Seg_Cluster_Neighborhoods_in_Toronto3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "!wget -q -O 'geo.csv' https://cocl.us/Geospatial_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code   Latitude  Longitude\n",
       "0         M1B  43.806686 -79.194353\n",
       "1         M1C  43.784535 -79.160497\n",
       "2         M1E  43.763573 -79.188711\n",
       "3         M1G  43.770992 -79.216917\n",
       "4         M1H  43.773136 -79.239476"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.read_csv('geo.csv')    \n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore Neighborhoods in Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode      Borough                            Neighborhood\n",
       "0      M1B  Scarborough                          Rouge, Malvern\n",
       "1      M1C  Scarborough  Highland Creek, Rouge Hill, Port Union\n",
       "2      M1E  Scarborough       Guildwood, Morningside, West Hill\n",
       "3      M1G  Scarborough                                  Woburn\n",
       "4      M1H  Scarborough                               Cedarbrae"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import wikipedia as wp\n",
    " \n",
    "#Get the html source and obtain table\n",
    "html = wp.page(\"List of postal codes of Canada: M\").html().encode(\"UTF-8\")\n",
    "df = pd.read_html(html)[0]\n",
    "\n",
    "# Drop a row by condition: condition being Borough with 'Not assigned'\n",
    "df = df[df.Borough != 'Not assigned']\n",
    "df.head()\n",
    "\n",
    "# Grouping Postcodes and Borough duplicates \n",
    "df = df.groupby(['Postcode','Borough'])['Neighbourhood'].apply(', '.join).reset_index()\n",
    "\n",
    "df.rename(columns={'Neighbourhood':'Neighborhood'}, inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!conda install -c conda-forge wikipedia -y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode      Borough                            Neighborhood   Latitude  \\\n",
       "0      M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1      M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2      M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3      M1G  Scarborough                                  Woburn  43.770992   \n",
       "4      M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new = pd.concat([df,df1.iloc[:,[1,2]]], axis = 1)\n",
    "df_new.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a map of Toronto with neighborhoods superimposed on top."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # library to handle data in a vectorized manner\n",
    "\n",
    "import pandas as pd # library for data analsysis\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "import json # library to handle JSON files\n",
    "\n",
    "!conda install -c conda-forge geopy --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "import requests # library to handle requests\n",
    "from pandas.io.json import json_normalize # transform JSON file into a pandas dataframe\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "!conda install -c conda-forge folium=0.5.0 --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "import folium # map rendering library\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segment and cluster neighborhoods in Scarborough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode          Borough                    Neighborhood   Latitude  \\\n",
       "0      M4E     East Toronto                     The Beaches  43.676357   \n",
       "1      M4K     East Toronto    The Danforth West, Riverdale  43.679557   \n",
       "2      M4L     East Toronto  The Beaches West, India Bazaar  43.668999   \n",
       "3      M4M     East Toronto                 Studio District  43.659526   \n",
       "4      M4N  Central Toronto                   Lawrence Park  43.728020   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.293031  \n",
       "1 -79.352188  \n",
       "2 -79.315572  \n",
       "3 -79.340923  \n",
       "4 -79.388790  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_data = df_new[df_new['Borough'].str.contains('Toronto')].reset_index(drop=True)\n",
    "toronto_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'toronto'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"tt_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_c03ccacf73b8488191e48274b9bd3e3a {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_c03ccacf73b8488191e48274b9bd3e3a" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_c03ccacf73b8488191e48274b9bd3e3a = L.map(
                                  'map_c03ccacf73b8488191e48274b9bd3e3a',
                                  {center: [43.653963,-79.387207],
                                  zoom: 10,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_8ddbda713a5a477290b489add5917ce6 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
        
    
            var circle_marker_06883b5eca8a41aa86013eeea874efc7 = L.circleMarker(
                [43.806686299999996,-79.19435340000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_01e5e34d90fc4ca5b2e5c616eb5d46ef = L.popup({maxWidth: '300'});

            
                var html_f42b81947e25439f83920394354e1e73 = $('<div id="html_f42b81947e25439f83920394354e1e73" style="width: 100.0%; height: 100.0%;">Rouge, Malvern, Scarborough</div>')[0];
                popup_01e5e34d90fc4ca5b2e5c616eb5d46ef.setContent(html_f42b81947e25439f83920394354e1e73);
            

            circle_marker_06883b5eca8a41aa86013eeea874efc7.bindPopup(popup_01e5e34d90fc4ca5b2e5c616eb5d46ef);

            
        
    
            var circle_marker_74331e3f113340bdac3ed351fb96059f = L.circleMarker(
                [43.7845351,-79.16049709999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_9908fea160744348b02173954e041b0a = L.popup({maxWidth: '300'});

            
                var html_fe7a7ae22ae44f03af7dbd6a4f256cb6 = $('<div id="html_fe7a7ae22ae44f03af7dbd6a4f256cb6" style="width: 100.0%; height: 100.0%;">Highland Creek, Rouge Hill, Port Union, Scarborough</div>')[0];
                popup_9908fea160744348b02173954e041b0a.setContent(html_fe7a7ae22ae44f03af7dbd6a4f256cb6);
            

            circle_marker_74331e3f113340bdac3ed351fb96059f.bindPopup(popup_9908fea160744348b02173954e041b0a);

            
        
    
            var circle_marker_74c7ae0030014ef29a8cad97c3d6252b = L.circleMarker(
                [43.7635726,-79.1887115],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_209564f65a44428b8ccdffa79f07c4f1 = L.popup({maxWidth: '300'});

            
                var html_a74bda076e2843e4b356501ec087e8ab = $('<div id="html_a74bda076e2843e4b356501ec087e8ab" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill, Scarborough</div>')[0];
                popup_209564f65a44428b8ccdffa79f07c4f1.setContent(html_a74bda076e2843e4b356501ec087e8ab);
            

            circle_marker_74c7ae0030014ef29a8cad97c3d6252b.bindPopup(popup_209564f65a44428b8ccdffa79f07c4f1);

            
        
    
            var circle_marker_551a217a58cb4fab9de132d2ea435892 = L.circleMarker(
                [43.7709921,-79.21691740000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_953861e2c1c848c9bc34104bc909fd80 = L.popup({maxWidth: '300'});

            
                var html_2ca2c6238b9040af8def7afcd7ee9f7e = $('<div id="html_2ca2c6238b9040af8def7afcd7ee9f7e" style="width: 100.0%; height: 100.0%;">Woburn, Scarborough</div>')[0];
                popup_953861e2c1c848c9bc34104bc909fd80.setContent(html_2ca2c6238b9040af8def7afcd7ee9f7e);
            

            circle_marker_551a217a58cb4fab9de132d2ea435892.bindPopup(popup_953861e2c1c848c9bc34104bc909fd80);

            
        
    
            var circle_marker_2fc1b25b43a142fb84dc6c04d5c5c256 = L.circleMarker(
                [43.773136,-79.23947609999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_bad9e3149bb0437fbe291d40cb9a6d1a = L.popup({maxWidth: '300'});

            
                var html_6eebed64903045149f0a2fe7f248cdcd = $('<div id="html_6eebed64903045149f0a2fe7f248cdcd" style="width: 100.0%; height: 100.0%;">Cedarbrae, Scarborough</div>')[0];
                popup_bad9e3149bb0437fbe291d40cb9a6d1a.setContent(html_6eebed64903045149f0a2fe7f248cdcd);
            

            circle_marker_2fc1b25b43a142fb84dc6c04d5c5c256.bindPopup(popup_bad9e3149bb0437fbe291d40cb9a6d1a);

            
        
    
            var circle_marker_e8654711af914e7aadcf2bb45d00789e = L.circleMarker(
                [43.7447342,-79.23947609999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f7789e36553b43cf99e6ab8531efb028 = L.popup({maxWidth: '300'});

            
                var html_a5da25c39bd24c9cb854a38266227d23 = $('<div id="html_a5da25c39bd24c9cb854a38266227d23" style="width: 100.0%; height: 100.0%;">Scarborough Village, Scarborough</div>')[0];
                popup_f7789e36553b43cf99e6ab8531efb028.setContent(html_a5da25c39bd24c9cb854a38266227d23);
            

            circle_marker_e8654711af914e7aadcf2bb45d00789e.bindPopup(popup_f7789e36553b43cf99e6ab8531efb028);

            
        
    
            var circle_marker_a25d457c708b4230b4a104d9741c6dcf = L.circleMarker(
                [43.7279292,-79.26202940000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_1a2c5754cbc9495792a89bd013315965 = L.popup({maxWidth: '300'});

            
                var html_bfe7db2a05e048f08c5bf0c8d0ec097f = $('<div id="html_bfe7db2a05e048f08c5bf0c8d0ec097f" style="width: 100.0%; height: 100.0%;">East Birchmount Park, Ionview, Kennedy Park, Scarborough</div>')[0];
                popup_1a2c5754cbc9495792a89bd013315965.setContent(html_bfe7db2a05e048f08c5bf0c8d0ec097f);
            

            circle_marker_a25d457c708b4230b4a104d9741c6dcf.bindPopup(popup_1a2c5754cbc9495792a89bd013315965);

            
        
    
            var circle_marker_eacf8b7ce07644c6b6fb0fba231256b8 = L.circleMarker(
                [43.711111700000004,-79.2845772],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_16ea8823217447e689bce986e66bbdbb = L.popup({maxWidth: '300'});

            
                var html_109af6860f7e4d3cb63e7cf0cc3e3f7a = $('<div id="html_109af6860f7e4d3cb63e7cf0cc3e3f7a" style="width: 100.0%; height: 100.0%;">Clairlea, Golden Mile, Oakridge, Scarborough</div>')[0];
                popup_16ea8823217447e689bce986e66bbdbb.setContent(html_109af6860f7e4d3cb63e7cf0cc3e3f7a);
            

            circle_marker_eacf8b7ce07644c6b6fb0fba231256b8.bindPopup(popup_16ea8823217447e689bce986e66bbdbb);

            
        
    
            var circle_marker_7aad53bbcb6d4681918435c58f38b20d = L.circleMarker(
                [43.716316,-79.23947609999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_762bd85ab5c44b6a9551a7d9b280f787 = L.popup({maxWidth: '300'});

            
                var html_8ea26894669b4a5094be96a86c055110 = $('<div id="html_8ea26894669b4a5094be96a86c055110" style="width: 100.0%; height: 100.0%;">Cliffcrest, Cliffside, Scarborough Village West, Scarborough</div>')[0];
                popup_762bd85ab5c44b6a9551a7d9b280f787.setContent(html_8ea26894669b4a5094be96a86c055110);
            

            circle_marker_7aad53bbcb6d4681918435c58f38b20d.bindPopup(popup_762bd85ab5c44b6a9551a7d9b280f787);

            
        
    
            var circle_marker_912763992d2e48a88a671fad587d48cc = L.circleMarker(
                [43.692657000000004,-79.2648481],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_c574c33d5e9340c59164a413a04d7ab4 = L.popup({maxWidth: '300'});

            
                var html_4eae9370719a4c838ce9287687abaf5b = $('<div id="html_4eae9370719a4c838ce9287687abaf5b" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West, Scarborough</div>')[0];
                popup_c574c33d5e9340c59164a413a04d7ab4.setContent(html_4eae9370719a4c838ce9287687abaf5b);
            

            circle_marker_912763992d2e48a88a671fad587d48cc.bindPopup(popup_c574c33d5e9340c59164a413a04d7ab4);

            
        
    
            var circle_marker_42a928c4f4544b88a41c238a0c47d2c8 = L.circleMarker(
                [43.7574096,-79.27330400000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_7d0bf419751e40a58fcad16a8dd822c9 = L.popup({maxWidth: '300'});

            
                var html_37746cf200ce4643bd36302f75766e0c = $('<div id="html_37746cf200ce4643bd36302f75766e0c" style="width: 100.0%; height: 100.0%;">Dorset Park, Scarborough Town Centre, Wexford Heights, Scarborough</div>')[0];
                popup_7d0bf419751e40a58fcad16a8dd822c9.setContent(html_37746cf200ce4643bd36302f75766e0c);
            

            circle_marker_42a928c4f4544b88a41c238a0c47d2c8.bindPopup(popup_7d0bf419751e40a58fcad16a8dd822c9);

            
        
    
            var circle_marker_dd0046605ebc478bb0d58a9f9aca7ae0 = L.circleMarker(
                [43.750071500000004,-79.2958491],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_5e33570d59854951a7b96ab7408328d3 = L.popup({maxWidth: '300'});

            
                var html_267753b8798144cb99301f35100fba3b = $('<div id="html_267753b8798144cb99301f35100fba3b" style="width: 100.0%; height: 100.0%;">Maryvale, Wexford, Scarborough</div>')[0];
                popup_5e33570d59854951a7b96ab7408328d3.setContent(html_267753b8798144cb99301f35100fba3b);
            

            circle_marker_dd0046605ebc478bb0d58a9f9aca7ae0.bindPopup(popup_5e33570d59854951a7b96ab7408328d3);

            
        
    
            var circle_marker_7088c73a6c94461d89315eace21fa023 = L.circleMarker(
                [43.7942003,-79.26202940000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_6c0e0c4ada7f48cdb77aee0adb401ded = L.popup({maxWidth: '300'});

            
                var html_1584da8613944156a5ea79e4b7139c99 = $('<div id="html_1584da8613944156a5ea79e4b7139c99" style="width: 100.0%; height: 100.0%;">Agincourt, Scarborough</div>')[0];
                popup_6c0e0c4ada7f48cdb77aee0adb401ded.setContent(html_1584da8613944156a5ea79e4b7139c99);
            

            circle_marker_7088c73a6c94461d89315eace21fa023.bindPopup(popup_6c0e0c4ada7f48cdb77aee0adb401ded);

            
        
    
            var circle_marker_3215d1d6ff23461ba628d7dc4742ea4d = L.circleMarker(
                [43.7816375,-79.3043021],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_667f7e93ba35444ab2310f7465f0f685 = L.popup({maxWidth: '300'});

            
                var html_6bb081c64e09488f94291fd098a142d9 = $('<div id="html_6bb081c64e09488f94291fd098a142d9" style="width: 100.0%; height: 100.0%;">Clarks Corners, Sullivan, Tam O&#39;Shanter, Scarborough</div>')[0];
                popup_667f7e93ba35444ab2310f7465f0f685.setContent(html_6bb081c64e09488f94291fd098a142d9);
            

            circle_marker_3215d1d6ff23461ba628d7dc4742ea4d.bindPopup(popup_667f7e93ba35444ab2310f7465f0f685);

            
        
    
            var circle_marker_a30ce5ff4a85442f872fbc12ea838ff0 = L.circleMarker(
                [43.8152522,-79.2845772],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_3275915dcc37459abf25901bb07684a2 = L.popup({maxWidth: '300'});

            
                var html_e0b8177fcdc943aebf6290e544caf4c1 = $('<div id="html_e0b8177fcdc943aebf6290e544caf4c1" style="width: 100.0%; height: 100.0%;">Agincourt North, L&#39;Amoreaux East, Milliken, Steeles East, Scarborough</div>')[0];
                popup_3275915dcc37459abf25901bb07684a2.setContent(html_e0b8177fcdc943aebf6290e544caf4c1);
            

            circle_marker_a30ce5ff4a85442f872fbc12ea838ff0.bindPopup(popup_3275915dcc37459abf25901bb07684a2);

            
        
    
            var circle_marker_9f0b1bb73f3147f5a113845342aa7293 = L.circleMarker(
                [43.799525200000005,-79.3183887],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_7f3487a91f3a4ea6829a5d969fc36aa0 = L.popup({maxWidth: '300'});

            
                var html_2eeeaa5bb5384d63ba0119edcef9c41f = $('<div id="html_2eeeaa5bb5384d63ba0119edcef9c41f" style="width: 100.0%; height: 100.0%;">L&#39;Amoreaux West, Scarborough</div>')[0];
                popup_7f3487a91f3a4ea6829a5d969fc36aa0.setContent(html_2eeeaa5bb5384d63ba0119edcef9c41f);
            

            circle_marker_9f0b1bb73f3147f5a113845342aa7293.bindPopup(popup_7f3487a91f3a4ea6829a5d969fc36aa0);

            
        
    
            var circle_marker_f3c24b3a4a5945658643e4862d33bdcb = L.circleMarker(
                [43.836124700000006,-79.20563609999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_ac3caeee5f4d401abe0f8d09126150ad = L.popup({maxWidth: '300'});

            
                var html_d08e7e7cf23f418a9da96f62b6bb048d = $('<div id="html_d08e7e7cf23f418a9da96f62b6bb048d" style="width: 100.0%; height: 100.0%;">Upper Rouge, Scarborough</div>')[0];
                popup_ac3caeee5f4d401abe0f8d09126150ad.setContent(html_d08e7e7cf23f418a9da96f62b6bb048d);
            

            circle_marker_f3c24b3a4a5945658643e4862d33bdcb.bindPopup(popup_ac3caeee5f4d401abe0f8d09126150ad);

            
        
    
            var circle_marker_1136554a8e784bbfba9ab4d72563420f = L.circleMarker(
                [43.8037622,-79.3634517],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_62746d84d5d244e2b5832b25544d8e3c = L.popup({maxWidth: '300'});

            
                var html_3ef5870c6b364803bb261aa9752b9828 = $('<div id="html_3ef5870c6b364803bb261aa9752b9828" style="width: 100.0%; height: 100.0%;">Hillcrest Village, North York</div>')[0];
                popup_62746d84d5d244e2b5832b25544d8e3c.setContent(html_3ef5870c6b364803bb261aa9752b9828);
            

            circle_marker_1136554a8e784bbfba9ab4d72563420f.bindPopup(popup_62746d84d5d244e2b5832b25544d8e3c);

            
        
    
            var circle_marker_db0494b61aa64604a3d12f3f973812b5 = L.circleMarker(
                [43.7785175,-79.3465557],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f770c52f459648d994ef57530085200b = L.popup({maxWidth: '300'});

            
                var html_2f4d49780e034e3fb6f910abf8d66be9 = $('<div id="html_2f4d49780e034e3fb6f910abf8d66be9" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole, North York</div>')[0];
                popup_f770c52f459648d994ef57530085200b.setContent(html_2f4d49780e034e3fb6f910abf8d66be9);
            

            circle_marker_db0494b61aa64604a3d12f3f973812b5.bindPopup(popup_f770c52f459648d994ef57530085200b);

            
        
    
            var circle_marker_59b4139ace1449aeb9a2ce30fdf8d49a = L.circleMarker(
                [43.7869473,-79.385975],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f936a4d220f341f1963e49d9826f3a38 = L.popup({maxWidth: '300'});

            
                var html_e159f4b8255f460493e655136cec8159 = $('<div id="html_e159f4b8255f460493e655136cec8159" style="width: 100.0%; height: 100.0%;">Bayview Village, North York</div>')[0];
                popup_f936a4d220f341f1963e49d9826f3a38.setContent(html_e159f4b8255f460493e655136cec8159);
            

            circle_marker_59b4139ace1449aeb9a2ce30fdf8d49a.bindPopup(popup_f936a4d220f341f1963e49d9826f3a38);

            
        
    
            var circle_marker_cf369762454f4069a1ce5b887a60abcd = L.circleMarker(
                [43.7574902,-79.37471409999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_dce57e10b9894ceba38d94bf3770a189 = L.popup({maxWidth: '300'});

            
                var html_0a5da53fae0d458fa2e298231963237d = $('<div id="html_0a5da53fae0d458fa2e298231963237d" style="width: 100.0%; height: 100.0%;">Silver Hills, York Mills, North York</div>')[0];
                popup_dce57e10b9894ceba38d94bf3770a189.setContent(html_0a5da53fae0d458fa2e298231963237d);
            

            circle_marker_cf369762454f4069a1ce5b887a60abcd.bindPopup(popup_dce57e10b9894ceba38d94bf3770a189);

            
        
    
            var circle_marker_ae0c60b08c344d4d92db13bf0f2d82dd = L.circleMarker(
                [43.789053,-79.40849279999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_d1228aa67e4c43b4ac045496a680d9c1 = L.popup({maxWidth: '300'});

            
                var html_9ff39f2a469d4406b267a8f5eb7751a3 = $('<div id="html_9ff39f2a469d4406b267a8f5eb7751a3" style="width: 100.0%; height: 100.0%;">Newtonbrook, Willowdale, North York</div>')[0];
                popup_d1228aa67e4c43b4ac045496a680d9c1.setContent(html_9ff39f2a469d4406b267a8f5eb7751a3);
            

            circle_marker_ae0c60b08c344d4d92db13bf0f2d82dd.bindPopup(popup_d1228aa67e4c43b4ac045496a680d9c1);

            
        
    
            var circle_marker_8321f88e554b42c3bcc300a67429758b = L.circleMarker(
                [43.7701199,-79.40849279999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_d805e12a555c440295eadcf43d9b70e8 = L.popup({maxWidth: '300'});

            
                var html_49fcc6cf624745cda13074b1c98cac1e = $('<div id="html_49fcc6cf624745cda13074b1c98cac1e" style="width: 100.0%; height: 100.0%;">Willowdale South, North York</div>')[0];
                popup_d805e12a555c440295eadcf43d9b70e8.setContent(html_49fcc6cf624745cda13074b1c98cac1e);
            

            circle_marker_8321f88e554b42c3bcc300a67429758b.bindPopup(popup_d805e12a555c440295eadcf43d9b70e8);

            
        
    
            var circle_marker_6a2a0351432248ae849467ef9e089ee6 = L.circleMarker(
                [43.752758299999996,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_bcc6ce3b081b4370b77919b1196eee63 = L.popup({maxWidth: '300'});

