td>Music Venue</td>\n      <td>Yoga Studio</td>\n      <td>Cuban Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>York</td>\n      <td>2.0</td>\n      <td>Breakfast Spot</td>\n      <td>Caribbean Restaurant</td>\n      <td>Convenience Store</td>\n      <td>Pizza Place</td>\n      <td>Yoga Studio</td>\n      <td>Dance Studio</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Indian Restaurant</td>\n      <td>Vietnamese Restaurant</td>\n      <td>Light Rail Station</td>\n      <td>Pet Store</td>\n      <td>Chinese Restaurant</td>\n      <td>Dog Run</td>\n      <td>Donut Shop</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Curling Ice</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Hotel</td>\n      <td>Breakfast Spot</td>\n      <td>Department Store</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Sandwich Place</td>\n      <td>Dog Run</td>\n      <td>Park</td>\n      <td>Colombian Restaurant</td>\n      <td>Curling Ice</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Park</td>\n      <td>Jewelry Store</td>\n      <td>Sushi Restaurant</td>\n      <td>Trail</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>104</th>\n      <td>West Toronto</td>\n      <td>2.0</td>\n      <td>Thai Restaurant</td>\n      <td>Mexican Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Speakeasy</td>\n      <td>Music Venue</td>\n      <td>Cajun / Creole Restaurant</td>\n      <td>Diner</td>\n      <td>Discount Store</td>\n      <td>Bookstore</td>\n      <td>Fast Food Restaurant</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Discount Store</td>\n      <td>Intersection</td>\n      <td>Middle Eastern Restaurant</td>\n      <td>Chinese Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Sandwich Place</td>\n      <td>Distribution Center</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>108</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Middle Eastern Restaurant</td>\n      <td>Auto Garage</td>\n      <td>Smoke Shop</td>\n      <td>Bakery</td>\n      <td>Sandwich Place</td>\n      <td>Yoga Studio</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>North York</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Coffee Shop</td>\n      <td>Discount Store</td>\n      <td>Butcher</td>\n      <td>Pharmacy</td>\n      <td>Grocery Store</td>\n      <td>College Gym</td>\n      <td>Curling Ice</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Clothing Store</td>\n      <td>Coffee Shop</td>\n      <td>Sporting Goods Shop</td>\n      <td>Gym / Fitness Center</td>\n      <td>Fast Food Restaurant</td>\n      <td>Diner</td>\n      <td>Mexican Restaurant</td>\n      <td>Cosmetics Shop</td>\n      <td>Park</td>\n      <td>Chinese Restaurant</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Sandwich Place</td>\n      <td>Coffee Shop</td>\n      <td>Pharmacy</td>\n      <td>History Museum</td>\n      <td>Pizza Place</td>\n      <td>Pub</td>\n      <td>Cheese Shop</td>\n      <td>Middle Eastern Restaurant</td>\n      <td>Burger Joint</td>\n    </tr>\n    <tr>\n      <th>113</th>\n      <td>West Toronto</td>\n      <td>2.0</td>\n      <td>Gift Shop</td>\n      <td>Breakfast Spot</td>\n      <td>Cuban Restaurant</td>\n      <td>Movie Theater</td>\n      <td>Dog Run</td>\n      <td>Bar</td>\n      <td>Dessert Shop</td>\n      <td>Italian Restaurant</td>\n      <td>Bookstore</td>\n      <td>Restaurant</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>Mississauga</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Hotel</td>\n      <td>Burrito Place</td>\n      <td>American Restaurant</td>\n      <td>Sandwich Place</td>\n      <td>Middle Eastern Restaurant</td>\n      <td>Fried Chicken Joint</td>\n      <td>Mediterranean Restaurant</td>\n      <td>Intersection</td>\n      <td>Gym</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Bus Line</td>\n      <td>Mobile Phone Shop</td>\n      <td>Sandwich Place</td>\n      <td>Drugstore</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Lounge</td>\n      <td>Latin American Restaurant</td>\n      <td>Clothing Store</td>\n      <td>Breakfast Spot</td>\n      <td>Skating Rink</td>\n      <td>Dance Studio</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Dessert Shop</td>\n      <td>Coffee Shop</td>\n      <td>Gym</td>\n      <td>Sandwich Place</td>\n      <td>Italian Restaurant</td>\n      <td>Caf\u00e9</td>\n      <td>Sushi Restaurant</td>\n      <td>Pizza Place</td>\n      <td>Pharmacy</td>\n      <td>Seafood Restaurant</td>\n    </tr>\n    <tr>\n      <th>121</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Bar</td>\n      <td>Italian Restaurant</td>\n      <td>Japanese Restaurant</td>\n      <td>Bakery</td>\n      <td>Bookstore</td>\n      <td>Yoga Studio</td>\n      <td>College Gym</td>\n      <td>Bank</td>\n      <td>Beer Bar</td>\n    </tr>\n    <tr>\n      <th>122</th>\n      <td>West Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Pizza Place</td>\n      <td>Pub</td>\n      <td>Sushi Restaurant</td>\n      <td>Italian Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Smoothie Shop</td>\n      <td>Bookstore</td>\n      <td>Sandwich Place</td>\n      <td>Dessert Shop</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Fast Food Restaurant</td>\n      <td>Intersection</td>\n      <td>Bank</td>\n      <td>Italian Restaurant</td>\n      <td>Fried Chicken Joint</td>\n      <td>Chinese Restaurant</td>\n      <td>Gas Station</td>\n      <td>Noodle House</td>\n      <td>Thai Restaurant</td>\n    </tr>\n    <tr>\n      <th>129</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Gym</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>130</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Vietnamese Restaurant</td>\n      <td>Comfort Food Restaurant</td>\n      <td>Mexican Restaurant</td>\n      <td>Caribbean Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Arts &amp; Crafts Store</td>\n      <td>Dessert Shop</td>\n      <td>Snack Place</td>\n      <td>Belgian Restaurant</td>\n    </tr>\n    <tr>\n      <th>138</th>\n      <td>Central Toronto</td>\n      <td>2.0</td>\n      <td>Coffee Shop</td>\n      <td>Pizza Place</td>\n      <td>Fried Chicken Joint</td>\n      <td>Light Rail Station</td>\n      <td>Liquor Store</td>\n      <td>Supermarket</td>\n      <td>Sushi Restaurant</td>\n      <td>Bank</td>\n      <td>Bagel Shop</td>\n      <td>Pub</td>\n    </tr>\n    <tr>\n      <th>139</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Airport Service</td>\n      <td>Airport Lounge</td>\n      <td>Airport Terminal</td>\n      <td>Coffee Shop</td>\n      <td>Harbor / Marina</td>\n      <td>Rental Car Location</td>\n      <td>Sculpture Garden</td>\n      <td>Boutique</td>\n      <td>Bar</td>\n      <td>Boat or Ferry</td>\n    </tr>\n    <tr>\n      <th>142</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Pizza Place</td>\n      <td>Fried Chicken Joint</td>\n      <td>Pharmacy</td>\n      <td>Restaurant</td>\n      <td>Liquor Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Bakery</td>\n      <td>Flower Shop</td>\n      <td>Pet Store</td>\n    </tr>\n    <tr>\n      <th>143</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Grocery Store</td>\n      <td>Fried Chicken Joint</td>\n      <td>Sandwich Place</td>\n      <td>Discount Store</td>\n      <td>Liquor Store</td>\n      <td>Beer Store</td>\n      <td>Fast Food Restaurant</td>\n      <td>Pharmacy</td>\n      <td>Video Store</td>\n    </tr>\n    <tr>\n      <th>144</th>\n      <td>Scarborough</td>\n      <td>2.0</td>\n      <td>Fast Food Restaurant</td>\n      <td>Breakfast Spot</td>\n      <td>Electronics Store</td>\n      <td>Bank</td>\n      <td>Cosmetics Shop</td>\n      <td>Chinese Restaurant</td>\n      <td>Sandwich Place</td>\n      <td>Coffee Shop</td>\n      <td>Pizza Place</td>\n      <td>Grocery Store</td>\n    </tr>\n    <tr>\n      <th>148</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Restaurant</td>\n      <td>Farmers Market</td>\n      <td>Cocktail Bar</td>\n      <td>Seafood Restaurant</td>\n      <td>Beer Bar</td>\n      <td>Hotel</td>\n      <td>Food Truck</td>\n      <td>Caf\u00e9</td>\n      <td>Bakery</td>\n      <td>Jazz Club</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Pizza Place</td>\n      <td>Athletics &amp; Sports</td>\n      <td>Pharmacy</td>\n      <td>Pub</td>\n      <td>Sandwich Place</td>\n      <td>Skating Rink</td>\n      <td>Coffee Shop</td>\n      <td>Gym</td>\n      <td>Garden</td>\n      <td>Gaming Cafe</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Drugstore</td>\n      <td>Bar</td>\n      <td>Rental Car Location</td>\n      <td>Truck Stop</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n    <tr>\n      <th>156</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Italian Restaurant</td>\n      <td>Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Bakery</td>\n      <td>Pet Store</td>\n      <td>Park</td>\n      <td>Beer Store</td>\n      <td>Butcher</td>\n      <td>Caribbean Restaurant</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Caf\u00e9</td>\n      <td>Restaurant</td>\n      <td>Coffee Shop</td>\n      <td>Seafood Restaurant</td>\n      <td>Art Gallery</td>\n      <td>Tea Room</td>\n      <td>Bakery</td>\n      <td>Pizza Place</td>\n      <td>Asian Restaurant</td>\n      <td>Hotel</td>\n    </tr>\n    <tr>\n      <th>165</th>\n      <td>Downtown Toronto</td>\n      <td>2.0</td>\n      <td>Sushi Restaurant</td>\n      <td>Japanese Restaurant</td>\n      <td>Pub</td>\n      <td>Beer Bar</td>\n      <td>Caf\u00e9</td>\n      <td>Martial Arts School</td>\n      <td>Escape Room</td>\n      <td>Restaurant</td>\n      <td>Dance Studio</td>\n      <td>Italian Restaurant</td>\n    </tr>\n    <tr>\n      <th>168</th>\n      <td>East Toronto</td>\n      <td>2.0</td>\n      <td>Yoga Studio</td>\n      <td>Auto Workshop</td>\n      <td>Garden Center</td>\n      <td>Garden</td>\n      <td>Gym / Fitness Center</td>\n      <td>Fast Food Restaurant</td>\n      <td>Farmers Market</td>\n      <td>Light Rail Station</td>\n      <td>Comic Shop</td>\n      <td>Park</td>\n    </tr>\n    <tr>\n      <th>178</th>\n      <td>Etobicoke</td>\n      <td>2.0</td>\n      <td>Fast Food Restaurant</td>\n      <td>Burger Joint</td>\n      <td>Bakery</td>\n      <td>Supplement Shop</td>\n      <td>Thrift / Vintage Store</td>\n      <td>Convenience Store</td>\n      <td>Sandwich Place</td>\n      <td>Hardware Store</td>\n      <td>Tanning Salon</td>\n      <td>Gym</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "              Borough  Cluster Labels      1st Most Common Venue  \\\n3          North York             2.0          French Restaurant   \n4    Downtown Toronto             2.0                Coffee Shop   \n5          North York             2.0             Clothing Store   \n6    Downtown Toronto             2.0                Coffee Shop   \n11         North York             2.0                        Gym   \n12          East York             2.0                Pizza Place   \n13   Downtown Toronto             2.0                       Caf\u00e9   \n14         North York             2.0                       Park   \n18        Scarborough             2.0                        Bar   \n20         North York             2.0                        Gym   \n21          East York             2.0         Athletics & Sports   \n22   Downtown Toronto             2.0                       Caf\u00e9   \n23               York             2.0                 Playground   \n26          Etobicoke             2.0                Pizza Place   \n27        Scarborough             2.0                       Bank   \n30       East Toronto             2.0                Coffee Shop   \n31   Downtown Toronto             2.0               Cocktail Bar   \n36        Scarborough             2.0                Coffee Shop   \n39          East York             2.0                Coffee Shop   \n40   Downtown Toronto             2.0                Coffee Shop   \n41   Downtown Toronto             2.0              Grocery Store   \n45        Scarborough             2.0                     Lounge   \n46         North York             2.0                Golf Course   \n47         North York             2.0                Coffee Shop   \n48          East