            
                var html_8f6072035df942309999de74f9f1ebb6 = $('<div id="html_8f6072035df942309999de74f9f1ebb6" style="width: 100.0%; height: 100.0%;">York Mills West, North York</div>')[0];
                popup_bcc6ce3b081b4370b77919b1196eee63.setContent(html_8f6072035df942309999de74f9f1ebb6);
            

            circle_marker_6a2a0351432248ae849467ef9e089ee6.bindPopup(popup_bcc6ce3b081b4370b77919b1196eee63);

            
        
    
            var circle_marker_e4984d1c2b6845ff9bbb81903b288e99 = L.circleMarker(
                [43.7827364,-79.4422593],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_80703478405c48f79d6859ae3a6ada8a = L.popup({maxWidth: '300'});

            
                var html_b2a1a675c37e4e0ab3da0518bfe5b866 = $('<div id="html_b2a1a675c37e4e0ab3da0518bfe5b866" style="width: 100.0%; height: 100.0%;">Willowdale West, North York</div>')[0];
                popup_80703478405c48f79d6859ae3a6ada8a.setContent(html_b2a1a675c37e4e0ab3da0518bfe5b866);
            

            circle_marker_e4984d1c2b6845ff9bbb81903b288e99.bindPopup(popup_80703478405c48f79d6859ae3a6ada8a);

            
        
    
            var circle_marker_2c620ce243754dfa8aeadfa15a9bddc1 = L.circleMarker(
                [43.7532586,-79.3296565],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_a6d2fb98d47245e08b454977dd1c2264 = L.popup({maxWidth: '300'});

            
                var html_9c2b2df150cf4a0aabb79898a28f8ecf = $('<div id="html_9c2b2df150cf4a0aabb79898a28f8ecf" style="width: 100.0%; height: 100.0%;">Parkwoods, North York</div>')[0];
                popup_a6d2fb98d47245e08b454977dd1c2264.setContent(html_9c2b2df150cf4a0aabb79898a28f8ecf);
            

            circle_marker_2c620ce243754dfa8aeadfa15a9bddc1.bindPopup(popup_a6d2fb98d47245e08b454977dd1c2264);

            
        
    
            var circle_marker_54f1930579ed471998556c236f724943 = L.circleMarker(
                [43.745905799999996,-79.352188],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_4e3272698f594473b11c6a0ca968a911 = L.popup({maxWidth: '300'});

            
                var html_bb7cb070dc154a72b9bfce6669cfb3d5 = $('<div id="html_bb7cb070dc154a72b9bfce6669cfb3d5" style="width: 100.0%; height: 100.0%;">Don Mills North, North York</div>')[0];
                popup_4e3272698f594473b11c6a0ca968a911.setContent(html_bb7cb070dc154a72b9bfce6669cfb3d5);
            

            circle_marker_54f1930579ed471998556c236f724943.bindPopup(popup_4e3272698f594473b11c6a0ca968a911);

            
        
    
            var circle_marker_a2e024e7974d401490c05c4d85970081 = L.circleMarker(
                [43.72589970000001,-79.340923],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_280959b9e5ba4dfda37475e24409252b = L.popup({maxWidth: '300'});

            
                var html_4fc0c62a55ec4cbf8769c6cdd9daa36c = $('<div id="html_4fc0c62a55ec4cbf8769c6cdd9daa36c" style="width: 100.0%; height: 100.0%;">Flemingdon Park, Don Mills South, North York</div>')[0];
                popup_280959b9e5ba4dfda37475e24409252b.setContent(html_4fc0c62a55ec4cbf8769c6cdd9daa36c);
            

            circle_marker_a2e024e7974d401490c05c4d85970081.bindPopup(popup_280959b9e5ba4dfda37475e24409252b);

            
        
    
            var circle_marker_20a31d89ecf84312a37e9f347db3f44c = L.circleMarker(
                [43.7543283,-79.4422593],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_4f8906dc9aad4ff1bbf196355c33a78f = L.popup({maxWidth: '300'});

            
                var html_acc3dc5aa531445db57576f227b8ca51 = $('<div id="html_acc3dc5aa531445db57576f227b8ca51" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Downsview North, Wilson Heights, North York</div>')[0];
                popup_4f8906dc9aad4ff1bbf196355c33a78f.setContent(html_acc3dc5aa531445db57576f227b8ca51);
            

            circle_marker_20a31d89ecf84312a37e9f347db3f44c.bindPopup(popup_4f8906dc9aad4ff1bbf196355c33a78f);

            
        
    
            var circle_marker_4101a56d1b5b439bb0026e0f1fae578d = L.circleMarker(
                [43.7679803,-79.48726190000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_ab0ff7d4e5e1432eaa3378164cd95828 = L.popup({maxWidth: '300'});

            
                var html_138ae01463824a71b6ebd7c4416aa440 = $('<div id="html_138ae01463824a71b6ebd7c4416aa440" style="width: 100.0%; height: 100.0%;">Northwood Park, York University, North York</div>')[0];
                popup_ab0ff7d4e5e1432eaa3378164cd95828.setContent(html_138ae01463824a71b6ebd7c4416aa440);
            

            circle_marker_4101a56d1b5b439bb0026e0f1fae578d.bindPopup(popup_ab0ff7d4e5e1432eaa3378164cd95828);

            
        
    
            var circle_marker_5ed177343e78404d869f599b7987565f = L.circleMarker(
                [43.737473200000004,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_adca5716554f47cab9421a82b1b198b6 = L.popup({maxWidth: '300'});

            
                var html_7861bcd038564dc9b410fb9c0dc75f21 = $('<div id="html_7861bcd038564dc9b410fb9c0dc75f21" style="width: 100.0%; height: 100.0%;">CFB Toronto, Downsview East, North York</div>')[0];
                popup_adca5716554f47cab9421a82b1b198b6.setContent(html_7861bcd038564dc9b410fb9c0dc75f21);
            

            circle_marker_5ed177343e78404d869f599b7987565f.bindPopup(popup_adca5716554f47cab9421a82b1b198b6);

            
        
    
            var circle_marker_5a8f0864790947d59adaaa36a3850693 = L.circleMarker(
                [43.7390146,-79.5069436],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_6019b18422a54e6b8e4829d44029c237 = L.popup({maxWidth: '300'});

            
                var html_1d59ffcf4d6b46b4b444b21faadc4cc6 = $('<div id="html_1d59ffcf4d6b46b4b444b21faadc4cc6" style="width: 100.0%; height: 100.0%;">Downsview West, North York</div>')[0];
                popup_6019b18422a54e6b8e4829d44029c237.setContent(html_1d59ffcf4d6b46b4b444b21faadc4cc6);
            

            circle_marker_5a8f0864790947d59adaaa36a3850693.bindPopup(popup_6019b18422a54e6b8e4829d44029c237);

            
        
    
            var circle_marker_07fdf2d0304545d79464458536be8f3f = L.circleMarker(
                [43.7284964,-79.49569740000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_69503bb43cc44aa7b55b16cb36fad1a3 = L.popup({maxWidth: '300'});

            
                var html_893fe0d405ac4d609f54208de4792100 = $('<div id="html_893fe0d405ac4d609f54208de4792100" style="width: 100.0%; height: 100.0%;">Downsview Central, North York</div>')[0];
                popup_69503bb43cc44aa7b55b16cb36fad1a3.setContent(html_893fe0d405ac4d609f54208de4792100);
            

            circle_marker_07fdf2d0304545d79464458536be8f3f.bindPopup(popup_69503bb43cc44aa7b55b16cb36fad1a3);

            
        
    
            var circle_marker_f2c829f0ca8c4d21b4a10f03a1a8e717 = L.circleMarker(
                [43.7616313,-79.52099940000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_9da95e0229c6451caa034a68145583cc = L.popup({maxWidth: '300'});

            
                var html_8fafe744bf154faa8d33e5072d6d1836 = $('<div id="html_8fafe744bf154faa8d33e5072d6d1836" style="width: 100.0%; height: 100.0%;">Downsview Northwest, North York</div>')[0];
                popup_9da95e0229c6451caa034a68145583cc.setContent(html_8fafe744bf154faa8d33e5072d6d1836);
            

            circle_marker_f2c829f0ca8c4d21b4a10f03a1a8e717.bindPopup(popup_9da95e0229c6451caa034a68145583cc);

            
        
    
            var circle_marker_9556d587fe61445aaa1a8162367e145d = L.circleMarker(
                [43.725882299999995,-79.31557159999998],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f4ba6c1c340f49e48fa56f58218116e3 = L.popup({maxWidth: '300'});

            
                var html_7df59e0f4bd046fa99f682f3db079a4d = $('<div id="html_7df59e0f4bd046fa99f682f3db079a4d" style="width: 100.0%; height: 100.0%;">Victoria Village, North York</div>')[0];
                popup_f4ba6c1c340f49e48fa56f58218116e3.setContent(html_7df59e0f4bd046fa99f682f3db079a4d);
            

            circle_marker_9556d587fe61445aaa1a8162367e145d.bindPopup(popup_f4ba6c1c340f49e48fa56f58218116e3);

            
        
    
            var circle_marker_b89c87bd3997403da446029d53456494 = L.circleMarker(
                [43.7063972,-79.309937],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_19f6d31346534f6f9857c447b317ca43 = L.popup({maxWidth: '300'});

            
                var html_b11c5665b2ff465eb38b376b4d8994fa = $('<div id="html_b11c5665b2ff465eb38b376b4d8994fa" style="width: 100.0%; height: 100.0%;">Woodbine Gardens, Parkview Hill, East York</div>')[0];
                popup_19f6d31346534f6f9857c447b317ca43.setContent(html_b11c5665b2ff465eb38b376b4d8994fa);
            

            circle_marker_b89c87bd3997403da446029d53456494.bindPopup(popup_19f6d31346534f6f9857c447b317ca43);

            
        
    
            var circle_marker_c311938eeab74b0e8feb48744fe6c0d4 = L.circleMarker(
                [43.695343900000005,-79.3183887],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_95f1364182d84513ab93e538d119de5f = L.popup({maxWidth: '300'});

            
                var html_7126685504684e4d9e0d404b2af3523f = $('<div id="html_7126685504684e4d9e0d404b2af3523f" style="width: 100.0%; height: 100.0%;">Woodbine Heights, East York</div>')[0];
                popup_95f1364182d84513ab93e538d119de5f.setContent(html_7126685504684e4d9e0d404b2af3523f);
            

            circle_marker_c311938eeab74b0e8feb48744fe6c0d4.bindPopup(popup_95f1364182d84513ab93e538d119de5f);

            
        
    
            var circle_marker_9f8adc7f456a495fbea1037226b1361e = L.circleMarker(
                [43.67635739999999,-79.2930312],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_19c5fa0d0e8d4c7c9692a13705c97494 = L.popup({maxWidth: '300'});

            
                var html_9445544bd1f74d938ba94cd13fe13289 = $('<div id="html_9445544bd1f74d938ba94cd13fe13289" style="width: 100.0%; height: 100.0%;">The Beaches, East Toronto</div>')[0];
                popup_19c5fa0d0e8d4c7c9692a13705c97494.setContent(html_9445544bd1f74d938ba94cd13fe13289);
            

            circle_marker_9f8adc7f456a495fbea1037226b1361e.bindPopup(popup_19c5fa0d0e8d4c7c9692a13705c97494);

            
        
    
            var circle_marker_05c11891a7db48ffbb6dd489f95d4f51 = L.circleMarker(
                [43.7090604,-79.3634517],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_3520cc792077409db5d72845a44c5b3a = L.popup({maxWidth: '300'});

            
                var html_c6ae0bf57c1e45abb639d8f0f9ada522 = $('<div id="html_c6ae0bf57c1e45abb639d8f0f9ada522" style="width: 100.0%; height: 100.0%;">Leaside, East York</div>')[0];
                popup_3520cc792077409db5d72845a44c5b3a.setContent(html_c6ae0bf57c1e45abb639d8f0f9ada522);
            

            circle_marker_05c11891a7db48ffbb6dd489f95d4f51.bindPopup(popup_3520cc792077409db5d72845a44c5b3a);

            
        
    
            var circle_marker_dafc387f011347a19b7a92831d8726db = L.circleMarker(
                [43.7053689,-79.34937190000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_6f359ce864994d0da2640aec6b502b79 = L.popup({maxWidth: '300'});

            
                var html_92c71d2bc8aa4da39ceb03ee2c519e1c = $('<div id="html_92c71d2bc8aa4da39ceb03ee2c519e1c" style="width: 100.0%; height: 100.0%;">Thorncliffe Park, East York</div>')[0];
                popup_6f359ce864994d0da2640aec6b502b79.setContent(html_92c71d2bc8aa4da39ceb03ee2c519e1c);
            

            circle_marker_dafc387f011347a19b7a92831d8726db.bindPopup(popup_6f359ce864994d0da2640aec6b502b79);

            
        
    
            var circle_marker_097a7a77365e4bd781939908e946fa1c = L.circleMarker(
                [43.685347,-79.3381065],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_5b65e67123a2400997db17977406e7a7 = L.popup({maxWidth: '300'});

            
                var html_8314d389f3094a73b002fa04f3627722 = $('<div id="html_8314d389f3094a73b002fa04f3627722" style="width: 100.0%; height: 100.0%;">East Toronto, East York</div>')[0];
                popup_5b65e67123a2400997db17977406e7a7.setContent(html_8314d389f3094a73b002fa04f3627722);
            

            circle_marker_097a7a77365e4bd781939908e946fa1c.bindPopup(popup_5b65e67123a2400997db17977406e7a7);

            
        
    
            var circle_marker_1774a8ebaa8d40458a5d641f029ba7f7 = L.circleMarker(
                [43.6795571,-79.352188],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_3ece51fe0d3d4229a433ff3cb841b3f2 = L.popup({maxWidth: '300'});

            
                var html_217d4a07fd764919a3bbf0705b8d61f9 = $('<div id="html_217d4a07fd764919a3bbf0705b8d61f9" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale, East Toronto</div>')[0];
                popup_3ece51fe0d3d4229a433ff3cb841b3f2.setContent(html_217d4a07fd764919a3bbf0705b8d61f9);
            

            circle_marker_1774a8ebaa8d40458a5d641f029ba7f7.bindPopup(popup_3ece51fe0d3d4229a433ff3cb841b3f2);

            
        
    
            var circle_marker_d86d782b77284b2c8c8e104bc99e9f42 = L.circleMarker(
                [43.6689985,-79.31557159999998],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_690586bd4c954e6fbae0f3f0955e13dd = L.popup({maxWidth: '300'});

            
                var html_4bccf51a27eb45d79d277db8381f1ff1 = $('<div id="html_4bccf51a27eb45d79d277db8381f1ff1" style="width: 100.0%; height: 100.0%;">The Beaches West, India Bazaar, East Toronto</div>')[0];
                popup_690586bd4c954e6fbae0f3f0955e13dd.setContent(html_4bccf51a27eb45d79d277db8381f1ff1);
            

            circle_marker_d86d782b77284b2c8c8e104bc99e9f42.bindPopup(popup_690586bd4c954e6fbae0f3f0955e13dd);

            
        
    
            var circle_marker_683cc3bc3deb45ff940247f460c843c9 = L.circleMarker(
                [43.6595255,-79.340923],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_b415ed1a912144b69c4a901820f7d79c = L.popup({maxWidth: '300'});

            
                var html_824a586357e24eb2826bc56fde3097b1 = $('<div id="html_824a586357e24eb2826bc56fde3097b1" style="width: 100.0%; height: 100.0%;">Studio District, East Toronto</div>')[0];
                popup_b415ed1a912144b69c4a901820f7d79c.setContent(html_824a586357e24eb2826bc56fde3097b1);
            

            circle_marker_683cc3bc3deb45ff940247f460c843c9.bindPopup(popup_b415ed1a912144b69c4a901820f7d79c);

            
        
    
            var circle_marker_1a57a35350004ed7be79322ba11e990d = L.circleMarker(
                [43.7280205,-79.3887901],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_c4b829ba542f497b84f32a4249ba9883 = L.popup({maxWidth: '300'});

            
                var html_4402db0eb39846b6b12a83fdf9a38a68 = $('<div id="html_4402db0eb39846b6b12a83fdf9a38a68" style="width: 100.0%; height: 100.0%;">Lawrence Park, Central Toronto</div>')[0];
                popup_c4b829ba542f497b84f32a4249ba9883.setContent(html_4402db0eb39846b6b12a83fdf9a38a68);
            

            circle_marker_1a57a35350004ed7be79322ba11e990d.bindPopup(popup_c4b829ba542f497b84f32a4249ba9883);

            
        
    
            var circle_marker_3edd9b3a61a443728bbc6b90df5eb6c4 = L.circleMarker(
                [43.7127511,-79.3901975],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_2549171b13784b70bdd16219908b222a = L.popup({maxWidth: '300'});

            
                var html_2187923177a74709acce3b59fdbc1e44 = $('<div id="html_2187923177a74709acce3b59fdbc1e44" style="width: 100.0%; height: 100.0%;">Davisville North, Central Toronto</div>')[0];
                popup_2549171b13784b70bdd16219908b222a.setContent(html_2187923177a74709acce3b59fdbc1e44);
            

            circle_marker_3edd9b3a61a443728bbc6b90df5eb6c4.bindPopup(popup_2549171b13784b70bdd16219908b222a);

            
        
    
            var circle_marker_1a18b28c26594a94b5f00585272d6ad1 = L.circleMarker(
                [43.7153834,-79.40567840000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_403ee4698edd4206a8e74eaa08e925af = L.popup({maxWidth: '300'});

            
                var html_202b13e0933745f48511b68250264fc2 = $('<div id="html_202b13e0933745f48511b68250264fc2" style="width: 100.0%; height: 100.0%;">North Toronto West, Central Toronto</div>')[0];
                popup_403ee4698edd4206a8e74eaa08e925af.setContent(html_202b13e0933745f48511b68250264fc2);
            

            circle_marker_1a18b28c26594a94b5f00585272d6ad1.bindPopup(popup_403ee4698edd4206a8e74eaa08e925af);

            
        
    
            var circle_marker_0785d55da18c4b929600889558d10053 = L.circleMarker(
                [43.7043244,-79.3887901],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f7c9ce16e4204b26b7c4f208c821d5bc = L.popup({maxWidth: '300'});

            
                var html_42be37779ab64117a92b57c94ada06df = $('<div id="html_42be37779ab64117a92b57c94ada06df" style="width: 100.0%; height: 100.0%;">Davisville, Central Toronto</div>')[0];
                popup_f7c9ce16e4204b26b7c4f208c821d5bc.setContent(html_42be37779ab64117a92b57c94ada06df);
            

            circle_marker_0785d55da18c4b929600889558d10053.bindPopup(popup_f7c9ce16e4204b26b7c4f208c821d5bc);

            
        
    
            var circle_marker_dda6865e94ee4cbeb4de463c42d61d73 = L.circleMarker(
                [43.6895743,-79.38315990000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_8b66f292c1c443419758916abbd60149 = L.popup({maxWidth: '300'});

            
                var html_83b41e45fe484871825f43799324e846 = $('<div id="html_83b41e45fe484871825f43799324e846" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East, Central Toronto</div>')[0];
                popup_8b66f292c1c443419758916abbd60149.setContent(html_83b41e45fe484871825f43799324e846);
            

            circle_marker_dda6865e94ee4cbeb4de463c42d61d73.bindPopup(popup_8b66f292c1c443419758916abbd60149);

            
        
    
            var circle_marker_137aa1a1ceaf402bb622bef0e7ac715a = L.circleMarker(
                [43.68641229999999,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_5e37e06e188a4ac48605225b8842afa7 = L.popup({maxWidth: '300'});

            
                var html_15e8b92ba1a742e0ad82dfaacaefc655 = $('<div id="html_15e8b92ba1a742e0ad82dfaacaefc655" style="width: 100.0%; height: 100.0%;">Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West, Central Toronto</div>')[0];
                popup_5e37e06e188a4ac48605225b8842afa7.setContent(html_15e8b92ba1a742e0ad82dfaacaefc655);
            

            circle_marker_137aa1a1ceaf402bb622bef0e7ac715a.bindPopup(popup_5e37e06e188a4ac48605225b8842afa7);

            
        
    
            var circle_marker_4db06bf3cc7b45e9943542821907b5d8 = L.circleMarker(
                [43.6795626,-79.37752940000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_360d339da9714723bac5bf98056fe4d2 = L.popup({maxWidth: '300'});

            
                var html_eefce7cd721c4536b0080646f869cfe9 = $('<div id="html_eefce7cd721c4536b0080646f869cfe9" style="width: 100.0%; height: 100.0%;">Rosedale, Downtown Toronto</div>')[0];
                popup_360d339da9714723bac5bf98056fe4d2.setContent(html_eefce7cd721c4536b0080646f869cfe9);
            

            circle_marker_4db06bf3cc7b45e9943542821907b5d8.bindPopup(popup_360d339da9714723bac5bf98056fe4d2);

            
        
    
            var circle_marker_f32db0994ad343d192e8f6a45c6b13d6 = L.circleMarker(
                [43.667967,-79.3676753],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_695c08bb3ad143caa3ca92535357b6d3 = L.popup({maxWidth: '300'});

            
                var html_06f14d0d6fd849138408222262fc4c32 = $('<div id="html_06f14d0d6fd849138408222262fc4c32" style="width: 100.0%; height: 100.0%;">Cabbagetown, St. James Town, Downtown Toronto</div>')[0];
                popup_695c08bb3ad143caa3ca92535357b6d3.setContent(html_06f14d0d6fd849138408222262fc4c32);
            

            circle_marker_f32db0994ad343d192e8f6a45c6b13d6.bindPopup(popup_695c08bb3ad143caa3ca92535357b6d3);