York             2.0          Indian Restaurant   \n49   Downtown Toronto             2.0                Coffee Shop   \n50       West Toronto             2.0                   Pharmacy   \n55         North York             2.0             Clothing Store   \n56         North York             2.0       Caribbean Restaurant   \n58   Downtown Toronto             2.0                       Caf\u00e9   \n59       West Toronto             2.0                        Bar   \n63        Scarborough             2.0                Coffee Shop   \n64         North York             2.0         Chinese Restaurant   \n65         North York             2.0                       Park   \n66       East Toronto             2.0           Greek Restaurant   \n67   Downtown Toronto             2.0                       Caf\u00e9   \n68       West Toronto             2.0                       Caf\u00e9   \n72        Scarborough             2.0                     Bakery   \n74         North York             2.0                       Park   \n75       East Toronto             2.0       Fast Food Restaurant   \n76   Downtown Toronto             2.0                       Caf\u00e9   \n77         North York             2.0                       Park   \n80         North York             2.0                Pizza Place   \n81        Scarborough             2.0        American Restaurant   \n83         North York             2.0                       Park   \n84       East Toronto             2.0                Coffee Shop   \n85         North York             2.0                Coffee Shop   \n86               York             2.0             Sandwich Place   \n89         North York             2.0             Baseball Field   \n90        Scarborough             2.0      General Entertainment   \n91         North York             2.0           Ramen Restaurant   \n92         North York             2.0                       Park   \n93    Central Toronto             2.0           Business Service   \n94    Central Toronto             2.0                     Garden   \n95               York             2.0             Breakfast Spot   \n99        Scarborough             2.0          Indian Restaurant   \n102   Central Toronto             2.0                Pizza Place   \n103   Central Toronto             2.0                       Park   \n104      West Toronto             2.0            Thai Restaurant   \n107         Etobicoke             2.0                Pizza Place   \n108       Scarborough             2.0  Middle Eastern Restaurant   \n109        North York             2.0                Pizza Place   \n111   Central Toronto             2.0             Clothing Store   \n112   Central Toronto             2.0                       Caf\u00e9   \n113      West Toronto             2.0                  Gift Shop   \n114       Mississauga             2.0                Coffee Shop   \n116         Etobicoke             2.0                Pizza Place   \n117       Scarborough             2.0                     Lounge   \n120   Central Toronto             2.0               Dessert Shop   \n121  Downtown Toronto             2.0                       Caf\u00e9   \n122      West Toronto             2.0                       Caf\u00e9   \n126       Scarborough             2.0                Pizza Place   \n129   Central Toronto             2.0                        Gym   \n130  Downtown Toronto             2.0                       Caf\u00e9   \n138   Central Toronto             2.0                Coffee Shop   \n139  Downtown Toronto             2.0            Airport Service   \n142         Etobicoke             2.0                       Caf\u00e9   \n143         Etobicoke             2.0                Pizza Place   \n144       Scarborough             2.0       Fast Food Restaurant   \n148  Downtown Toronto             2.0                 Restaurant   \n151         Etobicoke             2.0                Pizza Place   \n152         Etobicoke             2.0                  Drugstore   \n156  Downtown Toronto             2.0                       Caf\u00e9   \n157  Downtown Toronto             2.0                       Caf\u00e9   \n165  Downtown Toronto             2.0           Sushi Restaurant   \n168      East Toronto             2.0                Yoga Studio   \n178         Etobicoke             2.0       Fast Food Restaurant   \n\n         2nd Most Common Venue    3rd Most Common Venue  \\\n3                  Coffee Shop    Portuguese Restaurant   \n4                       Bakery                     Park   \n5            Accessories Store                 Boutique   \n6             Sushi Restaurant                      Gym   \n11                  Restaurant              Coffee Shop   \n12                    Pharmacy       Athletics & Sports   \n13                 Coffee Shop           Clothing Store   \n14                         Pub      Japanese Restaurant   \n18                 Yoga Studio              Escape Room   \n20                  Restaurant              Coffee Shop   \n21                 Curling Ice               Beer Store   \n22                 Coffee Shop           Farmers Market   \n23                       Field                    Trail   \n26                  Beer Store                 Pharmacy   \n27           Electronics Store           Breakfast Spot   \n30           Health Food Store                    Trail   \n31              Farmers Market                 Beer Bar   \n36       Korean BBQ Restaurant              Yoga Studio   \n39               Shopping Mall   Furniture / Home Store   \n40          Italian Restaurant                     Caf\u00e9   \n41                        Caf\u00e9                     Park   \n45             Thai Restaurant                   Bakery   \n46                        Pool                  Dog Run   \n47                        Bank              Gas Station   \n48                 Yoga Studio                     Bank   \n49                        Caf\u00e9               Steakhouse   \n50                      Bakery                     Park   \n55                 Coffee Shop                     