            
        
    
            var circle_marker_26ededd1426045da849d819fd6002297 = L.circleMarker(
                [43.6658599,-79.38315990000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_1cab18cbf0fa48d987eb137a511d508b = L.popup({maxWidth: '300'});

            
                var html_1a046accc2b747a0860553d70227b0e7 = $('<div id="html_1a046accc2b747a0860553d70227b0e7" style="width: 100.0%; height: 100.0%;">Church and Wellesley, Downtown Toronto</div>')[0];
                popup_1cab18cbf0fa48d987eb137a511d508b.setContent(html_1a046accc2b747a0860553d70227b0e7);
            

            circle_marker_26ededd1426045da849d819fd6002297.bindPopup(popup_1cab18cbf0fa48d987eb137a511d508b);

            
        
    
            var circle_marker_fab04a745a124710aa188a14603ddf84 = L.circleMarker(
                [43.6542599,-79.3606359],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_48bf68db29f14a899ee37ee4db66bc0d = L.popup({maxWidth: '300'});

            
                var html_4d721e937c274f7199533da70df76a6b = $('<div id="html_4d721e937c274f7199533da70df76a6b" style="width: 100.0%; height: 100.0%;">Harbourfront, Regent Park, Downtown Toronto</div>')[0];
                popup_48bf68db29f14a899ee37ee4db66bc0d.setContent(html_4d721e937c274f7199533da70df76a6b);
            

            circle_marker_fab04a745a124710aa188a14603ddf84.bindPopup(popup_48bf68db29f14a899ee37ee4db66bc0d);

            
        
    
            var circle_marker_890b33e574d046388b83c2fc1981fe9c = L.circleMarker(
                [43.6571618,-79.37893709999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_dd2a43c932d74746a818d8837cbcf422 = L.popup({maxWidth: '300'});

            
                var html_fb426c1df788400abf641cf59fe5b972 = $('<div id="html_fb426c1df788400abf641cf59fe5b972" style="width: 100.0%; height: 100.0%;">Ryerson, Garden District, Downtown Toronto</div>')[0];
                popup_dd2a43c932d74746a818d8837cbcf422.setContent(html_fb426c1df788400abf641cf59fe5b972);
            

            circle_marker_890b33e574d046388b83c2fc1981fe9c.bindPopup(popup_dd2a43c932d74746a818d8837cbcf422);

            
        
    
            var circle_marker_087c96e670334a47b0d183953cefa00a = L.circleMarker(
                [43.6514939,-79.3754179],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f2707b6617844897b30a32576e2a72b2 = L.popup({maxWidth: '300'});

            
                var html_0ac7fb230b2441deb2bb7dbf82a5d113 = $('<div id="html_0ac7fb230b2441deb2bb7dbf82a5d113" style="width: 100.0%; height: 100.0%;">St. James Town, Downtown Toronto</div>')[0];
                popup_f2707b6617844897b30a32576e2a72b2.setContent(html_0ac7fb230b2441deb2bb7dbf82a5d113);
            

            circle_marker_087c96e670334a47b0d183953cefa00a.bindPopup(popup_f2707b6617844897b30a32576e2a72b2);

            
        
    
            var circle_marker_81aa9ace2f5542da86fca5bf0213e2e6 = L.circleMarker(
                [43.644770799999996,-79.3733064],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_3e58b449096c4cfb920bea0a2b818410 = L.popup({maxWidth: '300'});

            
                var html_3cc716c149e5406fac8038e43ed64930 = $('<div id="html_3cc716c149e5406fac8038e43ed64930" style="width: 100.0%; height: 100.0%;">Berczy Park, Downtown Toronto</div>')[0];
                popup_3e58b449096c4cfb920bea0a2b818410.setContent(html_3cc716c149e5406fac8038e43ed64930);
            

            circle_marker_81aa9ace2f5542da86fca5bf0213e2e6.bindPopup(popup_3e58b449096c4cfb920bea0a2b818410);

            
        
    
            var circle_marker_1e56ab93f0304561a98eadbd612614a3 = L.circleMarker(
                [43.6579524,-79.3873826],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_2a686ed3e77548c29c1920286bff6593 = L.popup({maxWidth: '300'});

            
                var html_87f67d02088844c388e5ab0db671b1b1 = $('<div id="html_87f67d02088844c388e5ab0db671b1b1" style="width: 100.0%; height: 100.0%;">Central Bay Street, Downtown Toronto</div>')[0];
                popup_2a686ed3e77548c29c1920286bff6593.setContent(html_87f67d02088844c388e5ab0db671b1b1);
            

            circle_marker_1e56ab93f0304561a98eadbd612614a3.bindPopup(popup_2a686ed3e77548c29c1920286bff6593);

            
        
    
            var circle_marker_7c73be76f0864cd785c4837e846850ed = L.circleMarker(
                [43.65057120000001,-79.3845675],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_cda6604ff97149ec94690e257a44784b = L.popup({maxWidth: '300'});

            
                var html_709c9c2a8fba4c9cb921dde43cd0b348 = $('<div id="html_709c9c2a8fba4c9cb921dde43cd0b348" style="width: 100.0%; height: 100.0%;">Adelaide, King, Richmond, Downtown Toronto</div>')[0];
                popup_cda6604ff97149ec94690e257a44784b.setContent(html_709c9c2a8fba4c9cb921dde43cd0b348);
            

            circle_marker_7c73be76f0864cd785c4837e846850ed.bindPopup(popup_cda6604ff97149ec94690e257a44784b);

            
        
    
            var circle_marker_292c4379d5b14dadaca5cb0292c42e14 = L.circleMarker(
                [43.6408157,-79.38175229999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_65391e02b47b405b8e99ed3c03064b71 = L.popup({maxWidth: '300'});

            
                var html_c1308ddeb32244c9872d55f46f628164 = $('<div id="html_c1308ddeb32244c9872d55f46f628164" style="width: 100.0%; height: 100.0%;">Harbourfront East, Toronto Islands, Union Station, Downtown Toronto</div>')[0];
                popup_65391e02b47b405b8e99ed3c03064b71.setContent(html_c1308ddeb32244c9872d55f46f628164);
            

            circle_marker_292c4379d5b14dadaca5cb0292c42e14.bindPopup(popup_65391e02b47b405b8e99ed3c03064b71);

            
        
    
            var circle_marker_3727fa24c51b4cf3a491f261e68ee4fa = L.circleMarker(
                [43.6471768,-79.38157640000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_e7dc481622684b2a89596c2f8c8bab01 = L.popup({maxWidth: '300'});

            
                var html_6e34587d8f474205a9dfcf6c8b9b6e6e = $('<div id="html_6e34587d8f474205a9dfcf6c8b9b6e6e" style="width: 100.0%; height: 100.0%;">Design Exchange, Toronto Dominion Centre, Downtown Toronto</div>')[0];
                popup_e7dc481622684b2a89596c2f8c8bab01.setContent(html_6e34587d8f474205a9dfcf6c8b9b6e6e);
            

            circle_marker_3727fa24c51b4cf3a491f261e68ee4fa.bindPopup(popup_e7dc481622684b2a89596c2f8c8bab01);

            
        
    
            var circle_marker_df9901091da34c0ea215cb547e6fc655 = L.circleMarker(
                [43.6481985,-79.37981690000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_8cafe8fa3f744c558a9a676d07dc6fe5 = L.popup({maxWidth: '300'});

            
                var html_b21a185e678a43dd904e8230004556b4 = $('<div id="html_b21a185e678a43dd904e8230004556b4" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel, Downtown Toronto</div>')[0];
                popup_8cafe8fa3f744c558a9a676d07dc6fe5.setContent(html_b21a185e678a43dd904e8230004556b4);
            

            circle_marker_df9901091da34c0ea215cb547e6fc655.bindPopup(popup_8cafe8fa3f744c558a9a676d07dc6fe5);

            
        
    
            var circle_marker_90127ced855440679bebb0684e0ce32d = L.circleMarker(
                [43.7332825,-79.4197497],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_2b481b209d5842ad9232c118d7844712 = L.popup({maxWidth: '300'});

            
                var html_55a8d7070f3f4d6b980ccaa29ff0f4b6 = $('<div id="html_55a8d7070f3f4d6b980ccaa29ff0f4b6" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East, North York</div>')[0];
                popup_2b481b209d5842ad9232c118d7844712.setContent(html_55a8d7070f3f4d6b980ccaa29ff0f4b6);
            

            circle_marker_90127ced855440679bebb0684e0ce32d.bindPopup(popup_2b481b209d5842ad9232c118d7844712);

            
        
    
            var circle_marker_ab457cb24b044f41bf0b21f9a371408a = L.circleMarker(
                [43.7116948,-79.41693559999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_246a86ab69644635b1728d923017a364 = L.popup({maxWidth: '300'});

            
                var html_e7b59f28b3e04164a9685815fa847802 = $('<div id="html_e7b59f28b3e04164a9685815fa847802" style="width: 100.0%; height: 100.0%;">Roselawn, Central Toronto</div>')[0];
                popup_246a86ab69644635b1728d923017a364.setContent(html_e7b59f28b3e04164a9685815fa847802);
            

            circle_marker_ab457cb24b044f41bf0b21f9a371408a.bindPopup(popup_246a86ab69644635b1728d923017a364);

            
        
    
            var circle_marker_d79bb63513294c3fb7c85d172c9756ed = L.circleMarker(
                [43.6969476,-79.41130720000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_e9cf025dbbe14951aac148c11d7bedf1 = L.popup({maxWidth: '300'});

            
                var html_fbc55bf87dc645e780b4df8860770498 = $('<div id="html_fbc55bf87dc645e780b4df8860770498" style="width: 100.0%; height: 100.0%;">Forest Hill North, Forest Hill West, Central Toronto</div>')[0];
                popup_e9cf025dbbe14951aac148c11d7bedf1.setContent(html_fbc55bf87dc645e780b4df8860770498);
            

            circle_marker_d79bb63513294c3fb7c85d172c9756ed.bindPopup(popup_e9cf025dbbe14951aac148c11d7bedf1);

            
        
    
            var circle_marker_f4814548cebf4837b87c7e439895b86d = L.circleMarker(
                [43.6727097,-79.40567840000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_d6e7d03c3634428789efbec4ac6c7b65 = L.popup({maxWidth: '300'});

            
                var html_4814db2ecd7d410e95905449e2f94065 = $('<div id="html_4814db2ecd7d410e95905449e2f94065" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville, Central Toronto</div>')[0];
                popup_d6e7d03c3634428789efbec4ac6c7b65.setContent(html_4814db2ecd7d410e95905449e2f94065);
            

            circle_marker_f4814548cebf4837b87c7e439895b86d.bindPopup(popup_d6e7d03c3634428789efbec4ac6c7b65);

            
        
    
            var circle_marker_2313efae849d48829a8ae364fd944de6 = L.circleMarker(
                [43.6626956,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_481aed4b58f542aea66f09b3f8b0d0d3 = L.popup({maxWidth: '300'});

            
                var html_82f16cef83314365b124eed10b73d5ca = $('<div id="html_82f16cef83314365b124eed10b73d5ca" style="width: 100.0%; height: 100.0%;">Harbord, University of Toronto, Downtown Toronto</div>')[0];
                popup_481aed4b58f542aea66f09b3f8b0d0d3.setContent(html_82f16cef83314365b124eed10b73d5ca);
            

            circle_marker_2313efae849d48829a8ae364fd944de6.bindPopup(popup_481aed4b58f542aea66f09b3f8b0d0d3);

            
        
    
            var circle_marker_f5a0bea828f040818e86495520bb4ed9 = L.circleMarker(
                [43.6532057,-79.4000493],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_8efebf14587240f2a19cc2e61ff9f867 = L.popup({maxWidth: '300'});

            
                var html_8a0f0cba0aba4d09b975f5f292684896 = $('<div id="html_8a0f0cba0aba4d09b975f5f292684896" style="width: 100.0%; height: 100.0%;">Chinatown, Grange Park, Kensington Market, Downtown Toronto</div>')[0];
                popup_8efebf14587240f2a19cc2e61ff9f867.setContent(html_8a0f0cba0aba4d09b975f5f292684896);
            

            circle_marker_f5a0bea828f040818e86495520bb4ed9.bindPopup(popup_8efebf14587240f2a19cc2e61ff9f867);

            
        
    
            var circle_marker_c2c95d62bd7243ddaedf1cbacac95f2d = L.circleMarker(
                [43.6289467,-79.3944199],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_37409503fa1142378053acaec424431b = L.popup({maxWidth: '300'});

            
                var html_c24b196c79b040a0af9db209fd5b1e6b = $('<div id="html_c24b196c79b040a0af9db209fd5b1e6b" style="width: 100.0%; height: 100.0%;">CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara, Downtown Toronto</div>')[0];
                popup_37409503fa1142378053acaec424431b.setContent(html_c24b196c79b040a0af9db209fd5b1e6b);
            

            circle_marker_c2c95d62bd7243ddaedf1cbacac95f2d.bindPopup(popup_37409503fa1142378053acaec424431b);

            
        
    
            var circle_marker_af4cc5583d8f4125ae3119b8cb4940a9 = L.circleMarker(
                [43.6464352,-79.37484599999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_feeaaed2c0ad4d18949db36ad5096c95 = L.popup({maxWidth: '300'});

            
                var html_7560f44aec6d4d96aa66d2f0c546abdd = $('<div id="html_7560f44aec6d4d96aa66d2f0c546abdd" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade, Downtown Toronto</div>')[0];
                popup_feeaaed2c0ad4d18949db36ad5096c95.setContent(html_7560f44aec6d4d96aa66d2f0c546abdd);
            

            circle_marker_af4cc5583d8f4125ae3119b8cb4940a9.bindPopup(popup_feeaaed2c0ad4d18949db36ad5096c95);

            
        
    
            var circle_marker_0189aa61203f43df9c1f3fe47e530a9c = L.circleMarker(
                [43.6484292,-79.3822802],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_de146f66c8af470f8d5c9c23a431468a = L.popup({maxWidth: '300'});

            
                var html_6df20138e134486ea8527785914eb3f0 = $('<div id="html_6df20138e134486ea8527785914eb3f0" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city, Downtown Toronto</div>')[0];
                popup_de146f66c8af470f8d5c9c23a431468a.setContent(html_6df20138e134486ea8527785914eb3f0);
            

            circle_marker_0189aa61203f43df9c1f3fe47e530a9c.bindPopup(popup_de146f66c8af470f8d5c9c23a431468a);

            
        
    
            var circle_marker_0d48d4a5029a4a3cb40640c7d39a1f3c = L.circleMarker(
                [43.718517999999996,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_521ec70c7de54752a0ef2d29dde50870 = L.popup({maxWidth: '300'});

            
                var html_7e66b56a77bb4a919b4abcec25510d3c = $('<div id="html_7e66b56a77bb4a919b4abcec25510d3c" style="width: 100.0%; height: 100.0%;">Lawrence Heights, Lawrence Manor, North York</div>')[0];
                popup_521ec70c7de54752a0ef2d29dde50870.setContent(html_7e66b56a77bb4a919b4abcec25510d3c);
            

            circle_marker_0d48d4a5029a4a3cb40640c7d39a1f3c.bindPopup(popup_521ec70c7de54752a0ef2d29dde50870);

            
        
    
            var circle_marker_185f4804a5474df089bd5cd735c5ae00 = L.circleMarker(
                [43.709577,-79.44507259999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_55bfc2d78744441cada263f076a43132 = L.popup({maxWidth: '300'});

            
                var html_5feab5da642f447990668392b8b77021 = $('<div id="html_5feab5da642f447990668392b8b77021" style="width: 100.0%; height: 100.0%;">Glencairn, North York</div>')[0];
                popup_55bfc2d78744441cada263f076a43132.setContent(html_5feab5da642f447990668392b8b77021);
            

            circle_marker_185f4804a5474df089bd5cd735c5ae00.bindPopup(popup_55bfc2d78744441cada263f076a43132);

            
        
    
            var circle_marker_839ceec756334f0fafc70957e5af4e64 = L.circleMarker(
                [43.6937813,-79.42819140000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_e1d981e699594069aeb24609a5a9e343 = L.popup({maxWidth: '300'});

            
                var html_2eac5504e3e147c9a8eb8ae4e6db8ce6 = $('<div id="html_2eac5504e3e147c9a8eb8ae4e6db8ce6" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale, York</div>')[0];
                popup_e1d981e699594069aeb24609a5a9e343.setContent(html_2eac5504e3e147c9a8eb8ae4e6db8ce6);
            

            circle_marker_839ceec756334f0fafc70957e5af4e64.bindPopup(popup_e1d981e699594069aeb24609a5a9e343);

            
        
    
            var circle_marker_57c45af761574d45bf859a41f18bde1d = L.circleMarker(
                [43.6890256,-79.453512],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_ed22b49ff2774f6ba218452ea1bd075c = L.popup({maxWidth: '300'});

            
                var html_06ac80c5f2734859b509d418d05d819c = $('<div id="html_06ac80c5f2734859b509d418d05d819c" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks, York</div>')[0];
                popup_ed22b49ff2774f6ba218452ea1bd075c.setContent(html_06ac80c5f2734859b509d418d05d819c);
            

            circle_marker_57c45af761574d45bf859a41f18bde1d.bindPopup(popup_ed22b49ff2774f6ba218452ea1bd075c);

            
        
    
            var circle_marker_8c519ffa949e43608df066fd881a6db7 = L.circleMarker(
                [43.669542,-79.4225637],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_04aa1efb90ba4a56a4a64bf0ceb131ee = L.popup({maxWidth: '300'});

            
                var html_ffb837d4a4d74659aaecba1b0846dca6 = $('<div id="html_ffb837d4a4d74659aaecba1b0846dca6" style="width: 100.0%; height: 100.0%;">Christie, Downtown Toronto</div>')[0];
                popup_04aa1efb90ba4a56a4a64bf0ceb131ee.setContent(html_ffb837d4a4d74659aaecba1b0846dca6);
            

            circle_marker_8c519ffa949e43608df066fd881a6db7.bindPopup(popup_04aa1efb90ba4a56a4a64bf0ceb131ee);

            
        
    
            var circle_marker_1c6cbad36bde4046b6ef7645d208fb03 = L.circleMarker(
                [43.66900510000001,-79.4422593],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_9eba902c56f3438097224fa794df715d = L.popup({maxWidth: '300'});

            
                var html_d0f2c887c8e8429fa4b49642e174437d = $('<div id="html_d0f2c887c8e8429fa4b49642e174437d" style="width: 100.0%; height: 100.0%;">Dovercourt Village, Dufferin, West Toronto</div>')[0];
                popup_9eba902c56f3438097224fa794df715d.setContent(html_d0f2c887c8e8429fa4b49642e174437d);
            

            circle_marker_1c6cbad36bde4046b6ef7645d208fb03.bindPopup(popup_9eba902c56f3438097224fa794df715d);

            
        
    
            var circle_marker_3abb9c8ecca74702b128bd4aaeaef367 = L.circleMarker(
                [43.647926700000006,-79.4197497],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_b716b49fcc7543f8a449d1cae79f32c3 = L.popup({maxWidth: '300'});

            
                var html_d583c770ed8e4762bd6d3b2fe56dda21 = $('<div id="html_d583c770ed8e4762bd6d3b2fe56dda21" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity, West Toronto</div>')[0];
                popup_b716b49fcc7543f8a449d1cae79f32c3.setContent(html_d583c770ed8e4762bd6d3b2fe56dda21);
            

            circle_marker_3abb9c8ecca74702b128bd4aaeaef367.bindPopup(popup_b716b49fcc7543f8a449d1cae79f32c3);

            
        
    
            var circle_marker_f90077fa8231451e86b1bad4545a3632 = L.circleMarker(
                [43.6368472,-79.42819140000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_467663f0d0eb48d4836fc28c65246bd7 = L.popup({maxWidth: '300'});

            
                var html_3c4169f8b12b4ae19128ba3d82908397 = $('<div id="html_3c4169f8b12b4ae19128ba3d82908397" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village, West Toronto</div>')[0];
                popup_467663f0d0eb48d4836fc28c65246bd7.setContent(html_3c4169f8b12b4ae19128ba3d82908397);
            

            circle_marker_f90077fa8231451e86b1bad4545a3632.bindPopup(popup_467663f0d0eb48d4836fc28c65246bd7);

            
        
    
            var circle_marker_10349b9fb0dc441ba1302823cfe990c2 = L.circleMarker(
                [43.713756200000006,-79.4900738],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_884c6d431d5e48cab3b031bc01e2f714 = L.popup({maxWidth: '300'});

            
                var html_e3fd1c158147486c86417f83a5070811 = $('<div id="html_e3fd1c158147486c86417f83a5070811" style="width: 100.0%; height: 100.0%;">Downsview, North Park, Upwood Park, North York</div>')[0];
                popup_884c6d431d5e48cab3b031bc01e2f714.setContent(html_e3fd1c158147486c86417f83a5070811);
            

            circle_marker_10349b9fb0dc441ba1302823cfe990c2.bindPopup(popup_884c6d431d5e48cab3b031bc01e2f714);

            
        
    
            var circle_marker_7cfe366f67374a2198a794e0d5306310 = L.circleMarker(
                [43.6911158,-79.47601329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_e525b8d301694f88abf3291d531df0ba = L.popup({maxWidth: '300'});

            
                var html_ad266b0a101c41ccafea7dde1aebb768 = $('<div id="html_ad266b0a101c41ccafea7dde1aebb768" style="width: 100.0%; height: 100.0%;">Del Ray, Keelesdale, Mount Dennis, Silverthorn, York</div>')[0];
                popup_e525b8d301694f88abf3291d531df0ba.setContent(html_ad266b0a101c41ccafea7dde1aebb768);
            

            circle_marker_7cfe366f67374a2198a794e0d5306310.bindPopup(popup_e525b8d301694f88abf3291d531df0ba);

            
        
    
            var circle_marker_7ca2568e61454a508acf9c1c050d7ac5 = L.circleMarker(
                [43.67318529999999,-79.48726190000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_d0924d59d74d47ab96c77cd6b4dff58a = L.popup({maxWidth: '300'});

            
                var html_4c9f410f5d0544178ec70068c077bd14 = $('<div id="html_4c9f410f5d0544178ec70068c077bd14" style="width: 100.0%; height: 100.0%;">The Junction North, Runnymede, York</div>')[0];
                popup_d0924d59d74d47ab96c77cd6b4dff58a.setContent(html_4c9f410f5d0544178ec70068c077bd14);
            

            circle_marker_7ca2568e61454a508acf9c1c050d7ac5.bindPopup(popup_d0924d59d74d47ab96c77cd6b4dff58a);

            
        
    
            var circle_marker_4b1d2d300d134b1ba34279a716660083 = L.circleMarker(
                [43.6616083,-79.46476329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_58f08aabce4b483888eca69ab58ef5d0 = L.popup({maxWidth: '300'});

            
                var html_1835e35dcda6419ba85f1c08a72bf701 = $('<div id="html_1835e35dcda6419ba85f1c08a72bf701" style="width: 100.0%; height: 100.0%;">High Park, The Junction South, West Toronto</div>')[0];
                popup_58f08aabce4b483888eca69ab58ef5d0.setContent(html_1835e35dcda6419ba85f1c08a72bf701);
            

            circle_marker_4b1d2d300d134b1ba34279a716660083.bindPopup(popup_58f08aabce4b483888eca69ab58ef5d0);

            
        
    
            var circle_marker_1c484932780c414aa7a01119c5ee6eda = L.circleMarker(
                [43.6489597,-79.456325],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_9f2557623d434203b7eeb572d27bbc72 = L.popup({maxWidth: '300'});

            
                var html_3bb335276aeb4cc99eaf3727a20316be = $('<div id="html_3bb335276aeb4cc99eaf3727a20316be" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>')[0];
                popup_9f2557623d434203b7eeb572d27bbc72.setContent(html_3bb335276aeb4cc99eaf3727a20316be);
            

            circle_marker_1c484932780c414aa7a01119c5ee6eda.bindPopup(popup_9f2557623d434203b7eeb572d27bbc72);

            
        
    
            var circle_marker_5d8377f93f224f51996fd0d5e07695ab = L.circleMarker(
                [43.6515706,-79.4844499],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_aff9af1f4eb04ce3b6d1b33ac0345448 = L.popup({maxWidth: '300'});

            
                var html_32c8be5c2ca1452fafe835124d553146 = $('<div id="html_32c8be5c2ca1452fafe835124d553146" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea, West Toronto</div>')[0];
                popup_aff9af1f4eb04ce3b6d1b33ac0345448.setContent(html_32c8be5c2ca1452fafe835124d553146);
            

            circle_marker_5d8377f93f224f51996fd0d5e07695ab.bindPopup(popup_aff9af1f4eb04ce3b6d1b33ac0345448);

            
        
    
            var circle_marker_ac931ea124b24723b485d1c17128a353 = L.circleMarker(
                [43.6623015,-79.3894938],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_414a38fc1add4401bc8c2cb3bfb71de8 = L.popup({maxWidth: '300'});

            
                var html_e98ca4dfe634421599a7209fff6e3dfc = $('<div id="html_e98ca4dfe634421599a7209fff6e3dfc" style="width: 100.0%; height: 100.0%;">Not assigned, Queen&#39;s Park</div>')[0];
                popup_414a38fc1add4401bc8c2cb3bfb71de8.setContent(html_e98ca4dfe634421599a7209fff6e3dfc);
            

            circle_marker_ac931ea124b24723b485d1c17128a353.bindPopup(popup_414a38fc1add4401bc8c2cb3bfb71de8);

            
        
    
            var circle_marker_50e024d29bc643bf8057803adc1819df = L.circleMarker(
                [43.6369656,-79.61581899999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_c170ef45bc6144a3978a45bc2d2b46bb = L.popup({maxWidth: '300'});

            
                var html_ede907f2995341d4a9227f4fc1c4d667 = $('<div id="html_ede907f2995341d4a9227f4fc1c4d667" style="width: 100.0%; height: 100.0%;">Canada Post Gateway Processing Centre, Mississauga</div>')[0];
                popup_c170ef45bc6144a3978a45bc2d2b46bb.setContent(html_ede907f2995341d4a9227f4fc1c4d667);
            

            circle_marker_50e024d29bc643bf8057803adc1819df.bindPopup(popup_c170ef45bc6144a3978a45bc2d2b46bb);

            
        
    
            var circle_marker_a96c2647e5dd447a9b81738a05ec5e34 = L.circleMarker(
                [43.6627439,-79.321558],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_9c32e43eaaf1420d85f6d889a307d7f9 = L.popup({maxWidth: '300'});

            
                var html_43af9019d52d487c98605fddc110a7c9 = $('<div id="html_43af9019d52d487c98605fddc110a7c9" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern, East Toronto</div>')[0];
                popup_9c32e43eaaf1420d85f6d889a307d7f9.setContent(html_43af9019d52d487c98605fddc110a7c9);
            

            circle_marker_a96c2647e5dd447a9b81738a05ec5e34.bindPopup(popup_9c32e43eaaf1420d85f6d889a307d7f9);

            
        
    
            var circle_marker_4d479b4bd55f40929762a520b8288708 = L.circleMarker(
                [43.6056466,-79.50132070000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_5e13a37dc1ec444dbb08df2159149a79 = L.popup({maxWidth: '300'});

            
                var html_cc6894f4cba64a1a81007189838ff55b = $('<div id="html_cc6894f4cba64a1a81007189838ff55b" style="width: 100.0%; height: 100.0%;">Humber Bay Shores, Mimico South, New Toronto, Etobicoke</div>')[0];
                popup_5e13a37dc1ec444dbb08df2159149a79.setContent(html_cc6894f4cba64a1a81007189838ff55b);
            

            circle_marker_4d479b4bd55f40929762a520b8288708.bindPopup(popup_5e13a37dc1ec444dbb08df2159149a79);

            
        
    
            var circle_marker_45ad35b0e18849d1a8eadc58c0541174 = L.circleMarker(
                [43.60241370000001,-79.54348409999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_62fddd6137904758a0e8b581f3077479 = L.popup({maxWidth: '300'});

            
                var html_fc59c4082424439a86047a8f57596e6c = $('<div id="html_fc59c4082424439a86047a8f57596e6c" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch, Etobicoke</div>')[0];
                popup_62fddd6137904758a0e8b581f3077479.setContent(html_fc59c4082424439a86047a8f57596e6c);
            

            circle_marker_45ad35b0e18849d1a8eadc58c0541174.bindPopup(popup_62fddd6137904758a0e8b581f3077479);

            
        
    
            var circle_marker_21917e932b0547f1baae3a98abed6380 = L.circleMarker(
                [43.653653600000005,-79.5069436],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_f906251d603442fcb0e0661565ba4dd3 = L.popup({maxWidth: '300'});

            
                var html_7f39c7acd9ef482b9186c5e300747544 = $('<div id="html_7f39c7acd9ef482b9186c5e300747544" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North, Etobicoke</div>')[0];
                popup_f906251d603442fcb0e0661565ba4dd3.setContent(html_7f39c7acd9ef482b9186c5e300747544);
            

            circle_marker_21917e932b0547f1baae3a98abed6380.bindPopup(popup_f906251d603442fcb0e0661565ba4dd3);

            
        
    
            var circle_marker_80f4e162ce9447fd9c59a2cdaf866810 = L.circleMarker(
                [43.6362579,-79.49850909999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_38b41f2b3cce4ded831d8f28ff54f2e2 = L.popup({maxWidth: '300'});

            
                var html_16f14da618f44e5db7d7506ecdabddef = $('<div id="html_16f14da618f44e5db7d7506ecdabddef" style="width: 100.0%; height: 100.0%;">Humber Bay, King&#39;s Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea, Etobicoke</div>')[0];
                popup_38b41f2b3cce4ded831d8f28ff54f2e2.setContent(html_16f14da618f44e5db7d7506ecdabddef);
            

            circle_marker_80f4e162ce9447fd9c59a2cdaf866810.bindPopup(popup_38b41f2b3cce4ded831d8f28ff54f2e2);

            
        
    
            var circle_marker_ef5cd6ec6202451cb797e32e78c367d9 = L.circleMarker(
                [43.6288408,-79.52099940000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_1e36695d7413432fbfbdc286e4b80aec = L.popup({maxWidth: '300'});

            
                var html_50607be6615a4f22b56e378e17b7e2a1 = $('<div id="html_50607be6615a4f22b56e378e17b7e2a1" style="width: 100.0%; height: 100.0%;">Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor, Etobicoke</div>')[0];
                popup_1e36695d7413432fbfbdc286e4b80aec.setContent(html_50607be6615a4f22b56e378e17b7e2a1);
            

            circle_marker_ef5cd6ec6202451cb797e32e78c367d9.bindPopup(popup_1e36695d7413432fbfbdc286e4b80aec);

            
        
    
            var circle_marker_474410bbb61b4a228631a62c28b53ade = L.circleMarker(
                [43.6678556,-79.53224240000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_2c875ee755f94d4c80a99a83814bd34a = L.popup({maxWidth: '300'});

            
                var html_59e3e367942149e4bc34ee0ca8336c03 = $('<div id="html_59e3e367942149e4bc34ee0ca8336c03" style="width: 100.0%; height: 100.0%;">Islington Avenue, Etobicoke</div>')[0];
                popup_2c875ee755f94d4c80a99a83814bd34a.setContent(html_59e3e367942149e4bc34ee0ca8336c03);
            

            circle_marker_474410bbb61b4a228631a62c28b53ade.bindPopup(popup_2c875ee755f94d4c80a99a83814bd34a);

            
        
    
            var circle_marker_0264b4e902c4480a8d6805dec8b72da7 = L.circleMarker(
                [43.6509432,-79.55472440000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_d3055400b06f43faae34c72415450f08 = L.popup({maxWidth: '300'});

            
                var html_b973a8ff64af49e7abc7df96c81537ea = $('<div id="html_b973a8ff64af49e7abc7df96c81537ea" style="width: 100.0%; height: 100.0%;">Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park, Etobicoke</div>')[0];
                popup_d3055400b06f43faae34c72415450f08.setContent(html_b973a8ff64af49e7abc7df96c81537ea);
            

            circle_marker_0264b4e902c4480a8d6805dec8b72da7.bindPopup(popup_d3055400b06f43faae34c72415450f08);

            
        
    
            var circle_marker_0533d46ee8ef4bb4b3f5f70bbb2f203e = L.circleMarker(
                [43.6435152,-79.57720079999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_a6c9a1e039c64280a2a589d98ab5d2d8 = L.popup({maxWidth: '300'});

            
                var html_8663ea27ee3d47c787424555feaea34b = $('<div id="html_8663ea27ee3d47c787424555feaea34b" style="width: 100.0%; height: 100.0%;">Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe, Etobicoke</div>')[0];
                popup_a6c9a1e039c64280a2a589d98ab5d2d8.setContent(html_8663ea27ee3d47c787424555feaea34b);
            

            circle_marker_0533d46ee8ef4bb4b3f5f70bbb2f203e.bindPopup(popup_a6c9a1e039c64280a2a589d98ab5d2d8);

            
        
    
            var circle_marker_537c0fe9f0834e9d9ef64c6f81755fbf = L.circleMarker(
                [43.7563033,-79.56596329999999],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_cb9f5762c15c48ca957ae7a5dd7dabe4 = L.popup({maxWidth: '300'});

            
                var html_dd9b07c579c146f9bf9ff1b152719382 = $('<div id="html_dd9b07c579c146f9bf9ff1b152719382" style="width: 100.0%; height: 100.0%;">Humber Summit, North York</div>')[0];
                popup_cb9f5762c15c48ca957ae7a5dd7dabe4.setContent(html_dd9b07c579c146f9bf9ff1b152719382);
            

            circle_marker_537c0fe9f0834e9d9ef64c6f81755fbf.bindPopup(popup_cb9f5762c15c48ca957ae7a5dd7dabe4);

            
        
    
            var circle_marker_dc4f83ca3a6d4a7ead7fcad27d03f590 = L.circleMarker(
                [43.7247659,-79.53224240000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_66dd20d0aa0e44ccba624018e636e00c = L.popup({maxWidth: '300'});

            
                var html_285f50462f364802986903400150cfa1 = $('<div id="html_285f50462f364802986903400150cfa1" style="width: 100.0%; height: 100.0%;">Emery, Humberlea, North York</div>')[0];
                popup_66dd20d0aa0e44ccba624018e636e00c.setContent(html_285f50462f364802986903400150cfa1);
            

            circle_marker_dc4f83ca3a6d4a7ead7fcad27d03f590.bindPopup(popup_66dd20d0aa0e44ccba624018e636e00c);

            
        
    
            var circle_marker_ea65bc66f1634e269ff47aa62d2d5a7e = L.circleMarker(
                [43.706876,-79.51818840000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_147f5ae19b0140b9b798efc3c31309dd = L.popup({maxWidth: '300'});

            
                var html_a0b06e1f92bc42a392fd90ba7c9ef1d9 = $('<div id="html_a0b06e1f92bc42a392fd90ba7c9ef1d9" style="width: 100.0%; height: 100.0%;">Weston, York</div>')[0];
                popup_147f5ae19b0140b9b798efc3c31309dd.setContent(html_a0b06e1f92bc42a392fd90ba7c9ef1d9);
            

            circle_marker_ea65bc66f1634e269ff47aa62d2d5a7e.bindPopup(popup_147f5ae19b0140b9b798efc3c31309dd);

            
        
    
            var circle_marker_2abb132b5d8449b38c19c7c12d058a70 = L.circleMarker(
                [43.696319,-79.53224240000002],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_be33afc623a546868dfc856463d01ff9 = L.popup({maxWidth: '300'});

            
                var html_a4b462655e3e4bfa8a0a56cd50695e90 = $('<div id="html_a4b462655e3e4bfa8a0a56cd50695e90" style="width: 100.0%; height: 100.0%;">Westmount, Etobicoke</div>')[0];
                popup_be33afc623a546868dfc856463d01ff9.setContent(html_a4b462655e3e4bfa8a0a56cd50695e90);
            

            circle_marker_2abb132b5d8449b38c19c7c12d058a70.bindPopup(popup_be33afc623a546868dfc856463d01ff9);

            
        
    
            var circle_marker_6236822fd153472b93c0d8ffd6cd6cfd = L.circleMarker(
                [43.6889054,-79.55472440000001],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_945ffa0d965d49afa9aea37a34bc6bee = L.popup({maxWidth: '300'});

            
                var html_4a798a62414848c49af19d17bb34fe55 = $('<div id="html_4a798a62414848c49af19d17bb34fe55" style="width: 100.0%; height: 100.0%;">Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips, Etobicoke</div>')[0];
                popup_945ffa0d965d49afa9aea37a34bc6bee.setContent(html_4a798a62414848c49af19d17bb34fe55);
            

            circle_marker_6236822fd153472b93c0d8ffd6cd6cfd.bindPopup(popup_945ffa0d965d49afa9aea37a34bc6bee);

            
        
    
            var circle_marker_a15ae66d4abd44e7912f69e8d91142f4 = L.circleMarker(
                [43.739416399999996,-79.5884369],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_ae1cdc90dc1245b7b8ab32d6026aa368 = L.popup({maxWidth: '300'});

            
                var html_bc4ed8fdabe24c06849c434eee7621ce = $('<div id="html_bc4ed8fdabe24c06849c434eee7621ce" style="width: 100.0%; height: 100.0%;">Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown, Etobicoke</div>')[0];
                popup_ae1cdc90dc1245b7b8ab32d6026aa368.setContent(html_bc4ed8fdabe24c06849c434eee7621ce);
            

            circle_marker_a15ae66d4abd44e7912f69e8d91142f4.bindPopup(popup_ae1cdc90dc1245b7b8ab32d6026aa368);

            
        
    
            var circle_marker_de595b4c885f42d68c918d1126aeb5ac = L.circleMarker(
                [43.706748299999994,-79.5940544],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#3186cc",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c03ccacf73b8488191e48274b9bd3e3a);
            
    
            var popup_4a13e428eecd43809a9bacb84c3c956a = L.popup({maxWidth: '300'});

            
                var html_49cf4d8e017f45c18d6007d2cac97d24 = $('<div id="html_49cf4d8e017f45c18d6007d2cac97d24" style="width: 100.0%; height: 100.0%;">Northwest, Etobicoke</div>')[0];
                popup_4a13e428eecd43809a9bacb84c3c956a.setContent(html_49cf4d8e017f45c18d6007d2cac97d24);
            