Bank   \n56          Miscellaneous Shop              Coffee Shop   \n58                        Park                    Plaza   \n59                 Coffee Shop         Asian Restaurant   \n63            Department Store        Convenience Store   \n64                        Bank      Japanese Restaurant   \n65               Grocery Store       Athletics & Sports   \n66          Italian Restaurant           Ice Cream Shop   \n67                 Coffee Shop               Restaurant   \n68              Breakfast Spot              Coffee Shop   \n72                Soccer Field           Ice Cream Shop   \n74               Grocery Store       Athletics & Sports   \n75                 Pizza Place                      Pub   \n76                 Coffee Shop      American Restaurant   \n77            Basketball Court                    Trail   \n80                         Gym   Furniture / Home Store   \n81                       Motel              Yoga Studio   \n83               Grocery Store       Athletics & Sports   \n84                      Bakery                     Caf\u00e9   \n85              Sandwich Place       Italian Restaurant   \n86              Discount Store       Turkish Restaurant   \n89                 Yoga Studio              Escape Room   \n90             College Stadium             Skating Rink   \n91                 Coffee Shop                     Caf\u00e9   \n92               Grocery Store       Athletics & Sports   \n93                        Park              Swim School   \n94                 Music Venue              Yoga Studio   \n95        Caribbean Restaurant        Convenience Store   \n99       Vietnamese Restaurant       Light Rail Station   \n102                      Hotel           Breakfast Spot   \n103              Jewelry Store         Sushi Restaurant   \n104         Mexican Restaurant                     Caf\u00e9   \n107             Discount Store             Intersection   \n108                Auto Garage               Smoke Shop   \n109                Coffee Shop           Discount Store   \n111                Coffee Shop      Sporting Goods Shop   \n112             Sandwich Place              Coffee Shop   \n113             Breakfast Spot         Cuban Restaurant   \n114                      Hotel            Burrito Place   \n116                   Bus Line        Mobile Phone Shop   \n117  Latin American Restaurant           Clothing Store   \n120                Coffee Shop                      Gym   \n121                        Bar       Italian Restaurant   \n122                Pizza Place                      Pub   \n126       Fast Food Restaurant             Intersection   \n129                Yoga Studio              Curling Ice   \n130      Vietnamese Restaurant  Comfort Food Restaurant   \n138                Pizza Place      Fried Chicken Joint   \n139             Airport Lounge         Airport Terminal   \n142                Pizza Place      Fried Chicken Joint   \n143              Grocery Store      Fried Chicken Joint   \n144             Breakfast Spot        Electronics Store   \n148             Farmers Market             Cocktail Bar   \n151         Athletics & Sports                 Pharmacy   \n152                        Bar      Rental Car Location   \n156         Italian Restaurant               Restaurant   \n157                 Restaurant              Coffee Shop   \n165        Japanese Restaurant                      Pub   \n168              Auto Workshop            Garden Center   \n178               Burger Joint                   Bakery   \n\n           4th Most Common Venue        5th Most Common Venue  \\\n3                   Hockey Arena                 Dessert Shop   \n4                 Breakfast Spot                          Pub   \n5         Furniture / Home Store                  Event Space   \n6                           Park                          Bar   \n11           Japanese Restaurant                   Beer Store   \n12                      Bus Line                  Flea Market   \n13                       Theater                  Music Venue   \n14                        Bakery                  Yoga Studio   \n18   Eastern European Restaurant                    Drugstore   \n20           Japanese Restaurant                   Beer Store   \n21                  Skating Rink                          Spa   \n22           Japanese Restaurant                    Gastropub   \n23                  Hockey Arena             Cuban Restaurant   \n26                          Park                  Coffee Shop   \n27            Mexican Restaurant                 Intersection   \n30                           Pub                 Neighborhood   \n31            Seafood Restaurant                  Fish Market   \n36                  Dance Studio  Eastern European Restaurant   \n39                  Burger Joint          Sporting Goods Shop   \n40                   Yoga Studio                   Poke Place   \n41                    Restaurant           Italian Restaurant   \n45                          Bank           Athletics & Sports   \n46      Mediterranean Restaurant           Athletics & Sports   \n47             Mobile Phone Shop                  Bridal Shop   \n48                 Grocery Store                          Gym   \n49            Seafood Restaurant                       Lounge   \n50                   Music Venue                      Brewery   \n55                    Restaurant                    Juice Bar   \n56                Massage Studio           Falafel Restaurant   \n58                         Hotel          Japanese Restaurant   \n59         Vietnamese Restaurant                Deli / Bodega   \n63            Chinese Restaurant                Train Station   \n64                          Caf\u00e9                  Yoga Studio   \n65                 Shopping Mall               Discount Store   \n66        Furniture / Home Store                          Pub   \n67           Japanese Restaurant                  Art Gallery   \n68                    Restaurant                    Nightclub   \n72                          Park                     Bus Line   \n74                 Shopping Mall               Discount Store   \n75                 Burrito Place               Sandwich Place   \n76                     Gastropub                          Gym   \n77                        Bakery   Construction & Landscaping   \n80                      Creperie                   Donut Shop   \n81                   Curling Ice  Eastern European Restaurant   \n83                 Shopping Mall               Discount Store   \n84           American Restaurant                         Park   \n85              Greek Restaurant              Thai Restaurant   \n86             Convenience Store                  Yoga Studio   \n89   Eastern European Restaurant                    Drugstore   \n90                          Caf\u00e9                  Yoga Studio   \n91                Sandwich Place                  Pizza Place   \n92                 Shopping Mall               Discount Store   \n93                      Bus Line                  Curling Ice   \n94              Cuban Restaurant                    Drugstore   \n95                   Pizza Place                  Yoga Studio   \n99                     Pet Store           Chinese Restaurant   \n102             Department Store            Food & Drink Shop   \n103                        Trail                  Yoga Studio   \n104                    Speakeasy                  Music Venue   \n107    Middle Eastern Restaurant           Chinese Restaurant   \n108                       Bakery               Sandwich Place   \n109                      Butcher                     Pharmacy   \n111         Gym / Fitness Center         Fast Food Restaurant   \n112                     Pharmacy               History Museum   \n113                Movie Theater                      Dog Run   \n114          American Restaurant               Sandwich Place   \n116               Sandwich Place                    Drugstore   \n117               Breakfast Spot                 Skating Rink   \n120               Sandwich Place           Italian Restaurant   \n121          Japanese Restaurant                       Bakery   \n122             Sushi Restaurant           Italian Restaurant   \n126                         Bank           Italian Restaurant   \n129  Eastern European Restaurant                    Drugstore   \n130           Mexican Restaurant         Caribbean Restaurant   \n138           Light Rail Station                 Liquor Store   \n139                  Coffee Shop              Harbor / Marina   \n142                     Pharmacy                   Restaurant   \n143               Sandwich Place               Discount Store   \n144                         Bank               Cosmetics Shop   \n148           Seafood Restaurant                     Beer Bar   \n151                          Pub               Sandwich Place   \n152                   Truck Stop                  Yoga Studio   \n156                  Coffee Shop                       Bakery   \n157           Seafood Restaurant                  Art Gallery   \n165                     Beer Bar                         Caf\u00e9   \n168                       Garden         Gym / Fitness Center   \n178              Supplement Shop       Thrift / Vintage Store   \n\n         6th Most Common Venue        7th Most Common Venue  \\\n3                  Curling Ice                 Dance Studio   \n4                         Caf\u00e9                   Restaurant   \n5           Miscellaneous Shop                   Shoe Store   \n6                     Beer Bar                Smoothie Shop   \n11                        Caf\u00e9           Chinese Restaurant   \n12                        Bank                 Intersection   \n13                  Steakhouse                Shopping Mall   \n14                Dance Studio                    Drugstore   \n18                  Donut Shop                      Dog Run   \n20                        Caf\u00e9           Chinese Restaurant   \n21                        Park         Colombian Restaurant   \n22          Italian Restaurant                      Theater   \n23                  Donut Shop                      Dog Run   \n26                        Caf\u00e9               Shopping Plaza   \n27              Medical Center                   Restaurant   \n30                Dance Studio                Deli / Bodega   \n31                      Bakery           Basketball Stadium   \n36                   Drugstore                   Donut Shop   \n39                        Bank               Sandwich Place   \n40            Department Store                          Spa   \n41                  Baby Store           Athletics & Sports   \n45            Hakka Restaurant                  Gas Station   \n46             College Stadium                 Dance Studio   \n47               Shopping Mall                Deli / Bodega   \n48        Gym / Fitness Center         Fast Food Restaurant   \n49                  Restaurant                    Speakeasy   \n50                 Supermarket                          Bar   \n55                      Bakery           Salon / Barbershop   \n56                         Bar       Furniture / Home Store   \n58                Dance Studio                  Salad Place   \n59     New American Restaurant                  Men's Store   \n63                 Yoga Studio           Dim Sum Restaurant   \n64               Deli / Bodega  Eastern European Restaurant   \n65            Business Service               Baseball Field   \n66                 Pizza Place                    Juice Bar   \n67                  Steakhouse                       Bakery   \n68                         Bar                       Bakery   \n72                 Bus Station                 Intersection   \n74            Business Service               Baseball Field   \n75          Italian Restaurant                   Steakhouse   \n76                  Restaurant      New American Restaurant   \n77                 Yoga Studio                        Diner   \n80                     Dog Run          Distribution Center   \n81                   Drugstore                   