            circle_marker_de595b4c885f42d68c918d1126aeb5ac.bindPopup(popup_4a13e428eecd43809a9bacb84c3c956a);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f28461dc198>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(df_new['Latitude'], df_new['Longitude'], df_new['Borough'], df_new['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define Foursquare Credentials and Version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: ZUEECEU4REJMQLBB24SWVSY4WHD1HQGOTBAWWC50KCFKUZWB\n",
      "CLIENT_SECRET:D5WHA5NLZZJSH55VWRKDPABNHH3HYXWJR0XML4DM1RMVNZZE\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'ZUEECEU4REJMQLBB24SWVSY4WHD1HQGOTBAWWC50KCFKUZWB' # your Foursquare ID\n",
    "CLIENT_SECRET = 'D5WHA5NLZZJSH55VWRKDPABNHH3HYXWJR0XML4DM1RMVNZZE' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "# \n",
    "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={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "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>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adelaide, King, Richmond</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Agincourt</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Agincourt North, L'Amoreaux East, Milliken, Steeles East</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alderwood, Long Branch</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bathurst Manor, Downsview North, Wilson Heights</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</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",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bedford Park, Lawrence Manor East</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berczy Park</th>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Birch Cliff, Cliffside West</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brockton, Exhibition Place, Parkdale Village</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Reply Mail Processing Centre 969 Eastern</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CFB Toronto, Downsview East</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cabbagetown, St. James Town</th>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Caledonia-Fairbanks</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada Post Gateway Processing Centre</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cedarbrae</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Bay Street</th>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chinatown, Grange Park, Kensington Market</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christie</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Church and Wellesley</th>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clairlea, Golden Mile, Oakridge</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarks Corners, Sullivan, Tam O'Shanter</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cliffcrest, Cliffside, Scarborough Village West</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commerce Court, Victoria Hotel</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Davisville</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</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",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Del Ray, Keelesdale, Mount Dennis, Silverthorn</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Design Exchange, Toronto Dominion Centre</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Don Mills North</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorset Park, Scarborough Town Centre, Wexford Heights</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dovercourt Village, Dufferin</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview Central</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview Northwest</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview West</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview, North Park, Upwood Park</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Birchmount Park, Ionview, Kennedy Park</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>East Toronto</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emery, Humberlea</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairview, Henry Farm, Oriole</th>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>First Canadian Place, Underground city</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flemingdon Park, Don Mills South</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forest Hill North, Forest Hill West</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glencairn</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Guildwood, Morningside, West Hill</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbord, University of Toronto</th>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbourfront East, Toronto Islands, Union Station</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbourfront, Regent Park</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>High Park, The Junction South</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Highland Creek, Rouge Hill, Port Union</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hillcrest Village</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humber Bay Shores, Mimico South, New Toronto</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humber Bay, King's Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humber Summit</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humewood-Cedarvale</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>L'Amoreaux West</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lawrence Heights, Lawrence Manor</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lawrence Park</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leaside</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Portugal, Trinity</th>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryvale, Wexford</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moore Park, Summerhill East</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Toronto West</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwest</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwood Park, York University</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Not assigned</th>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parkdale, Roncesvalles</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</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",
       "      <td>3</td>\n",
       "      <td>3</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",
       "      <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",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rouge, Malvern</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Runnymede, Swansea</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ryerson, Garden District</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scarborough Village</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Silver Hills, York Mills</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St. James Town</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stn A PO Boxes 25 The Esplanade</th>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studio District</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Annex, North Midtown, Yorkville</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Beaches</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Beaches West, India Bazaar</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Danforth West, Riverdale</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Junction North, Runnymede</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Kingsway, Montgomery Road, Old Mill North</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thorncliffe Park</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</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",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Westmount</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weston</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale South</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale West</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Woburn</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Woodbine Gardens, Parkview Hill</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Woodbine Heights</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>York Mills West</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide, King, Richmond                                              100   \n",
       "Agincourt                                                               4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...                      3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...                     11   \n",
       "Alderwood, Long Branch                                                 10   \n",
       "Bathurst Manor, Downsview North, Wilson Heights                        18   \n",
       "Bayview Village                                                         4   \n",
       "Bedford Park, Lawrence Manor East                                      25   \n",
       "Berczy Park                                                            55   \n",
       "Birch Cliff, Cliffside West                                             4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...                      6   \n",
       "Brockton, Exhibition Place, Parkdale Village                           21   \n",
       "Business Reply Mail Processing Centre 969 Eastern                      19   \n",
       "CFB Toronto, Downsview East                                             3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                     14   \n",
       "Cabbagetown, St. James Town                                            46   \n",
       "Caledonia-Fairbanks                                                     6   \n",
       "Canada Post Gateway Processing Centre                                  10   \n",
       "Cedarbrae                                                               8   \n",
       "Central Bay Street                                                     88   \n",
       "Chinatown, Grange Park, Kensington Market                             100   \n",
       "Christie                                                               15   \n",
       "Church and Wellesley                                                   87   \n",
       "Clairlea, Golden Mile, Oakridge                                        10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                                10   \n",
       "Cliffcrest, Cliffside, Scarborough Village West                         3   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...                      1   \n",
       "Commerce Court, Victoria Hotel                                        100   \n",
       "Davisville                                                             38   \n",
       "Davisville North                                                        8   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...                     14   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                          4   \n",
       "Design Exchange, Toronto Dominion Centre                              100   \n",
       "Don Mills North                                                         5   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...                      6   \n",
       "Dovercourt Village, Dufferin                                           20   \n",
       "Downsview Central                                                       4   \n",
       "Downsview Northwest                                                     5   \n",
       "Downsview West                                                          4   \n",
       "Downsview, North Park, Upwood Park                                      5   \n",
       "East Birchmount Park, Ionview, Kennedy Park                             4   \n",
       "East Toronto                                                            3   \n",
       "Emery, Humberlea                                                        1   \n",
       "Fairview, Henry Farm, Oriole                                           66   \n",
       "First Canadian Place, Underground city                                100   \n",
       "Flemingdon Park, Don Mills South                                       23   \n",
       "Forest Hill North, Forest Hill West                                     4   \n",
       "Glencairn                                                               4   \n",
       "Guildwood, Morningside, West Hill                                       9   \n",
       "Harbord, University of Toronto                                         34   \n",
       "Harbourfront East, Toronto Islands, Union Station                     100   \n",
       "Harbourfront, Regent Park                                              48   \n",
       "High Park, The Junction South                                          23   \n",
       "Highland Creek, Rouge Hill, Port Union                                  2   \n",
       "Hillcrest Village                                                       4   \n",
       "Humber Bay Shores, Mimico South, New Toronto                           15   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...                      1   \n",
       "Humber Summit                                                           3   \n",
       "Humewood-Cedarvale                                                      4   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...                      4   \n",
       "Kingsway Park South West, Mimico NW, The Queens...                     12   \n",
       "L'Amoreaux West                                                        12   \n",
       "Lawrence Heights, Lawrence Manor                                       16   \n",
       "Lawrence Park                                                           3   \n",
       "Leaside                                                                35   \n",
       "Little Portugal, Trinity                                               62   \n",
       "Maryvale, Wexford                                                       7   \n",
       "Moore Park, Summerhill East                                             2   \n",
       "North Toronto West                                                     16   \n",
       "Northwest                                                               3   \n",
       "Northwood Park, York University                                         7   \n",
       "Not assigned                                                           39   \n",
       "Parkdale, Roncesvalles                                                 15   \n",
       "Parkwoods                                                               3   \n",
       "Rosedale                                                                4   \n",
       "Roselawn                                                                2   \n",
       "Rouge, Malvern                                                          2   \n",
       "Runnymede, Swansea                                                     38   \n",
       "Ryerson, Garden District                                              100   \n",
       "Scarborough Village                                                     1   \n",
       "Silver Hills, York Mills                                                1   \n",
       "St. James Town                                                        100   \n",
       "Stn A PO Boxes 25 The Esplanade                                        94   \n",
       "Studio District                                                        38   \n",
       "The Annex, North Midtown, Yorkville                                    23   \n",
       "The Beaches                                                             4   \n",
       "The Beaches West, India Bazaar                                         18   \n",
       "The Danforth West, Riverdale                                           42   \n",
       "The Junction North, Runnymede                                           4   \n",
       "The Kingsway, Montgomery Road, Old Mill North                           3   \n",
       "Thorncliffe Park                                                       18   \n",
       "Victoria Village                                                        4   \n",
       "Westmount                                                               6   \n",
       "Weston                                                                  2   \n",
       "Willowdale South                                                       36   \n",
       "Willowdale West                                                         5   \n",
       "Woburn                                                                  4   \n",
       "Woodbine Gardens, Parkview Hill                                        13   \n",
       "Woodbine Heights                                                        8   \n",
       "York Mills West                                                         5   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Adelaide, King, Richmond                                               100   \n",
       "Agincourt                                                                4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...                       3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...                      11   \n",
       "Alderwood, Long Branch                                                  10   \n",
       "Bathurst Manor, Downsview North, Wilson Heights                         18   \n",
       "Bayview Village                                                          4   \n",
       "Bedford Park, Lawrence Manor East                                       25   \n",
       "Berczy Park                                                             55   \n",
       "Birch Cliff, Cliffside West                                              4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...                       6   \n",
       "Brockton, Exhibition Place, Parkdale Village                            21   \n",
       "Business Reply Mail Processing Centre 969 Eastern                       19   \n",
       "CFB Toronto, Downsview East                                              3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                      14   \n",
       "Cabbagetown, St. James Town                                             46   \n",
       "Caledonia-Fairbanks                                                      6   \n",
       "Canada Post Gateway Processing Centre                                   10   \n",
       "Cedarbrae                                                                8   \n",
       "Central Bay Street                                                      88   \n",
       "Chinatown, Grange Park, Kensington Market                              100   \n",
       "Christie                                                                15   \n",
       "Church and Wellesley                                                    87   \n",
       "Clairlea, Golden Mile, Oakridge                                         10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                                 10   \n",
       "Cliffcrest, Cliffside, Scarborough Village West                          3   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...                       1   \n",
       "Commerce Court, Victoria Hotel                                         100   \n",
       "Davisville                                                              38   \n",
       "Davisville North                                                         8   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...                      14   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                           4   \n",
       "Design Exchange, Toronto Dominion Centre                               100   \n",
       "Don Mills North                                                          5   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...                       6   \n",
       "Dovercourt Village, Dufferin                                            20   \n",
       "Downsview Central                                                        4   \n",
       "Downsview Northwest                                                      5   \n",
       "Downsview West                                                           4   \n",
       "Downsview, North Park, Upwood Park                                       5   \n",
       "East Birchmount Park, Ionview, Kennedy Park                              4   \n",
       "East Toronto                                                             3   \n",
       "Emery, Humberlea                                                         1   \n",
       "Fairview, Henry Farm, Oriole                                            66   \n",
       "First Canadian Place, Underground city                                 100   \n",
       "Flemingdon Park, Don Mills South                                        23   \n",
       "Forest Hill North, Forest Hill West                                      4   \n",
       "Glencairn                                                                4   \n",
       "Guildwood, Morningside, West Hill                                        9   \n",
       "Harbord, University of Toronto                                          34   \n",
       "Harbourfront East, Toronto Islands, Union Station                      100   \n",
       "Harbourfront, Regent Park                                               48   \n",
       "High Park, The Junction South                                           23   \n",
       "Highland Creek, Rouge Hill, Port Union                                   2   \n",
       "Hillcrest Village                                                        4   \n",
       "Humber Bay Shores, Mimico South, New Toronto                            15   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...                       1   \n",
       "Humber Summit                                                            3   \n",
       "Humewood-Cedarvale                                                       4   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...                       4   \n",
       "Kingsway Park South West, Mimico NW, The Queens...                      12   \n",
       "L'Amoreaux West                                                         12   \n",
       "Lawrence Heights, Lawrence Manor                                        16   \n",
       "Lawrence Park                                                            3   \n",
       "Leaside                                                                 35   \n",
       "Little Portugal, Trinity                                                62   \n",
       "Maryvale, Wexford                                                        7   \n",
       "Moore Park, Summerhill East                                              2   \n",
       "North Toronto West                                                      16   \n",
       "Northwest                                                                3   \n",
       "Northwood Park, York University                                          7   \n",
       "Not assigned                                                            39   \n",
       "Parkdale, Roncesvalles                                                  15   \n",
       "Parkwoods                                                                3   \n",
       "Rosedale                                                                 4   \n",
       "Roselawn                                                                 2   \n",
       "Rouge, Malvern                                                           2   \n",
       "Runnymede, Swansea                                                      38   \n",
       "Ryerson, Garden District                                               100   \n",
       "Scarborough Village                                                      1   \n",
       "Silver Hills, York Mills                                                 1   \n",
       "St. James Town                                                         100   \n",
       "Stn A PO Boxes 25 The Esplanade                                         94   \n",
       "Studio District                                                         38   \n",
       "The Annex, North Midtown, Yorkville                                     23   \n",
       "The Beaches                                                              4   \n",
       "The Beaches West, India Bazaar                                          18   \n",
       "The Danforth West, Riverdale                                            42   \n",
       "The Junction North, Runnymede                                            4   \n",
       "The Kingsway, Montgomery Road, Old Mill North                            3   \n",
       "Thorncliffe Park                                                        18   \n",
       "Victoria Village                                                         4   \n",
       "Westmount                                                                6   \n",
       "Weston                                                                   2   \n",
       "Willowdale South                                                        36   \n",
       "Willowdale West                                                          5   \n",
       "Woburn                                                                   4   \n",
       "Woodbine Gardens, Parkview Hill                                         13   \n",
       "Woodbine Heights                                                         8   \n",
       "York Mills West                                                          5   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide, King, Richmond                              100             100   \n",
       "Agincourt                                               4               4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...      3               3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...     11              11   \n",
       "Alderwood, Long Branch                                 10              10   \n",
       "Bathurst Manor, Downsview North, Wilson Heights        18              18   \n",
       "Bayview Village                                         4               4   \n",
       "Bedford Park, Lawrence Manor East                      25              25   \n",
       "Berczy Park                                            55              55   \n",
       "Birch Cliff, Cliffside West                             4               4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...      6               6   \n",
       "Brockton, Exhibition Place, Parkdale Village           21              21   \n",
       "Business Reply Mail Processing Centre 969 Eastern      19              19   \n",
       "CFB Toronto, Downsview East                             3               3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...     14              14   \n",
       "Cabbagetown, St. James Town                            46              46   \n",
       "Caledonia-Fairbanks                                     6               6   \n",
       "Canada Post Gateway Processing Centre                  10              10   \n",
       "Cedarbrae                                               8               8   \n",
       "Central Bay Street                                     88              88   \n",
       "Chinatown, Grange Park, Kensington Market             100             100   \n",
       "Christie                                               15              15   \n",
       "Church and Wellesley                                   87              87   \n",
       "Clairlea, Golden Mile, Oakridge                        10              10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                10              10   \n",
       "Cliffcrest, Cliffside, Scarborough Village West         3               3   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...      1               1   \n",
       "Commerce Court, Victoria Hotel                        100             100   \n",
       "Davisville                                             38              38   \n",
       "Davisville North                                        8               8   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...     14              14   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn          4               4   \n",
       "Design Exchange, Toronto Dominion Centre              100             100   \n",
       "Don Mills North                                         5               5   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...      6               6   \n",
       "Dovercourt Village, Dufferin                           20              20   \n",
       "Downsview Central                                       4               4   \n",
       "Downsview Northwest                                     5               5   \n",
       "Downsview West                                          4               4   \n",
       "Downsview, North Park, Upwood Park                      5               5   \n",
       "East Birchmount Park, Ionview, Kennedy Park             4               4   \n",
       "East Toronto                                            3               3   \n",
       "Emery, Humberlea                                        1               1   \n",
       "Fairview, Henry Farm, Oriole                           66              66   \n",
       "First Canadian Place, Underground city                100             100   \n",
       "Flemingdon Park, Don Mills South                       23              23   \n",
       "Forest Hill North, Forest Hill West                     4               4   \n",
       "Glencairn                                               4               4   \n",
       "Guildwood, Morningside, West Hill                       9               9   \n",
       "Harbord, University of Toronto                         34              34   \n",
       "Harbourfront East, Toronto Islands, Union Station     100             100   \n",
       "Harbourfront, Regent Park                              48              48   \n",
       "High Park, The Junction South                          23              23   \n",
       "Highland Creek, Rouge Hill, Port Union                  2               2   \n",
       "Hillcrest Village                                       4               4   \n",
       "Humber Bay Shores, Mimico South, New Toronto           15              15   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...      1               1   \n",
       "Humber Summit                                           3               3   \n",
       "Humewood-Cedarvale                                      4               4   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...      4               4   \n",
       "Kingsway Park South West, Mimico NW, The Queens...     12              12   \n",
       "L'Amoreaux West                                        12              12   \n",
       "Lawrence Heights, Lawrence Manor                       16              16   \n",
       "Lawrence Park                                           3               3   \n",
       "Leaside                                                35              35   \n",
       "Little Portugal, Trinity                               62              62   \n",
       "Maryvale, Wexford                                       7               7   \n",
       "Moore Park, Summerhill East                             2               2   \n",
       "North Toronto West                                     16              16   \n",
       "Northwest                                               3               3   \n",
       "Northwood Park, York University                         7               7   \n",
       "Not assigned                                           39              39   \n",
       "Parkdale, Roncesvalles                                 15              15   \n",
       "Parkwoods                                               3               3   \n",
       "Rosedale                                                4               4   \n",
       "Roselawn                                                2               2   \n",
       "Rouge, Malvern                                          2               2   \n",
       "Runnymede, Swansea                                     38              38   \n",
       "Ryerson, Garden District                              100             100   \n",
       "Scarborough Village                                     1               1   \n",
       "Silver Hills, York Mills                                1               1   \n",
       "St. James Town                                        100             100   \n",
       "Stn A PO Boxes 25 The Esplanade                        94              94   \n",
       "Studio District                                        38              38   \n",
       "The Annex, North Midtown, Yorkville                    23              23   \n",
       "The Beaches                                             4               4   \n",
       "The Beaches West, India Bazaar                         18              18   \n",
       "The Danforth West, Riverdale                           42              42   \n",
       "The Junction North, Runnymede                           4               4   \n",
       "The Kingsway, Montgomery Road, Old Mill North           3               3   \n",
       "Thorncliffe Park                                       18              18   \n",
       "Victoria Village                                        4               4   \n",
       "Westmount                                               6               6   \n",
       "Weston                                                  2               2   \n",
       "Willowdale South                                       36              36   \n",
       "Willowdale West                                         5               5   \n",
       "Woburn                                                  4               4   \n",
       "Woodbine Gardens, Parkview Hill                        13              13   \n",
       "Woodbine Heights                                        8               8   \n",
       "York Mills West                                         5               5   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Adelaide, King, Richmond                                        100   \n",
       "Agincourt                                                         4   \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...                3   \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...               11   \n",
       "Alderwood, Long Branch                                           10   \n",
       "Bathurst Manor, Downsview North, Wilson Heights                  18   \n",
       "Bayview Village                                                   4   \n",
       "Bedford Park, Lawrence Manor East                                25   \n",
       "Berczy Park                                                      55   \n",
       "Birch Cliff, Cliffside West                                       4   \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...                6   \n",
       "Brockton, Exhibition Place, Parkdale Village                     21   \n",
       "Business Reply Mail Processing Centre 969 Eastern                19   \n",
       "CFB Toronto, Downsview East                                       3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...               14   \n",
       "Cabbagetown, St. James Town                                      46   \n",
       "Caledonia-Fairbanks                                               6   \n",
       "Canada Post Gateway Processing Centre                            10   \n",
       "Cedarbrae                                                         8   \n",
       "Central Bay Street                                               88   \n",
       "Chinatown, Grange Park, Kensington Market                       100   \n",
       "Christie                                                         15   \n",
       "Church and Wellesley                                             87   \n",
       "Clairlea, Golden Mile, Oakridge                                  10   \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                          10   \n",
       "Cliffcrest, Cliffside, Scarborough Village West                   3   \n",
       "Cloverdale, Islington, Martin Grove, Princess G...                1   \n",
       "Commerce Court, Victoria Hotel                                  100   \n",
       "Davisville                                                       38   \n",
       "Davisville North                                                  8   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...               14   \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                    4   \n",
       "Design Exchange, Toronto Dominion Centre                        100   \n",
       "Don Mills North                                                   5   \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...                6   \n",
       "Dovercourt Village, Dufferin                                     20   \n",
       "Downsview Central                                                 4   \n",
       "Downsview Northwest                                               5   \n",
       "Downsview West                                                    4   \n",
       "Downsview, North Park, Upwood Park                                5   \n",
       "East Birchmount Park, Ionview, Kennedy Park                       4   \n",
       "East Toronto                                                      3   \n",
       "Emery, Humberlea                                                  1   \n",
       "Fairview, Henry Farm, Oriole                                     66   \n",
       "First Canadian Place, Underground city                          100   \n",
       "Flemingdon Park, Don Mills South                                 23   \n",
       "Forest Hill North, Forest Hill West                               4   \n",
       "Glencairn                                                         4   \n",
       "Guildwood, Morningside, West Hill                                 9   \n",
       "Harbord, University of Toronto                                   34   \n",
       "Harbourfront East, Toronto Islands, Union Station               100   \n",
       "Harbourfront, Regent Park                                        48   \n",
       "High Park, The Junction South                                    23   \n",
       "Highland Creek, Rouge Hill, Port Union                            2   \n",
       "Hillcrest Village                                                 4   \n",
       "Humber Bay Shores, Mimico South, New Toronto                     15   \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...                1   \n",
       "Humber Summit                                                     3   \n",
       "Humewood-Cedarvale                                                4   \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...                4   \n",
       "Kingsway Park South West, Mimico NW, The Queens...               12   \n",
       "L'Amoreaux West                                                  12   \n",
       "Lawrence Heights, Lawrence Manor                                 16   \n",
       "Lawrence Park                                                     3   \n",
       "Leaside                                                          35   \n",
       "Little Portugal, Trinity                                         62   \n",
       "Maryvale, Wexford                                                 7   \n",
       "Moore Park, Summerhill East                                       2   \n",
       "North Toronto West                                               16   \n",
       "Northwest                                                         3   \n",
       "Northwood Park, York University                                   7   \n",
       "Not assigned                                                     39   \n",
       "Parkdale, Roncesvalles                                           15   \n",
       "Parkwoods                                                         3   \n",
       "Rosedale                                                          4   \n",
       "Roselawn                                                          2   \n",
       "Rouge, Malvern                                                    2   \n",
       "Runnymede, Swansea                                               38   \n",
       "Ryerson, Garden District                                        100   \n",
       "Scarborough Village                                               1   \n",
       "Silver Hills, York Mills                                          1   \n",
       "St. James Town                                                  100   \n",
       "Stn A PO Boxes 25 The Esplanade                                  94   \n",
       "Studio District                                                  38   \n",
       "The Annex, North Midtown, Yorkville                              23   \n",
       "The Beaches                                                       4   \n",
       "The Beaches West, India Bazaar                                   18   \n",
       "The Danforth West, Riverdale                                     42   \n",
       "The Junction North, Runnymede                                     4   \n",
       "The Kingsway, Montgomery Road, Old Mill North                     3   \n",
       "Thorncliffe Park                                                 18   \n",
       "Victoria Village                                                  4   \n",
       "Westmount                                                         6   \n",
       "Weston                                                            2   \n",
       "Willowdale South                                                 36   \n",
       "Willowdale West                                                   5   \n",
       "Woburn                                                            4   \n",
       "Woodbine Gardens, Parkview Hill                                  13   \n",
       "Woodbine Heights                                                  8   \n",
       "York Mills West                                                   5   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Adelaide, King, Richmond                                       100  \n",
       "Agincourt                                                        4  \n",
       "Agincourt North, L'Amoreaux East, Milliken, Ste...               3  \n",
       "Albion Gardens, Beaumond Heights, Humbergate, J...              11  \n",
       "Alderwood, Long Branch                                          10  \n",
       "Bathurst Manor, Downsview North, Wilson Heights                 18  \n",
       "Bayview Village                                                  4  \n",
       "Bedford Park, Lawrence Manor East                               25  \n",
       "Berczy Park                                                     55  \n",
       "Birch Cliff, Cliffside West                                      4  \n",
       "Bloordale Gardens, Eringate, Markland Wood, Old...               6  \n",
       "Brockton, Exhibition Place, Parkdale Village                    21  \n",
       "Business Reply Mail Processing Centre 969 Eastern               19  \n",
       "CFB Toronto, Downsview East                                      3  \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...              14  \n",
       "Cabbagetown, St. James Town                                     46  \n",
       "Caledonia-Fairbanks                                              6  \n",
       "Canada Post Gateway Processing Centre                           10  \n",
       "Cedarbrae                                                        8  \n",
       "Central Bay Street                                              88  \n",
       "Chinatown, Grange Park, Kensington Market                      100  \n",
       "Christie                                                        15  \n",
       "Church and Wellesley                                            87  \n",
       "Clairlea, Golden Mile, Oakridge                                 10  \n",
       "Clarks Corners, Sullivan, Tam O'Shanter                         10  \n",
       "Cliffcrest, Cliffside, Scarborough Village West                  3  \n",
       "Cloverdale, Islington, Martin Grove, Princess G...               1  \n",
       "Commerce Court, Victoria Hotel                                 100  \n",
       "Davisville                                                      38  \n",
       "Davisville North                                                 8  \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...              14  \n",
       "Del Ray, Keelesdale, Mount Dennis, Silverthorn                   4  \n",
       "Design Exchange, Toronto Dominion Centre                       100  \n",
       "Don Mills North                                                  5  \n",
       "Dorset Park, Scarborough Town Centre, Wexford H...               6  \n",
       "Dovercourt Village, Dufferin                                    20  \n",
       "Downsview Central                                                4  \n",
       "Downsview Northwest                                              5  \n",
       "Downsview West                                                   4  \n",
       "Downsview, North Park, Upwood Park                               5  \n",
       "East Birchmount Park, Ionview, Kennedy Park                      4  \n",
       "East Toronto                                                     3  \n",
       "Emery, Humberlea                                                 1  \n",
       "Fairview, Henry Farm, Oriole                                    66  \n",
       "First Canadian Place, Underground city                         100  \n",
       "Flemingdon Park, Don Mills South                                23  \n",
       "Forest Hill North, Forest Hill West                              4  \n",
       "Glencairn                                                        4  \n",
       "Guildwood, Morningside, West Hill                                9  \n",
       "Harbord, University of Toronto                                  34  \n",
       "Harbourfront East, Toronto Islands, Union Station              100  \n",
       "Harbourfront, Regent Park                                       48  \n",
       "High Park, The Junction South                                   23  \n",
       "Highland Creek, Rouge Hill, Port Union                           2  \n",
       "Hillcrest Village                                                4  \n",
       "Humber Bay Shores, Mimico South, New Toronto                    15  \n",
       "Humber Bay, King's Mill Park, Kingsway Park Sou...               1  \n",
       "Humber Summit                                                    3  \n",
       "Humewood-Cedarvale                                               4  \n",
       "Kingsview Village, Martin Grove Gardens, Richvi...               4  \n",
       "Kingsway Park South West, Mimico NW, The Queens...              12  \n",
       "L'Amoreaux West                                                 12  \n",
       "Lawrence Heights, Lawrence Manor                                16  \n",
       "Lawrence Park                                                    3  \n",
       "Leaside                                                         35  \n",
       "Little Portugal, Trinity                                        62  \n",
       "Maryvale, Wexford                                                7  \n",
       "Moore Park, Summerhill East                                      2  \n",
       "North Toronto West                                              16  \n",
       "Northwest                                                        3  \n",
       "Northwood Park, York University                                  7  \n",
       "Not assigned                                                    39  \n",
       "Parkdale, Roncesvalles                                          15  \n",
       "Parkwoods                                                        3  \n",
       "Rosedale                                                         4  \n",
       "Roselawn                                                         2  \n",
       "Rouge, Malvern                                                   2  \n",
       "Runnymede, Swansea                                              38  \n",
       "Ryerson, Garden District                                       100  \n",
       "Scarborough Village                                              1  \n",
       "Silver Hills, York Mills                                         1  \n",
       "St. James Town                                                 100  \n",
       "Stn A PO Boxes 25 The Esplanade                                 94  \n",
       "Studio District                                                 38  \n",
       "The Annex, North Midtown, Yorkville                             23  \n",
       "The Beaches                                                      4  \n",
       "The Beaches West, India Bazaar                                  18  \n",
       "The Danforth West, Riverdale                                    42  \n",
       "The Junction North, Runnymede                                    4  \n",
       "The Kingsway, Montgomery Road, Old Mill North                    3  \n",
       "Thorncliffe Park                                                18  \n",
       "Victoria Village                                                 4  \n",
       "Westmount                                                        6  \n",
       "Weston                                                           2  \n",
       "Willowdale South                                                36  \n",
       "Willowdale West                                                  5  \n",
       "Woburn                                                           4  \n",
       "Woodbine Gardens, Parkview Hill                                 13  \n",
       "Woodbine Heights                                                 8  \n",
       "York Mills West                                                  5  "
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 280 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(toronto_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze each Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "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>Yoga Studio</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Adult Boutique</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</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>Aquarium</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Garage</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bike Shop</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bridal Shop</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Cafeteria</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Check Cashing Service</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Auditorium</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>College Stadium</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Costume Shop</th>\n",
       "      <th>Coworking Space</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Curling Ice</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Drugstore</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Field</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>Fraternity House</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Hakka Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hockey Arena</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Housing Development</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indonesian Restaurant</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Luggage Store</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Medical Center</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Motel</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Other Repair Shop</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Plane</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Print Shop</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Recording Studio</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Rouge, Malvern</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>Rouge, Malvern</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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>Highland Creek, Rouge Hill, Port Union</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>Highland Creek, Rouge Hill, Port Union</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>Guildwood, Morningside, West Hill</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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "</div>"
      ],
      "text/plain": [
       "   Yoga Studio  Accessories Store  Adult Boutique  Afghan Restaurant  Airport  \\\n",
       "0            0                  0               0                  0        0   \n",
       "1            0                  0               0                  0        0   \n",
       "2            0                  0               0                  0        0   \n",
       "3            0                  0               0                  0        0   \n",
       "4            0                  0               0                  0        0   \n",
       "\n",
       "   Airport Food Court  Airport Gate  Airport Lounge  Airport Service  \\\n",
       "0                   0             0               0                0   \n",
       "1                   0             0               0                0   \n",
       "2                   0             0               0                0   \n",
       "3                   0             0               0                0   \n",
       "4                   0             0               0                0   \n",
       "\n",
       "   Airport Terminal  American Restaurant  Antique Shop  Aquarium  Art Gallery  \\\n",
       "0                 0                    0             0         0            0   \n",
       "1                 0                    0             0         0            0   \n",
       "2                 0                    0             0         0            0   \n",
       "3                 0                    0             0         0            0   \n",
       "4                 0                    0             0         0            0   \n",
       "\n",
       "   Art Museum  Arts & Crafts Store  Asian Restaurant  Athletics & Sports  \\\n",
       "0           0                    0                 0                   0   \n",
       "1           0                    0                 0                   0   \n",
       "2           0                    0                 0                   0   \n",
       "3           0                    0                 0                   0   \n",
       "4           0                    0                 0                   0   \n",
       "\n",
       "   Auto Garage  Auto Workshop  BBQ Joint  Baby Store  Bagel Shop  Bakery  \\\n",
       "0            0              0          0           0           0       0   \n",
       "1            0              0          0           0           0       0   \n",
       "2            0              0          0           0           0       0   \n",
       "3            0              0          0           0           0       0   \n",
       "4            0              0          0           0           0       0   \n",
       "\n",
       "   Bank  Bar  Baseball Field  Baseball Stadium  Basketball Court  \\\n",
       "0     0    0               0                 0                 0   \n",
       "1     0    0               0                 0                 0   \n",
       "2     0    0               0                 0                 0   \n",
       "3     0    1               0                 0                 0   \n",
       "4     0    0               0                 0                 0   \n",
       "\n",
       "   Basketball Stadium  Beach  Bed & Breakfast  Beer Bar  Beer Store  \\\n",
       "0                   0      0                0         0           0   \n",
       "1                   0      0                0         0           0   \n",
       "2                   0      0                0         0           0   \n",
       "3                   0      0                0         0           0   \n",
       "4                   0      0                0         0           0   \n",
       "\n",
       "   Belgian Restaurant  Bike Shop  Bistro  Boat or Ferry  Bookstore  Boutique  \\\n",
       "0                   0          0       0              0          0         0   \n",
       "1                   0          0       0              0          0         0   \n",
       "2                   0          0       0              0          0         0   \n",
       "3                   0          0       0              0          0         0   \n",
       "4                   0          0       0              0          0         0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Brewery  Bridal Shop  \\\n",
       "0                     0               0        0            0   \n",
       "1                     0               0        0            0   \n",
       "2                     0               0        0            0   \n",
       "3                     0               0        0            0   \n",
       "4                     0               0        0            0   \n",
       "\n",
       "   Bubble Tea Shop  Burger Joint  Burrito Place  Bus Line  Bus Station  \\\n",
       "0                0             0              0         0            0   \n",
       "1                0             0              0         0            0   \n",
       "2                0             0              0         0            0   \n",
       "3                0             0              0         0            0   \n",
       "4                0             0              0         0            0   \n",
       "\n",
       "   Bus Stop  Butcher  Cafeteria  Café  Cajun / Creole Restaurant  \\\n",
       "0         0        0          0     0                          0   \n",
       "1         0        0          0     0                          0   \n",
       "2         0        0          0     0                          0   \n",
       "3         0        0          0     0                          0   \n",
       "4         0        0          0     0                          0   \n",
       "\n",
       "   Camera Store  Candy Store  Caribbean Restaurant  Check Cashing Service  \\\n",
       "0             0            0                     0                      0   \n",
       "1             0            0                     0                      0   \n",
       "2             0            0                     0                      0   \n",
       "3             0            0                     0                      0   \n",
       "4             0            0                     0                      0   \n",
       "\n",
       "   Cheese Shop  Chinese Restaurant  Chocolate Shop  Church  Climbing Gym  \\\n",
       "0            0                   0               0       0             0   \n",
       "1            0                   0               0       0             0   \n",
       "2            0                   0               0       0             0   \n",
       "3            0                   0               0       0             0   \n",
       "4            0                   0               0       0             0   \n",
       "\n",
       "   Clothing Store  Cocktail Bar  Coffee Shop  College Arts Building  \\\n",
       "0               0             0            0                      0   \n",
       "1               0             0            0                      0   \n",
       "2               0             0            0                      0   \n",
       "3               0             0            0                      0   \n",
       "4               0             0            0                      0   \n",
       "\n",
       "   College Auditorium  College Gym  College Rec Center  College Stadium  \\\n",
       "0                   0            0                   0                0   \n",
       "1                   0            0                   0                0   \n",
       "2                   0            0                   0                0   \n",
       "3                   0            0                   0                0   \n",
       "4                   0            0                   0                0   \n",
       "\n",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\n",
       "0                     0                        0           0             0   \n",
       "1                     0                        0           0             0   \n",
       "2                     0                        0           0             0   \n",
       "3                     0                        0           0             0   \n",
       "4                     0                        0           0             0   \n",
       "\n",
       "   Construction & Landscaping  Convenience Store  Cosmetics Shop  \\\n",
       "0                           0                  0               0   \n",
       "1                           0                  0               0   \n",
       "2                           1                  0               0   \n",
       "3                           0                  0               0   \n",
       "4                           0                  0               0   \n",
       "\n",
       "   Costume Shop  Coworking Space  Creperie  Cuban Restaurant  Cupcake Shop  \\\n",
       "0             0                0         0                 0             0   \n",
       "1             0                0         0                 0             0   \n",
       "2             0                0         0                 0             0   \n",
       "3             0                0         0                 0             0   \n",
       "4             0                0         0                 0             0   \n",
       "\n",
       "   Curling Ice  Dance Studio  Deli / Bodega  Department Store  Dessert Shop  \\\n",
       "0            0             0              0                 0             0   \n",
       "1            0             0              0                 0             0   \n",
       "2            0             0              0                 0             0   \n",
       "3            0             0              0                 0             0   \n",
       "4            0             0              0                 0             0   \n",
       "\n",
       "   Dim Sum Restaurant  Diner  Discount Store  Dog Run  Doner Restaurant  \\\n",
       "0                   0      0               0        0                 0   \n",
       "1                   0      0               0        0                 0   \n",
       "2                   0      0               0        0                 0   \n",
       "3                   0      0               0        0                 0   \n",
       "4                   0      0               0        0                 0   \n",
       "\n",
       "   Donut Shop  Drugstore  Dumpling Restaurant  Eastern European Restaurant  \\\n",
       "0           0          0                    0                            0   \n",
       "1           0          0                    0                            0   \n",
       "2           0          0                    0                            0   \n",
       "3           0          0                    0                            0   \n",
       "4           0          0                    0                            0   \n",
       "\n",
       "   Electronics Store  Empanada Restaurant  Ethiopian Restaurant  Event Space  \\\n",
       "0                  0                    0                     0            0   \n",
       "1                  0                    0                     0            0   \n",
       "2                  0                    0                     0            0   \n",
       "3                  0                    0                     0            0   \n",
       "4                  0                    0                     0            0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                   0               0                     1      0   \n",
       "1                   0               0                     0      0   \n",
       "2                   0               0                     0      0   \n",
       "3                   0               0                     0      0   \n",
       "4                   0               0                     0      0   \n",
       "\n",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                    0                  0            0            0   \n",
       "1                    0                  0            0            0   \n",
       "2                    0                  0            0            0   \n",
       "3                    0                  0            0            0   \n",
       "4                    0                  0            0            0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0            0     0                  0           0           0         0   \n",
       "1            0     0                  0           0           0         0   \n",
       "2            0     0                  0           0           0         0   \n",
       "3            0     0                  0           0           0         0   \n",
       "4            0     0                  0           0           0         0   \n",
       "\n",
       "   Fraternity House  French Restaurant  Fried Chicken Joint  \\\n",
       "0                 0                  0                    0   \n",
       "1                 0                  0                    0   \n",
       "2                 0                  0                    0   \n",
       "3                 0                  0                    0   \n",
       "4                 0                  0                    0   \n",
       "\n",
       "   Frozen Yogurt Shop  Fruit & Vegetable Store  Furniture / Home Store  \\\n",
       "0                   0                        0                       0   \n",
       "1                   0                        0                       0   \n",
       "2                   0                        0                       0   \n",
       "3                   0                        0                       0   \n",
       "4                   0                        0                       0   \n",
       "\n",
       "   Gaming Cafe  Garden  Garden Center  Gastropub  Gay Bar  \\\n",
       "0            0       0              0          0        0   \n",
       "1            0       0              0          0        0   \n",
       "2            0       0              0          0        0   \n",
       "3            0       0              0          0        0   \n",
       "4            0       0              0          0        0   \n",
       "\n",
       "   General Entertainment  General Travel  German Restaurant  Gift Shop  \\\n",
       "0                      0               0                  0          0   \n",
       "1                      0               0                  0          0   \n",
       "2                      0               0                  0          0   \n",
       "3                      0               0                  0          0   \n",
       "4                      0               0                  0          0   \n",
       "\n",
       "   Gluten-free Restaurant  Golf Course  Gourmet Shop  Greek Restaurant  \\\n",
       "0                       0            0             0                 0   \n",
       "1                       0            0             0                 0   \n",
       "2                       0            0             0                 0   \n",
       "3                       0            0             0                 0   \n",
       "4                       0            0             0                 0   \n",
       "\n",
       "   Grocery Store  Gym  Gym / Fitness Center  Hakka Restaurant  \\\n",
       "0              0    0                     0                 0   \n",
       "1              0    0                     0                 0   \n",
       "2              0    0                     0                 0   \n",
       "3              0    0                     0                 0   \n",
       "4              0    0                     0                 0   \n",
       "\n",
       "   Harbor / Marina  Health & Beauty Service  Health Food Store  Historic Site  \\\n",
       "0                0                        0                  0              0   \n",
       "1                0                        0                  0              0   \n",
       "2                0                        0                  0              0   \n",
       "3                0                        0                  0              0   \n",
       "4                0                        0                  0              0   \n",
       "\n",
       "   History Museum  Hobby Shop  Hockey Arena  Home Service  Hookah Bar  \\\n",
       "0               0           0             0             0           0   \n",
       "1               0           0             0             0           0   \n",
       "2               0           0             0             0           0   \n",
       "3               0           0             0             0           0   \n",
       "4               0           0             0             0           0   \n",
       "\n",
       "   Hospital  Hostel  Hotel  Hotel Bar  Hotpot Restaurant  Housing Development  \\\n",
       "0         0       0      0          0                  0                    0   \n",
       "1         0       0      0          0                  0                    0   \n",
       "2         0       0      0          0                  0                    0   \n",
       "3         0       0      0          0                  0                    0   \n",
       "4         0       0      0          0                  0                    0   \n",
       "\n",
       "   Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0               0                  0                    0   \n",
       "1               0                  0                    0   \n",
       "2               0                  0                    0   \n",
       "3               0                  0                    0   \n",
       "4               0                  0                    0   \n",
       "\n",
       "   Indonesian Restaurant  Intersection  Irish Pub  Italian Restaurant  \\\n",
       "0                      0             0          0                   0   \n",
       "1                      0             0          0                   0   \n",
       "2                      0             0          0                   0   \n",
       "3                      0             0          0                   0   \n",
       "4                      0             0          0                   0   \n",
       "\n",
       "   Japanese Restaurant  Jazz Club  Jewelry Store  Jewish Restaurant  \\\n",
       "0                    0          0              0                  0   \n",
       "1                    0          0              0                  0   \n",
       "2                    0          0              0                  0   \n",
       "3                    0          0              0                  0   \n",
       "4                    0          0              0                  0   \n",
       "\n",
       "   Juice Bar  Kids Store  Korean Restaurant  Lake  Latin American Restaurant  \\\n",
       "0          0           0                  0     0                          0   \n",
       "1          0           0                  0     0                          0   \n",
       "2          0           0                  0     0                          0   \n",
       "3          0           0                  0     0                          0   \n",
       "4          0           0                  0     0                          0   \n",
       "\n",
       "   Light Rail Station  Lingerie Store  Liquor Store  Lounge  Luggage Store  \\\n",
       "0                   0               0             0       0              0   \n",
       "1                   0               0             0       0              0   \n",
       "2                   0               0             0       0              0   \n",
       "3                   0               0             0       0              0   \n",
       "4                   0               0             0       0              0   \n",
       "\n",
       "   Mac & Cheese Joint  Malay Restaurant  Market  Martial Arts Dojo  \\\n",
       "0                   0                 0       0                  0   \n",
       "1                   0                 0       0                  0   \n",
       "2                   0                 0       0                  0   \n",
       "3                   0                 0       0                  0   \n",
       "4                   0                 0       0                  0   \n",
       "\n",
       "   Massage Studio  Medical Center  Mediterranean Restaurant  Men's Store  \\\n",
       "0               0               0                         0            0   \n",
       "1               0               0                         0            0   \n",
       "2               0               0                         0            0   \n",
       "3               0               0                         0            0   \n",
       "4               0               0                         0            0   \n",
       "\n",
       "   Metro Station  Mexican Restaurant  Middle Eastern Restaurant  \\\n",
       "0              0                   0                          0   \n",
       "1              0                   0                          0   \n",
       "2              0                   0                          0   \n",
       "3              0                   0                          0   \n",
       "4              0                   0                          0   \n",
       "\n",
       "   Miscellaneous Shop  Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                   0                  0                           0   \n",
       "1                   0                  0                           0   \n",
       "2                   0                  0                           0   \n",
       "3                   0                  0                           0   \n",
       "4                   0                  0                           0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Motel  Movie Theater  \\\n",
       "0                                0                    0      0              0   \n",
       "1                                0                    0      0              0   \n",
       "2                                0                    0      0              0   \n",
       "3                                0                    0      0              0   \n",
       "4                                0                    0      0              0   \n",
       "\n",
       "   Moving Target  Museum  Music Store  Music Venue  \\\n",
       "0              0       0            0            0   \n",
       "1              0       0            0            0   \n",
       "2              0       0            0            0   \n",
       "3              0       0            0            0   \n",
       "4              0       0            0            0   \n",
       "\n",
       "                             Neighborhood  New American Restaurant  Nightclub  \\\n",
       "0                          Rouge, Malvern                        0          0   \n",
       "1                          Rouge, Malvern                        0          0   \n",
       "2  Highland Creek, Rouge Hill, Port Union                        0          0   \n",
       "3  Highland Creek, Rouge Hill, Port Union                        0          0   \n",
       "4       Guildwood, Morningside, West Hill                        0          0   \n",
       "\n",
       "   Noodle House  Office  Opera House  Optical Shop  Organic Grocery  \\\n",
       "0             0       0            0             0                0   \n",
       "1             0       0            0             0                0   \n",
       "2             0       0            0             0                0   \n",
       "3             0       0            0             0                0   \n",
       "4             0       0            0             0                0   \n",
       "\n",
       "   Other Great Outdoors  Other Repair Shop  Park  Performing Arts Venue  \\\n",
       "0                     0                  0     0                      0   \n",
       "1                     0                  0     0                      0   \n",
       "2                     0                  0     0                      0   \n",
       "3                     0                  0     0                      0   \n",
       "4                     0                  0     0                      0   \n",
       "\n",
       "   Persian Restaurant  Pet Store  Pharmacy  Pizza Place  Plane  Playground  \\\n",
       "0                   0          0         0            0      0           0   \n",
       "1                   0          0         0            0      0           0   \n",
       "2                   0          0         0            0      0           0   \n",
       "3                   0          0         0            0      0           0   \n",
       "4                   0          0         0            1      0           0   \n",
       "\n",
       "   Plaza  Poke Place  Pool  Portuguese Restaurant  Post Office  Poutine Place  \\\n",
       "0      0           0     0                      0            0              0   \n",
       "1      0           0     0                      0            0              0   \n",
       "2      0           0     0                      0            0              0   \n",
       "3      0           0     0                      0            0              0   \n",
       "4      0           0     0                      0            0              0   \n",
       "\n",
       "   Print Shop  Pub  Ramen Restaurant  Record Shop  Recording Studio  \\\n",
       "0           0    0                 0            0                 0   \n",
       "1           1    0                 0            0                 0   \n",
       "2           0    0                 0            0                 0   \n",
       "3           0    0                 0            0                 0   \n",
       "4           0    0                 0            0                 0   \n",
       "\n",
       "   Rental Car Location  Restaurant  River  Sake Bar  Salad Place  \\\n",
       "0                    0           0      0         0            0   \n",
       "1                    0           0      0         0            0   \n",
       "2                    0           0      0         0            0   \n",
       "3                    0           0      0         0            0   \n",
       "4                    0           0      0         0            0   \n",
       "\n",
       "   Salon / Barbershop  Sandwich Place  Scenic Lookout  Sculpture Garden  \\\n",
       "0                   0               0               0                 0   \n",
       "1                   0               0               0                 0   \n",
       "2                   0               0               0                 0   \n",
       "3                   0               0               0                 0   \n",
       "4                   0               0               0                 0   \n",
       "\n",
       "   Seafood Restaurant  Shoe Store  Shopping Mall  Skate Park  Skating Rink  \\\n",
       "0                   0           0              0           0             0   \n",
       "1                   0           0              0           0             0   \n",
       "2                   0           0              0           0             0   \n",
       "3                   0           0              0           0             0   \n",
       "4                   0           0              0           0             0   \n",
       "\n",
       "   Smoke Shop  Smoothie Shop  Snack Place  Soccer Field  Soup Place  \\\n",
       "0           0              0            0             0           0   \n",
       "1           0              0            0             0           0   \n",
       "2           0              0            0             0           0   \n",
       "3           0              0            0             0           0   \n",
       "4           0              0            0             0           0   \n",
       "\n",
       "   Southern / Soul Food Restaurant  Spa  Speakeasy  Sporting Goods Shop  \\\n",
       "0                                0    0          0                    0   \n",
       "1                                0    0          0                    0   \n",
       "2                                0    0          0                    0   \n",
       "3                                0    0          0                    0   \n",
       "4                                0    0          0                    0   \n",
       "\n",
       "   Sports Bar  Stadium  Stationery Store  Steakhouse  Strip Club  Supermarket  \\\n",
       "0           0        0                 0           0           0            0   \n",
       "1           0        0                 0           0           0            0   \n",
       "2           0        0                 0           0           0            0   \n",
       "3           0        0                 0           0           0            0   \n",
       "4           0        0                 0           0           0            0   \n",
       "\n",
       "   Supplement Shop  Sushi Restaurant  Swim School  Taco Place  Tailor Shop  \\\n",
       "0                0                 0            0           0            0   \n",
       "1                0                 0            0           0            0   \n",
       "2                0                 0            0           0            0   \n",
       "3                0                 0            0           0            0   \n",
       "4                0                 0            0           0            0   \n",
       "\n",
       "   Taiwanese Restaurant  Tanning Salon  Tapas Restaurant  Tea Room  \\\n",
       "0                     0              0                 0         0   \n",
       "1                     0              0                 0         0   \n",
       "2                     0              0                 0         0   \n",
       "3                     0              0                 0         0   \n",
       "4                     0              0                 0         0   \n",
       "\n",
       "   Tech Startup  Tennis Court  Thai Restaurant  Theater  Theme Restaurant  \\\n",
       "0             0             0                0        0                 0   \n",
       "1             0             0                0        0                 0   \n",
       "2             0             0                0        0                 0   \n",
       "3             0             0                0        0                 0   \n",
       "4             0             0                0        0                 0   \n",
       "\n",
       "   Thrift / Vintage Store  Toy / Game Store  Trail  Train Station  \\\n",
       "0                       0                 0      0              0   \n",
       "1                       0                 0      0              0   \n",
       "2                       0                 0      0              0   \n",
       "3                       0                 0      0              0   \n",
       "4                       0                 0      0              0   \n",
       "\n",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n",
       "0                              0                 0            0   \n",
       "1                              0                 0            0   \n",
       "2                              0                 0            0   \n",
       "3                              0                 0            0   \n",
       "4                              0                 0            0   \n",
       "\n",
       "   Vietnamese Restaurant  Warehouse Store  Wine Bar  Wings Joint  \\\n",
       "0                      0                0         0            0   \n",