Donut Shop   \n83            Business Service               Baseball Field   \n84            Stationery Store                    Bookstore   \n85     Comfort Food Restaurant                     Pharmacy   \n86                  Donut Shop                      Dog Run   \n89                  Donut Shop                      Dog Run   \n90                 Curling Ice                   Donut Shop   \n91        Fast Food Restaurant                        Plaza   \n92            Business Service               Baseball Field   \n93                  Donut Shop                      Dog Run   \n94                  Donut Shop                      Dog Run   \n95                Dance Studio                    Drugstore   \n99                     Dog Run                   Donut Shop   \n102             Sandwich Place                      Dog Run   \n103                Curling Ice                   Donut Shop   \n104  Cajun / Creole Restaurant                        Diner   \n107                Coffee Shop               Sandwich Place   \n108                Yoga Studio                   Donut Shop   \n109              Grocery Store                  College Gym   \n111                      Diner           Mexican Restaurant   \n112                Pizza Place                          Pub   \n113                        Bar                 Dessert Shop   \n114  Middle Eastern Restaurant          Fried Chicken Joint   \n116                    Dog Run          Distribution Center   \n117               Dance Studio                    Drugstore   \n120                       Caf\u00e9             Sushi Restaurant   \n121                  Bookstore                  Yoga Studio   \n122                Coffee Shop                Smoothie Shop   \n126        Fried Chicken Joint           Chinese Restaurant   \n129                 Donut Shop                      Dog Run   \n130                Coffee Shop          Arts & Crafts Store   \n138                Supermarket             Sushi Restaurant   \n139        Rental Car Location             Sculpture Garden   \n142               Liquor Store         Fast Food Restaurant   \n143               Liquor Store                   Beer Store   \n144         Chinese Restaurant               Sandwich Place   \n148                      Hotel                   Food Truck   \n151               Skating Rink                  Coffee Shop   \n152                Curling Ice                   Donut Shop   \n156                  Pet Store                         Park   \n157                   Tea Room                       Bakery   \n165        Martial Arts School                  Escape Room   \n168       Fast Food Restaurant               Farmers Market   \n178          Convenience Store               Sandwich Place   \n\n        8th Most Common Venue      9th Most Common Venue  \\\n3               Deli / Bodega           Department Store   \n4              Chocolate Shop      Performing Arts Venue   \n5                 Coffee Shop      Vietnamese Restaurant   \n6               Burrito Place             Sandwich Place   \n11         Dim Sum Restaurant                Supermarket   \n12             Breakfast Spot                  Gastropub   \n13           Ramen Restaurant       Fast Food Restaurant   \n14                 Donut Shop                    Dog Run   \n18        Distribution Center             Discount Store   \n20         Dim Sum Restaurant                Supermarket   \n21    Comfort Food Restaurant                  Drugstore   \n22                      Diner                 Restaurant   \n23        Distribution Center             Discount Store   \n26               Liquor Store                  Pet Store   \n27        Rental Car Location                Yoga Studio   \n30           Department Store               Dessert Shop   \n31                  Jazz Club             Breakfast Spot   \n36                    Dog Run        Distribution Center   \n39                 Beer Store              Smoothie Shop   \n40            Bubble Tea Shop         Seafood Restaurant   \n41                Candy Store                Coffee Shop   \n45        Fried Chicken Joint       Caribbean Restaurant   \n46                 Donut Shop                College Gym   \n47             Sandwich Place                Supermarket   \n48             Discount Store  Middle Eastern Restaurant   \n49           Sushi Restaurant                     Bakery   \n50                       Bank                       Caf\u00e9   \n55           Department Store                    Theater   \n56                Yoga Studio           Department Store   \n58              Deli / Bodega                  Roof Deck   \n59          Korean Restaurant        Japanese Restaurant   \n63              Deli / Bodega               Dessert Shop   \n64                  Drugstore                 Donut Shop   \n65                       Bank                 Food Truck   \n66          Indian Restaurant              Grocery Store   \n67                      Hotel                   Beer Bar   \n68         Italian Restaurant                    Stadium   \n72              Metro Station                 Donut Shop   \n74                       Bank                 Food Truck   \n75               Intersection           Sushi Restaurant   \n76                     Bakery         Seafood Restaurant   \n77           Department Store               Dessert Shop   \n80             Discount Store                      Diner   \n81                    Dog Run        Distribution Center   \n83                       Bank                 Food Truck   \n84                    Brewery         Seafood Restaurant   \n85                Pizza Place                        Pub   \n86        Distribution Center                      Diner   \n89        Distribution Center             Discount Store   \n90                    Dog Run        Distribution Center   \n91                 Steakhouse                 Restaurant   \n92                       Bank                 Food Truck   \n93        Distribution Center             Discount Store   \n94        Distribution Center             Discount Store   \n95                 Donut Shop                    Dog Run   \n99        Distribution Center             Discount Store   \n102                      Park       Colombian Restaurant   \n103                   Dog Run        Distribution Center   \n104            Discount Store                  Bookstore   \n107       Distribution Center                      Diner   \n108                   Dog Run        Distribution Center   \n109               Curling Ice                 Donut Shop   \n111            Cosmetics Shop                       Park   \n112               Cheese Shop  Middle Eastern Restaurant   \n113        Italian Restaurant                  Bookstore   \n114  Mediterranean Restaurant               Intersection   \n116            Discount Store                      Diner   \n117                Donut Shop                    Dog Run   \n120               Pizza Place                   Pharmacy   \n121               College Gym                       Bank   \n122                 Bookstore             Sandwich Place   \n126               Gas Station               Noodle House   \n129       Distribution Center             Discount Store   \n130              Dessert Shop                Snack Place   \n138                      Bank                 Bagel Shop   \n139                  Boutique                        Bar   \n142                    Bakery                Flower Shop   \n143      Fast Food Restaurant                   Pharmacy   \n144               Coffee Shop                Pizza Place   \n148                      Caf\u00e9                     Bakery   \n151                       Gym                     Garden   \n152                   Dog Run        Distribution Center   \n156                Beer Store                    Butcher   \n157               Pizza Place           Asian Restaurant   \n165                Restaurant               Dance Studio   \n168        Light Rail Station                 Comic Shop   \n178            Hardware Store              Tanning Salon   \n\n        10th Most Common Venue  \n3                        Diner  \n4           Mexican Restaurant  \n5             Airport Terminal  \n6                         Caf\u00e9  \n11          Italian Restaurant  \n12        Gym / Fitness Center  \n13                      Bakery  \n14         Distribution Center  \n18                       Diner  \n20          Italian Restaurant  \n21                  Donut Shop  \n22                    Beer Bar  \n23                       Diner  \n26     Fruit & Vegetable Store  \n27            Department Store  \n30          Dim Sum Restaurant  \n31                Liquor Store  \n36              Discount Store  \n39              Breakfast Spot  \n40              Sandwich Place  \n41                   Nightclub  \n45                Dessert Shop  \n46         Distribution Center  \n47            Sushi Restaurant  \n48                        Park  \n49                       Plaza  \n50   Middle Eastern Restaurant  \n55                  Food Court  \n56                Dessert Shop  \n58                Dessert Shop  \n59          Italian Restaurant  \n63              Discount Store  \n64                     Dog Run  \n65                Liquor Store  \n66     Fruit & Vegetable Store  \n67               Deli / Bodega  \n68           Convenience Store  \n72                     Dog Run  \n74                Liquor Store  \n75                  Restaurant  \n76              Sandwich Place  \n77          Dim Sum Restaurant  \n80          Dim Sum Restaurant  \n81              Discount Store  \n83                Liquor Store  \n84                 Cheese Shop  \n85                        Caf\u00e9  \n86          Dim Sum Restaurant  \n89                       Diner  \n90              Discount Store  \n91            Sushi Restaurant  \n92                Liquor Store  \n93                       Diner  \n94                       Diner  \n95         Distribution Center  \n99                 Curling Ice  \n102                Curling Ice  \n103             Discount Store  \n104       Fast Food Restaurant  \n107         Dim Sum Restaurant  \n108             Discount Store  \n109                    Dog Run  \n111         Chinese Restaurant  \n112               Burger Joint  \n113                 Restaurant  \n114                        Gym  \n116         Dim Sum Restaurant  \n117        Distribution Center  \n120         Seafood Restaurant  \n121                   Beer Bar  \n122               Dessert Shop  \n126            Thai Restaurant  \n129                      Diner  \n130         Belgian Restaurant  \n138                        Pub  \n139              Boat or Ferry  \n142                  Pet Store  \n143                Video Store  \n144              Grocery Store  \n148                  Jazz Club  \n151                Gaming Cafe  \n152             Discount Store  \n156       Caribbean Restaurant  \n157                      Hotel  \n165         Italian Restaurant  \n168                       Park  \n178                        Gym  "
                    },
                    "execution_count": 353,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_merged.loc[toronto_merged['Cluster Labels'] == 2, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
        },
        {
            "cell_type": "code",
            "execution_count": 354,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>98</th>\n      <td>York</td>\n      <td>3.0</td>\n      <td>Jewelry Store</td>\n      <td>Yoga Studio</td>\n      <td>Escape Room</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "   Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n98    York             3.0         Jewelry Store           Yoga Studio   \n\n   3rd Most Common Venue        4th Most Common Venue 5th Most Common Venue  \\\n98           Escape Room  Eastern European Restaurant             Drugstore   \n\n   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n98            Donut Shop               Dog Run   Distribution Center   \n\n   9th Most Common Venue 10th Most Common Venue  \n98        Discount Store                  Diner  "
                    },