       "1                      0                0         0            0   \n",
       "2                      0                0         0            0   \n",
       "3                      0                0         0            0   \n",
       "4                      0                0         0            0   \n",
       "\n",
       "   Women's Store  \n",
       "0              0  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "toronto_onehot['Neighborhood'] = toronto_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [toronto_onehot.columns[-1]] + list(toronto_onehot.columns[:-1])\n",
    "toronto_onehot = toronto_onehot[fixed_columns]\n",
    "\n",
    "toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2253, 280)"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "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>Neighborhood</th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Adult Boutique</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</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>Aquarium</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Garage</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bike Shop</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bridal Shop</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Bus Station</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Cafeteria</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Candy Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Check Cashing Service</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Auditorium</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>College Stadium</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Construction &amp; Landscaping</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Costume Shop</th>\n",
       "      <th>Coworking Space</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Curling Ice</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Drugstore</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Empanada Restaurant</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Field</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>Fraternity House</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Golf Course</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Hakka Restaurant</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hockey Arena</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Housing Development</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indonesian Restaurant</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Kids Store</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Luggage Store</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Medical Center</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Mobile Phone Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Motel</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Moving Target</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Other Repair Shop</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Plane</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Print Shop</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Recording Studio</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>River</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Supplement Shop</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tech Startup</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Agincourt</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood  Yoga Studio  \\\n",
       "0                           Adelaide, King, Richmond          0.0   \n",
       "1                                          Agincourt          0.0   \n",
       "2  Agincourt North, L'Amoreaux East, Milliken, St...          0.0   \n",
       "3  Albion Gardens, Beaumond Heights, Humbergate, ...          0.0   \n",
       "4                             Alderwood, Long Branch          0.0   \n",
       "\n",
       "   Accessories Store  Adult Boutique  Afghan Restaurant  Airport  \\\n",
       "0                0.0             0.0                0.0      0.0   \n",
       "1                0.0             0.0                0.0      0.0   \n",
       "2                0.0             0.0                0.0      0.0   \n",
       "3                0.0             0.0                0.0      0.0   \n",
       "4                0.0             0.0                0.0      0.0   \n",
       "\n",
       "   Airport Food Court  Airport Gate  Airport Lounge  Airport Service  \\\n",
       "0                 0.0           0.0             0.0              0.0   \n",
       "1                 0.0           0.0             0.0              0.0   \n",
       "2                 0.0           0.0             0.0              0.0   \n",
       "3                 0.0           0.0             0.0              0.0   \n",
       "4                 0.0           0.0             0.0              0.0   \n",
       "\n",
       "   Airport Terminal  American Restaurant  Antique Shop  Aquarium  Art Gallery  \\\n",
       "0               0.0                 0.04           0.0       0.0         0.01   \n",
       "1               0.0                 0.00           0.0       0.0         0.00   \n",
       "2               0.0                 0.00           0.0       0.0         0.00   \n",
       "3               0.0                 0.00           0.0       0.0         0.00   \n",
       "4               0.0                 0.00           0.0       0.0         0.00   \n",
       "\n",
       "   Art Museum  Arts & Crafts Store  Asian Restaurant  Athletics & Sports  \\\n",
       "0        0.01                  0.0          0.020000                 0.0   \n",
       "1        0.00                  0.0          0.000000                 0.0   \n",
       "2        0.00                  0.0          0.333333                 0.0   \n",
       "3        0.00                  0.0          0.000000                 0.0   \n",
       "4        0.00                  0.0          0.000000                 0.0   \n",
       "\n",
       "   Auto Garage  Auto Workshop  BBQ Joint  Baby Store  Bagel Shop  Bakery  \\\n",
       "0          0.0            0.0        0.0         0.0         0.0    0.03   \n",
       "1          0.0            0.0        0.0         0.0         0.0    0.00   \n",
       "2          0.0            0.0        0.0         0.0         0.0    0.00   \n",
       "3          0.0            0.0        0.0         0.0         0.0    0.00   \n",
       "4          0.0            0.0        0.0         0.0         0.0    0.00   \n",
       "\n",
       "   Bank   Bar  Baseball Field  Baseball Stadium  Basketball Court  \\\n",
       "0   0.0  0.04             0.0               0.0               0.0   \n",
       "1   0.0  0.00             0.0               0.0               0.0   \n",
       "2   0.0  0.00             0.0               0.0               0.0   \n",
       "3   0.0  0.00             0.0               0.0               0.0   \n",
       "4   0.0  0.00             0.0               0.0               0.0   \n",
       "\n",
       "   Basketball Stadium  Beach  Bed & Breakfast  Beer Bar  Beer Store  \\\n",
       "0                 0.0    0.0              0.0       0.0    0.000000   \n",
       "1                 0.0    0.0              0.0       0.0    0.000000   \n",
       "2                 0.0    0.0              0.0       0.0    0.000000   \n",
       "3                 0.0    0.0              0.0       0.0    0.090909   \n",
       "4                 0.0    0.0              0.0       0.0    0.000000   \n",
       "\n",
       "   Belgian Restaurant  Bike Shop  Bistro  Boat or Ferry  Bookstore  Boutique  \\\n",
       "0                 0.0        0.0     0.0            0.0       0.01       0.0   \n",
       "1                 0.0        0.0     0.0            0.0       0.00       0.0   \n",
       "2                 0.0        0.0     0.0            0.0       0.00       0.0   \n",
       "3                 0.0        0.0     0.0            0.0       0.00       0.0   \n",
       "4                 0.0        0.0     0.0            0.0       0.00       0.0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Brewery  Bridal Shop  \\\n",
       "0                  0.01            0.02      0.0          0.0   \n",
       "1                  0.00            0.25      0.0          0.0   \n",
       "2                  0.00            0.00      0.0          0.0   \n",
       "3                  0.00            0.00      0.0          0.0   \n",
       "4                  0.00            0.00      0.0          0.0   \n",
       "\n",
       "   Bubble Tea Shop  Burger Joint  Burrito Place  Bus Line  Bus Station  \\\n",
       "0              0.0          0.03           0.01       0.0          0.0   \n",
       "1              0.0          0.00           0.00       0.0          0.0   \n",
       "2              0.0          0.00           0.00       0.0          0.0   \n",
       "3              0.0          0.00           0.00       0.0          0.0   \n",
       "4              0.0          0.00           0.00       0.0          0.0   \n",
       "\n",
       "   Bus Stop  Butcher  Cafeteria  Café  Cajun / Creole Restaurant  \\\n",
       "0       0.0      0.0        0.0  0.05                        0.0   \n",
       "1       0.0      0.0        0.0  0.00                        0.0   \n",
       "2       0.0      0.0        0.0  0.00                        0.0   \n",
       "3       0.0      0.0        0.0  0.00                        0.0   \n",
       "4       0.0      0.0        0.0  0.00                        0.0   \n",
       "\n",
       "   Camera Store  Candy Store  Caribbean Restaurant  Check Cashing Service  \\\n",
       "0           0.0          0.0                   0.0                    0.0   \n",
       "1           0.0          0.0                   0.0                    0.0   \n",
       "2           0.0          0.0                   0.0                    0.0   \n",
       "3           0.0          0.0                   0.0                    0.0   \n",
       "4           0.0          0.0                   0.0                    0.0   \n",
       "\n",
       "   Cheese Shop  Chinese Restaurant  Chocolate Shop  Church  Climbing Gym  \\\n",
       "0          0.0                0.00             0.0     0.0           0.0   \n",
       "1          0.0                0.25             0.0     0.0           0.0   \n",
       "2          0.0                0.00             0.0     0.0           0.0   \n",
       "3          0.0                0.00             0.0     0.0           0.0   \n",
       "4          0.0                0.00             0.0     0.0           0.0   \n",
       "\n",
       "   Clothing Store  Cocktail Bar  Coffee Shop  College Arts Building  \\\n",
       "0            0.02           0.0     0.060000                    0.0   \n",
       "1            0.00           0.0     0.000000                    0.0   \n",
       "2            0.00           0.0     0.000000                    0.0   \n",
       "3            0.00           0.0     0.090909                    0.0   \n",
       "4            0.00           0.0     0.100000                    0.0   \n",
       "\n",
       "   College Auditorium  College Gym  College Rec Center  College Stadium  \\\n",
       "0                 0.0          0.0                 0.0              0.0   \n",
       "1                 0.0          0.0                 0.0              0.0   \n",
       "2                 0.0          0.0                 0.0              0.0   \n",
       "3                 0.0          0.0                 0.0              0.0   \n",
       "4                 0.0          0.0                 0.0              0.0   \n",
       "\n",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\n",
       "0                  0.01                      0.0         0.0          0.02   \n",
       "1                  0.00                      0.0         0.0          0.00   \n",
       "2                  0.00                      0.0         0.0          0.00   \n",
       "3                  0.00                      0.0         0.0          0.00   \n",
       "4                  0.00                      0.0         0.0          0.00   \n",
       "\n",
       "   Construction & Landscaping  Convenience Store  Cosmetics Shop  \\\n",
       "0                         0.0                0.0            0.03   \n",
       "1                         0.0                0.0            0.00   \n",
       "2                         0.0                0.0            0.00   \n",
       "3                         0.0                0.0            0.00   \n",
       "4                         0.0                0.0            0.00   \n",
       "\n",
       "   Costume Shop  Coworking Space  Creperie  Cuban Restaurant  Cupcake Shop  \\\n",
       "0           0.0              0.0       0.0               0.0          0.01   \n",
       "1           0.0              0.0       0.0               0.0          0.00   \n",
       "2           0.0              0.0       0.0               0.0          0.00   \n",
       "3           0.0              0.0       0.0               0.0          0.00   \n",
       "4           0.0              0.0       0.0               0.0          0.00   \n",
       "\n",
       "   Curling Ice  Dance Studio  Deli / Bodega  Department Store  Dessert Shop  \\\n",
       "0          0.0          0.01           0.01              0.01           0.0   \n",
       "1          0.0          0.00           0.00              0.00           0.0   \n",
       "2          0.0          0.00           0.00              0.00           0.0   \n",
       "3          0.0          0.00           0.00              0.00           0.0   \n",
       "4          0.0          0.10           0.00              0.00           0.0   \n",
       "\n",
       "   Dim Sum Restaurant  Diner  Discount Store  Dog Run  Doner Restaurant  \\\n",
       "0                 0.0    0.0             0.0      0.0               0.0   \n",
       "1                 0.0    0.0             0.0      0.0               0.0   \n",
       "2                 0.0    0.0             0.0      0.0               0.0   \n",
       "3                 0.0    0.0             0.0      0.0               0.0   \n",
       "4                 0.0    0.0             0.0      0.0               0.0   \n",
       "\n",
       "   Donut Shop  Drugstore  Dumpling Restaurant  Eastern European Restaurant  \\\n",
       "0         0.0        0.0                  0.0                          0.0   \n",
       "1         0.0        0.0                  0.0                          0.0   \n",
       "2         0.0        0.0                  0.0                          0.0   \n",
       "3         0.0        0.0                  0.0                          0.0   \n",
       "4         0.0        0.0                  0.0                          0.0   \n",
       "\n",
       "   Electronics Store  Empanada Restaurant  Ethiopian Restaurant  Event Space  \\\n",
       "0               0.01                  0.0                   0.0          0.0   \n",
       "1               0.00                  0.0                   0.0          0.0   \n",
       "2               0.00                  0.0                   0.0          0.0   \n",
       "3               0.00                  0.0                   0.0          0.0   \n",
       "4               0.00                  0.0                   0.0          0.0   \n",
       "\n",
       "   Falafel Restaurant  Farmers Market  Fast Food Restaurant  Field  \\\n",
       "0                 0.0             0.0              0.000000    0.0   \n",
       "1                 0.0             0.0              0.000000    0.0   \n",
       "2                 0.0             0.0              0.000000    0.0   \n",
       "3                 0.0             0.0              0.090909    0.0   \n",
       "4                 0.0             0.0              0.000000    0.0   \n",
       "\n",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                  0.0                0.0          0.0          0.0   \n",
       "1                  0.0                0.0          0.0          0.0   \n",
       "2                  0.0                0.0          0.0          0.0   \n",
       "3                  0.0                0.0          0.0          0.0   \n",
       "4                  0.0                0.0          0.0          0.0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0          0.0   0.0                0.0        0.01         0.0       0.0   \n",
       "1          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "2          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "3          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "4          0.0   0.0                0.0        0.00         0.0       0.0   \n",
       "\n",
       "   Fraternity House  French Restaurant  Fried Chicken Joint  \\\n",
       "0               0.0                0.0             0.000000   \n",
       "1               0.0                0.0             0.000000   \n",
       "2               0.0                0.0             0.000000   \n",
       "3               0.0                0.0             0.090909   \n",
       "4               0.0                0.0             0.000000   \n",
       "\n",
       "   Frozen Yogurt Shop  Fruit & Vegetable Store  Furniture / Home Store  \\\n",
       "0                 0.0                      0.0                     0.0   \n",
       "1                 0.0                      0.0                     0.0   \n",
       "2                 0.0                      0.0                     0.0   \n",
       "3                 0.0                      0.0                     0.0   \n",
       "4                 0.0                      0.0                     0.0   \n",
       "\n",
       "   Gaming Cafe  Garden  Garden Center  Gastropub  Gay Bar  \\\n",
       "0          0.0     0.0            0.0       0.02      0.0   \n",
       "1          0.0     0.0            0.0       0.00      0.0   \n",
       "2          0.0     0.0            0.0       0.00      0.0   \n",
       "3          0.0     0.0            0.0       0.00      0.0   \n",
       "4          0.0     0.0            0.0       0.00      0.0   \n",
       "\n",
       "   General Entertainment  General Travel  German Restaurant  Gift Shop  \\\n",
       "0                    0.0            0.01                0.0        0.0   \n",
       "1                    0.0            0.00                0.0        0.0   \n",
       "2                    0.0            0.00                0.0        0.0   \n",
       "3                    0.0            0.00                0.0        0.0   \n",
       "4                    0.0            0.00                0.0        0.0   \n",
       "\n",
       "   Gluten-free Restaurant  Golf Course  Gourmet Shop  Greek Restaurant  \\\n",
       "0                    0.01          0.0           0.0              0.01   \n",
       "1                    0.00          0.0           0.0              0.00   \n",
       "2                    0.00          0.0           0.0              0.00   \n",
       "3                    0.00          0.0           0.0              0.00   \n",
       "4                    0.00          0.0           0.0              0.00   \n",
       "\n",
       "   Grocery Store   Gym  Gym / Fitness Center  Hakka Restaurant  \\\n",
       "0       0.000000  0.02                  0.01               0.0   \n",
       "1       0.000000  0.00                  0.00               0.0   \n",
       "2       0.000000  0.00                  0.00               0.0   \n",
       "3       0.181818  0.00                  0.00               0.0   \n",
       "4       0.000000  0.10                  0.00               0.0   \n",
       "\n",
       "   Harbor / Marina  Health & Beauty Service  Health Food Store  Historic Site  \\\n",
       "0              0.0                      0.0                0.0            0.0   \n",
       "1              0.0                      0.0                0.0            0.0   \n",
       "2              0.0                      0.0                0.0            0.0   \n",
       "3              0.0                      0.0                0.0            0.0   \n",
       "4              0.0                      0.0                0.0            0.0   \n",
       "\n",
       "   History Museum  Hobby Shop  Hockey Arena  Home Service  Hookah Bar  \\\n",
       "0             0.0         0.0           0.0           0.0         0.0   \n",
       "1             0.0         0.0           0.0           0.0         0.0   \n",
       "2             0.0         0.0           0.0           0.0         0.0   \n",
       "3             0.0         0.0           0.0           0.0         0.0   \n",
       "4             0.0         0.0           0.0           0.0         0.0   \n",
       "\n",
       "   Hospital  Hostel  Hotel  Hotel Bar  Hotpot Restaurant  Housing Development  \\\n",
       "0       0.0     0.0   0.03        0.0                0.0                  0.0   \n",
       "1       0.0     0.0   0.00        0.0                0.0                  0.0   \n",
       "2       0.0     0.0   0.00        0.0                0.0                  0.0   \n",
       "3       0.0     0.0   0.00        0.0                0.0                  0.0   \n",
       "4       0.0     0.0   0.00        0.0                0.0                  0.0   \n",
       "\n",
       "   Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0            0.01               0.01                  0.0   \n",
       "1            0.00               0.00                  0.0   \n",
       "2            0.00               0.00                  0.0   \n",
       "3            0.00               0.00                  0.0   \n",
       "4            0.00               0.00                  0.0   \n",
       "\n",
       "   Indonesian Restaurant  Intersection  Irish Pub  Italian Restaurant  \\\n",
       "0                    0.0           0.0        0.0                0.01   \n",
       "1                    0.0           0.0        0.0                0.00   \n",
       "2                    0.0           0.0        0.0                0.00   \n",
       "3                    0.0           0.0        0.0                0.00   \n",
       "4                    0.0           0.0        0.0                0.00   \n",
       "\n",
       "   Japanese Restaurant  Jazz Club  Jewelry Store  Jewish Restaurant  \\\n",
       "0                 0.02       0.01            0.0                0.0   \n",
       "1                 0.00       0.00            0.0                0.0   \n",
       "2                 0.00       0.00            0.0                0.0   \n",
       "3                 0.00       0.00            0.0                0.0   \n",
       "4                 0.00       0.00            0.0                0.0   \n",
       "\n",
       "   Juice Bar  Kids Store  Korean Restaurant  Lake  Latin American Restaurant  \\\n",
       "0       0.01         0.0                0.0   0.0                       0.01   \n",
       "1       0.00         0.0                0.0   0.0                       0.00   \n",
       "2       0.00         0.0                0.0   0.0                       0.00   \n",
       "3       0.00         0.0                0.0   0.0                       0.00   \n",
       "4       0.00         0.0                0.0   0.0                       0.00   \n",
       "\n",
       "   Light Rail Station  Lingerie Store  Liquor Store  Lounge  Luggage Store  \\\n",
       "0                 0.0             0.0      0.000000    0.01            0.0   \n",
       "1                 0.0             0.0      0.000000    0.25            0.0   \n",
       "2                 0.0             0.0      0.000000    0.00            0.0   \n",
       "3                 0.0             0.0      0.090909    0.00            0.0   \n",
       "4                 0.0             0.0      0.000000    0.00            0.0   \n",
       "\n",
       "   Mac & Cheese Joint  Malay Restaurant  Market  Martial Arts Dojo  \\\n",
       "0                 0.0               0.0     0.0                0.0   \n",
       "1                 0.0               0.0     0.0                0.0   \n",
       "2                 0.0               0.0     0.0                0.0   \n",
       "3                 0.0               0.0     0.0                0.0   \n",
       "4                 0.0               0.0     0.0                0.0   \n",
       "\n",
       "   Massage Studio  Medical Center  Mediterranean Restaurant  Men's Store  \\\n",
       "0             0.0             0.0                      0.01          0.0   \n",
       "1             0.0             0.0                      0.00          0.0   \n",
       "2             0.0             0.0                      0.00          0.0   \n",
       "3             0.0             0.0                      0.00          0.0   \n",
       "4             0.0             0.0                      0.00          0.0   \n",
       "\n",
       "   Metro Station  Mexican Restaurant  Middle Eastern Restaurant  \\\n",
       "0            0.0                 0.0                        0.0   \n",
       "1            0.0                 0.0                        0.0   \n",
       "2            0.0                 0.0                        0.0   \n",
       "3            0.0                 0.0                        0.0   \n",
       "4            0.0                 0.0                        0.0   \n",
       "\n",
       "   Miscellaneous Shop  Mobile Phone Shop  Modern European Restaurant  \\\n",
       "0                 0.0                0.0                         0.0   \n",
       "1                 0.0                0.0                         0.0   \n",
       "2                 0.0                0.0                         0.0   \n",
       "3                 0.0                0.0                         0.0   \n",
       "4                 0.0                0.0                         0.0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Motel  Movie Theater  \\\n",
       "0                              0.0                 0.01    0.0            0.0   \n",
       "1                              0.0                 0.00    0.0            0.0   \n",
       "2                              0.0                 0.00    0.0            0.0   \n",
       "3                              0.0                 0.00    0.0            0.0   \n",
       "4                              0.0                 0.00    0.0            0.0   \n",
       "\n",
       "   Moving Target  Museum  Music Store  Music Venue  New American Restaurant  \\\n",
       "0            0.0     0.0          0.0          0.0                     0.01   \n",
       "1            0.0     0.0          0.0          0.0                     0.00   \n",
       "2            0.0     0.0          0.0          0.0                     0.00   \n",
       "3            0.0     0.0          0.0          0.0                     0.00   \n",
       "4            0.0     0.0          0.0          0.0                     0.00   \n",
       "\n",
       "   Nightclub  Noodle House  Office  Opera House  Optical Shop  \\\n",
       "0        0.0          0.01     0.0         0.01           0.0   \n",
       "1        0.0          0.00     0.0         0.00           0.0   \n",
       "2        0.0          0.00     0.0         0.00           0.0   \n",
       "3        0.0          0.00     0.0         0.00           0.0   \n",
       "4        0.0          0.00     0.0         0.00           0.0   \n",
       "\n",
       "   Organic Grocery  Other Great Outdoors  Other Repair Shop      Park  \\\n",
       "0              0.0                   0.0                0.0  0.000000   \n",
       "1              0.0                   0.0                0.0  0.000000   \n",
       "2              0.0                   0.0                0.0  0.333333   \n",
       "3              0.0                   0.0                0.0  0.000000   \n",
       "4              0.0                   0.0                0.0  0.000000   \n",
       "\n",
       "   Performing Arts Venue  Persian Restaurant  Pet Store  Pharmacy  \\\n",
       "0                    0.0                 0.0        0.0  0.000000   \n",
       "1                    0.0                 0.0        0.0  0.000000   \n",
       "2                    0.0                 0.0        0.0  0.000000   \n",
       "3                    0.0                 0.0        0.0  0.090909   \n",
       "4                    0.0                 0.0        0.0  0.100000   \n",
       "\n",
       "   Pizza Place  Plane  Playground  Plaza  Poke Place  Pool  \\\n",
       "0     0.020000    0.0    0.000000   0.01         0.0   0.0   \n",
       "1     0.000000    0.0    0.000000   0.00         0.0   0.0   \n",
       "2     0.000000    0.0    0.333333   0.00         0.0   0.0   \n",
       "3     0.090909    0.0    0.000000   0.00         0.0   0.0   \n",
       "4     0.200000    0.0    0.000000   0.00         0.0   0.1   \n",
       "\n",
       "   Portuguese Restaurant  Post Office  Poutine Place  Print Shop  Pub  \\\n",
       "0                    0.0          0.0            0.0         0.0  0.0   \n",
       "1                    0.0          0.0            0.0         0.0  0.0   \n",
       "2                    0.0          0.0            0.0         0.0  0.0   \n",
       "3                    0.0          0.0            0.0         0.0  0.0   \n",
       "4                    0.0          0.0            0.0         0.0  0.1   \n",
       "\n",
       "   Ramen Restaurant  Record Shop  Recording Studio  Rental Car Location  \\\n",
       "0               0.0         0.01               0.0                  0.0   \n",
       "1               0.0         0.00               0.0                  0.0   \n",
       "2               0.0         0.00               0.0                  0.0   \n",
       "3               0.0         0.00               0.0                  0.0   \n",
       "4               0.0         0.00               0.0                  0.0   \n",
       "\n",
       "   Restaurant  River  Sake Bar  Salad Place  Salon / Barbershop  \\\n",
       "0        0.02    0.0       0.0         0.02                0.01   \n",
       "1        0.00    0.0       0.0         0.00                0.00   \n",
       "2        0.00    0.0       0.0         0.00                0.00   \n",
       "3        0.00    0.0       0.0         0.00                0.00   \n",
       "4        0.00    0.0       0.0         0.00                0.00   \n",
       "\n",
       "   Sandwich Place  Scenic Lookout  Sculpture Garden  Seafood Restaurant  \\\n",
       "0        0.000000             0.0               0.0                0.01   \n",
       "1        0.250000             0.0               0.0                0.00   \n",
       "2        0.000000             0.0               0.0                0.00   \n",
       "3        0.090909             0.0               0.0                0.00   \n",
       "4        0.100000             0.0               0.0                0.00   \n",
       "\n",
       "   Shoe Store  Shopping Mall  Skate Park  Skating Rink  Smoke Shop  \\\n",
       "0         0.0           0.01         0.0           0.0        0.01   \n",
       "1         0.0           0.00         0.0           0.0        0.00   \n",
       "2         0.0           0.00         0.0           0.0        0.00   \n",
       "3         0.0           0.00         0.0           0.0        0.00   \n",
       "4         0.0           0.00         0.0           0.1        0.00   \n",
       "\n",
       "   Smoothie Shop  Snack Place  Soccer Field  Soup Place  \\\n",
       "0            0.0          0.0           0.0         0.0   \n",
       "1            0.0          0.0           0.0         0.0   \n",
       "2            0.0          0.0           0.0         0.0   \n",
       "3            0.0          0.0           0.0         0.0   \n",
       "4            0.0          0.0           0.0         0.0   \n",
       "\n",
       "   Southern / Soul Food Restaurant  Spa  Speakeasy  Sporting Goods Shop  \\\n",
       "0                              0.0  0.0       0.01                  0.0   \n",
       "1                              0.0  0.0       0.00                  0.0   \n",
       "2                              0.0  0.0       0.00                  0.0   \n",
       "3                              0.0  0.0       0.00                  0.0   \n",
       "4                              0.0  0.0       0.00                  0.0   \n",
       "\n",
       "   Sports Bar  Stadium  Stationery Store  Steakhouse  Strip Club  Supermarket  \\\n",
       "0         0.0      0.0               0.0        0.04         0.0          0.0   \n",
       "1         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "2         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "3         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "4         0.0      0.0               0.0        0.00         0.0          0.0   \n",
       "\n",
       "   Supplement Shop  Sushi Restaurant  Swim School  Taco Place  Tailor Shop  \\\n",
       "0              0.0              0.02          0.0         0.0          0.0   \n",
       "1              0.0              0.00          0.0         0.0          0.0   \n",
       "2              0.0              0.00          0.0         0.0          0.0   \n",
       "3              0.0              0.00          0.0         0.0          0.0   \n",
       "4              0.0              0.00          0.0         0.0          0.0   \n",
       "\n",
       "   Taiwanese Restaurant  Tanning Salon  Tapas Restaurant  Tea Room  \\\n",
       "0                   0.0            0.0               0.0       0.0   \n",
       "1                   0.0            0.0               0.0       0.0   \n",
       "2                   0.0            0.0               0.0       0.0   \n",
       "3                   0.0            0.0               0.0       0.0   \n",
       "4                   0.0            0.0               0.0       0.0   \n",
       "\n",
       "   Tech Startup  Tennis Court  Thai Restaurant  Theater  Theme Restaurant  \\\n",
       "0           0.0           0.0             0.04     0.01               0.0   \n",
       "1           0.0           0.0             0.00     0.00               0.0   \n",
       "2           0.0           0.0             0.00     0.00               0.0   \n",
       "3           0.0           0.0             0.00     0.00               0.0   \n",
       "4           0.0           0.0             0.00     0.00               0.0   \n",
       "\n",
       "   Thrift / Vintage Store  Toy / Game Store  Trail  Train Station  \\\n",
       "0                     0.0               0.0    0.0            0.0   \n",
       "1                     0.0               0.0    0.0            0.0   \n",
       "2                     0.0               0.0    0.0            0.0   \n",
       "3                     0.0               0.0    0.0            0.0   \n",
       "4                     0.0               0.0    0.0            0.0   \n",
       "\n",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n",
       "0                           0.01               0.0     0.000000   \n",
       "1                           0.00               0.0     0.000000   \n",
       "2                           0.00               0.0     0.000000   \n",
       "3                           0.00               0.0     0.090909   \n",
       "4                           0.00               0.0     0.000000   \n",
       "\n",
       "   Vietnamese Restaurant  Warehouse Store  Wine Bar  Wings Joint  \\\n",
       "0                    0.0              0.0      0.01          0.0   \n",
       "1                    0.0              0.0      0.00          0.0   \n",
       "2                    0.0              0.0      0.00          0.0   \n",
       "3                    0.0              0.0      0.00          0.0   \n",
       "4                    0.0              0.0      0.00          0.0   \n",
       "\n",
       "   Women's Store  \n",
       "0            0.0  \n",
       "1            0.0  \n",
       "2            0.0  \n",
       "3            0.0  \n",
       "4            0.0  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "toronto_grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 280)"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "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": 152,
   "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>Neighborhood</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>Adelaide, King, Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Agincourt</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>Park</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Video Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood 1st Most Common Venue  \\\n",
       "0                           Adelaide, King, Richmond           Coffee Shop   \n",
       "1                                          Agincourt    Chinese Restaurant   \n",
       "2  Agincourt North, L'Amoreaux East, Milliken, St...                  Park   \n",
       "3  Albion Gardens, Beaumond Heights, Humbergate, ...         Grocery Store   \n",
       "4                             Alderwood, Long Branch           Pizza Place   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                  Café                   Bar   American Restaurant   \n",
       "1                Lounge        Sandwich Place        Breakfast Spot   \n",
       "2      Asian Restaurant            Playground         Women's Store   \n",
       "3          Liquor Store        Sandwich Place   Fried Chicken Joint   \n",
       "4           Coffee Shop                   Gym          Skating Rink   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0       Thai Restaurant            Steakhouse                 Hotel   \n",
       "1         Women's Store        Discount Store               Dog Run   \n",
       "2            Donut Shop    Dim Sum Restaurant                 Diner   \n",
       "3           Video Store           Coffee Shop              Pharmacy   \n",
       "4              Pharmacy                   Pub          Dance Studio   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0        Cosmetics Shop          Burger Joint                 Bakery  \n",
       "1      Doner Restaurant            Donut Shop              Drugstore  \n",
       "2        Discount Store               Dog Run       Doner Restaurant  \n",
       "3           Pizza Place            Beer Store   Fast Food Restaurant  \n",
       "4                  Pool        Sandwich Place          Women's Store  "
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for 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\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = toronto_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cluster Neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4, 4, 2, 4, 4, 4, 4, 4, 4, 4], dtype=int32)"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "toronto_grouped_clustering = toronto_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "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>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <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>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>4</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>4</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>4</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>4</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Stationery Store</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postcode          Borough                    Neighborhood   Latitude  \\\n",
       "0      M4E     East Toronto                     The Beaches  43.676357   \n",
       "1      M4K     East Toronto    The Danforth West, Riverdale  43.679557   \n",
       "2      M4L     East Toronto  The Beaches West, India Bazaar  43.668999   \n",
       "3      M4M     East Toronto                 Studio District  43.659526   \n",
       "4      M4N  Central Toronto                   Lawrence Park  43.728020   \n",
       "\n",
       "   Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0 -79.293031               4                 Trail     Health Food Store   \n",
       "1 -79.352188               4      Greek Restaurant           Coffee Shop   \n",
       "2 -79.315572               4                  Park                   Pub   \n",
       "3 -79.340923               4                  Café           Coffee Shop   \n",
       "4 -79.388790               1                  Park              Bus Line   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue   5th Most Common Venue  \\\n",
       "0                   Pub             Drugstore      Dim Sum Restaurant   \n",
       "1        Ice Cream Shop    Italian Restaurant  Furniture / Home Store   \n",
       "2          Burger Joint    Italian Restaurant          Ice Cream Shop   \n",
       "3             Gastropub    Italian Restaurant     American Restaurant   \n",
       "4           Swim School         Women's Store              Donut Shop   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0                 Diner        Discount Store               Dog Run   \n",
       "1           Yoga Studio           Pizza Place             Bookstore   \n",
       "2            Steakhouse     Fish & Chips Shop         Burrito Place   \n",
       "3                Bakery        Sandwich Place                   Bar   \n",
       "4                 Diner        Discount Store               Dog Run   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "0      Doner Restaurant             Donut Shop  \n",
       "1               Brewery        Bubble Tea Shop  \n",
       "2         Movie Theater       Sushi Restaurant  \n",
       "3      Stationery Store            Fish Market  \n",
       "4      Doner Restaurant              Drugstore  "
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "toronto_merged = toronto_data\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "toronto_merged = toronto_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "\n",
    "toronto_merged.head() # check the last columns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_8d03e34992a741aba7a4f04ba9556ad1 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_8d03e34992a741aba7a4f04ba9556ad1" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_8d03e34992a741aba7a4f04ba9556ad1 = L.map(
                                  'map_8d03e34992a741aba7a4f04ba9556ad1',
                                  {center: [43.653963,-79.387207],
                                  zoom: 11,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_d184c70ebc22469c9f6242695e27de3e = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_8d03e34992a741aba7a4f04ba9556ad1);
        