                    "execution_count": 354,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_merged.loc[toronto_merged['Cluster Labels'] == 3, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
        },
        {
            "cell_type": "code",
            "execution_count": 355,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Borough</th>\n      <th>Cluster Labels</th>\n      <th>1st Most Common Venue</th>\n      <th>2nd Most Common Venue</th>\n      <th>3rd Most Common Venue</th>\n      <th>4th Most Common Venue</th>\n      <th>5th Most Common Venue</th>\n      <th>6th Most Common Venue</th>\n      <th>7th Most Common Venue</th>\n      <th>8th Most Common Venue</th>\n      <th>9th Most Common Venue</th>\n      <th>10th Most Common Venue</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2</th>\n      <td>North York</td>\n      <td>4.0</td>\n      <td>Bus Stop</td>\n      <td>Park</td>\n      <td>Food &amp; Drink Shop</td>\n      <td>Yoga Studio</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>York</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Women's Store</td>\n      <td>Pool</td>\n      <td>Yoga Studio</td>\n      <td>Cuban Restaurant</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>East York</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Convenience Store</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>North York</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Cafeteria</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>North York</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Yoga Studio</td>\n      <td>Cuban Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>100</th>\n      <td>North York</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Convenience Store</td>\n      <td>Yoga Studio</td>\n      <td>Curling Ice</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n    </tr>\n    <tr>\n      <th>147</th>\n      <td>Downtown Toronto</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Playground</td>\n      <td>Trail</td>\n      <td>Creperie</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>160</th>\n      <td>Etobicoke</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>River</td>\n      <td>Yoga Studio</td>\n      <td>Cuban Restaurant</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n      <td>Diner</td>\n      <td>Dim Sum Restaurant</td>\n    </tr>\n    <tr>\n      <th>169</th>\n      <td>Etobicoke</td>\n      <td>4.0</td>\n      <td>Park</td>\n      <td>Baseball Field</td>\n      <td>Yoga Studio</td>\n      <td>Dance Studio</td>\n      <td>Eastern European Restaurant</td>\n      <td>Drugstore</td>\n      <td>Donut Shop</td>\n      <td>Dog Run</td>\n      <td>Distribution Center</td>\n      <td>Discount Store</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "              Borough  Cluster Labels 1st Most Common Venue  \\\n2          North York             4.0              Bus Stop   \n32               York             4.0                  Park   \n57          East York             4.0                  Park   \n73         North York             4.0                  Park   \n82         North York             4.0                  Park   \n100        North York             4.0                  Park   \n147  Downtown Toronto             4.0                  Park   \n160         Etobicoke             4.0                  Park   \n169         Etobicoke             4.0                  Park   \n\n    2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n2                    Park     Food & Drink Shop           Yoga Studio   \n32          Women's Store                  Pool           Yoga Studio   \n57      Convenience Store           Yoga Studio           Curling Ice   \n73              Cafeteria           Yoga Studio           Curling Ice   \n82            Yoga Studio      Cuban Restaurant             Drugstore   \n100     Convenience Store           Yoga Studio           Curling Ice   \n147            Playground                 Trail              Creperie   \n160                 River           Yoga Studio      Cuban Restaurant   \n169        Baseball Field           Yoga Studio          Dance Studio   \n\n           5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n2                      Drugstore            Donut Shop               Dog Run   \n32              Cuban Restaurant            Donut Shop               Dog Run   \n57                     Drugstore            Donut Shop               Dog Run   \n73                     Drugstore            Donut Shop               Dog Run   \n82                    Donut Shop               Dog Run   Distribution Center   \n100                    Drugstore            Donut Shop               Dog Run   \n147                   Donut Shop               Dog Run   Distribution Center   \n160                   Donut Shop               Dog Run   Distribution Center   \n169  Eastern European Restaurant             Drugstore            Donut Shop   \n\n    8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n2     Distribution Center        Discount Store                  Diner  \n32    Distribution Center        Discount Store                  Diner  \n57    Distribution Center        Discount Store                  Diner  \n73    Distribution Center        Discount Store                  Diner  \n82         Discount Store                 Diner     Dim Sum Restaurant  \n100   Distribution Center        Discount Store                  Diner  \n147        Discount Store                 Diner     Dim Sum Restaurant  \n160        Discount Store                 Diner     Dim Sum Restaurant  \n169               Dog Run   Distribution Center         Discount Store  "
                    },
                    "execution_count": 355,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "toronto_merged.loc[toronto_merged['Cluster Labels'] == 4, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
        }
    ],
    "metadata": {
        "kernelspec": {
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            "codemirror_mode": {
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