    
            var circle_marker_c3b2a26522ca4f6e858f20a6068625f4 = L.circleMarker(
                [43.67635739999999,-79.2930312],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_a47aa0a3f00a4367a155eb23c95b8cd0 = L.popup({maxWidth: '300'});

            
                var html_3eaa46cb7fc54661b9b2fcc8ed022071 = $('<div id="html_3eaa46cb7fc54661b9b2fcc8ed022071" style="width: 100.0%; height: 100.0%;">The Beaches Cluster 4</div>')[0];
                popup_a47aa0a3f00a4367a155eb23c95b8cd0.setContent(html_3eaa46cb7fc54661b9b2fcc8ed022071);
            

            circle_marker_c3b2a26522ca4f6e858f20a6068625f4.bindPopup(popup_a47aa0a3f00a4367a155eb23c95b8cd0);

            
        
    
            var circle_marker_6d9c8baf9f384e0db26416528b083022 = L.circleMarker(
                [43.6795571,-79.352188],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_dd253708422540d1a3de5511ba4d6ea8 = L.popup({maxWidth: '300'});

            
                var html_3265c73f8d3d4afebb178b38b3f57738 = $('<div id="html_3265c73f8d3d4afebb178b38b3f57738" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale Cluster 4</div>')[0];
                popup_dd253708422540d1a3de5511ba4d6ea8.setContent(html_3265c73f8d3d4afebb178b38b3f57738);
            

            circle_marker_6d9c8baf9f384e0db26416528b083022.bindPopup(popup_dd253708422540d1a3de5511ba4d6ea8);

            
        
    
            var circle_marker_af4996bb59964f4a9720b87bc5ebfdb6 = L.circleMarker(
                [43.6689985,-79.31557159999998],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_cb0a3e5d8ffa49febd9bf5cfce1d13f8 = L.popup({maxWidth: '300'});

            
                var html_5c80a315f0a54a8e9e8f2d3b53c3d80c = $('<div id="html_5c80a315f0a54a8e9e8f2d3b53c3d80c" style="width: 100.0%; height: 100.0%;">The Beaches West, India Bazaar Cluster 4</div>')[0];
                popup_cb0a3e5d8ffa49febd9bf5cfce1d13f8.setContent(html_5c80a315f0a54a8e9e8f2d3b53c3d80c);
            

            circle_marker_af4996bb59964f4a9720b87bc5ebfdb6.bindPopup(popup_cb0a3e5d8ffa49febd9bf5cfce1d13f8);

            
        
    
            var circle_marker_0f6590b72a744591937bc113be28329b = L.circleMarker(
                [43.6595255,-79.340923],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_267a13c1a22b469b8ab4e91e40e4efee = L.popup({maxWidth: '300'});

            
                var html_809aded50d8f4b098e32d1ec70166ecb = $('<div id="html_809aded50d8f4b098e32d1ec70166ecb" style="width: 100.0%; height: 100.0%;">Studio District Cluster 4</div>')[0];
                popup_267a13c1a22b469b8ab4e91e40e4efee.setContent(html_809aded50d8f4b098e32d1ec70166ecb);
            

            circle_marker_0f6590b72a744591937bc113be28329b.bindPopup(popup_267a13c1a22b469b8ab4e91e40e4efee);

            
        
    
            var circle_marker_c973e78e5af74d3cb4e6e022a38eb88f = L.circleMarker(
                [43.7280205,-79.3887901],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_e3e6c1b1892b486d9e4fd5cdeb2eb710 = L.popup({maxWidth: '300'});

            
                var html_aa5f1dc13f584581b3ae55893dab251d = $('<div id="html_aa5f1dc13f584581b3ae55893dab251d" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 1</div>')[0];
                popup_e3e6c1b1892b486d9e4fd5cdeb2eb710.setContent(html_aa5f1dc13f584581b3ae55893dab251d);
            

            circle_marker_c973e78e5af74d3cb4e6e022a38eb88f.bindPopup(popup_e3e6c1b1892b486d9e4fd5cdeb2eb710);

            
        
    
            var circle_marker_866a6d65bfc24ed1987937a2006a3d57 = L.circleMarker(
                [43.7127511,-79.3901975],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_a389cb648f214cad8e005566e068a3b8 = L.popup({maxWidth: '300'});

            
                var html_5ef5193a732448d1ba6142db0b2c5fc3 = $('<div id="html_5ef5193a732448d1ba6142db0b2c5fc3" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 4</div>')[0];
                popup_a389cb648f214cad8e005566e068a3b8.setContent(html_5ef5193a732448d1ba6142db0b2c5fc3);
            

            circle_marker_866a6d65bfc24ed1987937a2006a3d57.bindPopup(popup_a389cb648f214cad8e005566e068a3b8);

            
        
    
            var circle_marker_c95f2a6522af4a35b2541ed72fda560b = L.circleMarker(
                [43.7153834,-79.40567840000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_36b12ffffa93421c92ab2bf4deb988bf = L.popup({maxWidth: '300'});

            
                var html_4444f7e0710b4149b2c09500efee628f = $('<div id="html_4444f7e0710b4149b2c09500efee628f" style="width: 100.0%; height: 100.0%;">North Toronto West Cluster 4</div>')[0];
                popup_36b12ffffa93421c92ab2bf4deb988bf.setContent(html_4444f7e0710b4149b2c09500efee628f);
            

            circle_marker_c95f2a6522af4a35b2541ed72fda560b.bindPopup(popup_36b12ffffa93421c92ab2bf4deb988bf);

            
        
    
            var circle_marker_930b63a9f19d4fd0827a6de9e730de56 = L.circleMarker(
                [43.7043244,-79.3887901],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_3f33be510de14085a0cb51d64ee4dd9e = L.popup({maxWidth: '300'});

            
                var html_e7fb15ebe36a4eb8a9bdda8b630cd067 = $('<div id="html_e7fb15ebe36a4eb8a9bdda8b630cd067" style="width: 100.0%; height: 100.0%;">Davisville Cluster 4</div>')[0];
                popup_3f33be510de14085a0cb51d64ee4dd9e.setContent(html_e7fb15ebe36a4eb8a9bdda8b630cd067);
            

            circle_marker_930b63a9f19d4fd0827a6de9e730de56.bindPopup(popup_3f33be510de14085a0cb51d64ee4dd9e);

            
        
    
            var circle_marker_ffc0344db6d949beb71068db0b7d6c06 = 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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_d493578ebefd4dbe90b096a04baaa1dd = L.popup({maxWidth: '300'});

            
                var html_0c00eee2205e4d3a847d26e66bd9b5b5 = $('<div id="html_0c00eee2205e4d3a847d26e66bd9b5b5" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East Cluster 2</div>')[0];
                popup_d493578ebefd4dbe90b096a04baaa1dd.setContent(html_0c00eee2205e4d3a847d26e66bd9b5b5);
            

            circle_marker_ffc0344db6d949beb71068db0b7d6c06.bindPopup(popup_d493578ebefd4dbe90b096a04baaa1dd);

            
        
    
            var circle_marker_47c2345f9eab481781e614bc5672485e = L.circleMarker(
                [43.68641229999999,-79.4000493],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_2baab5c4c0624570b4f78f2662885df3 = L.popup({maxWidth: '300'});

            
                var html_6ae2ceb1fe85472695ba91b2f1c4cfb0 = $('<div id="html_6ae2ceb1fe85472695ba91b2f1c4cfb0" style="width: 100.0%; height: 100.0%;">Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West Cluster 4</div>')[0];
                popup_2baab5c4c0624570b4f78f2662885df3.setContent(html_6ae2ceb1fe85472695ba91b2f1c4cfb0);
            

            circle_marker_47c2345f9eab481781e614bc5672485e.bindPopup(popup_2baab5c4c0624570b4f78f2662885df3);

            
        
    
            var circle_marker_de5af428f5a3467f97c811dbe38e2efb = L.circleMarker(
                [43.6795626,-79.37752940000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_a4731980b9d54a3184a89c80c1e3040d = L.popup({maxWidth: '300'});

            
                var html_f4454b121ed64d0080eb4a1824e601e3 = $('<div id="html_f4454b121ed64d0080eb4a1824e601e3" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 1</div>')[0];
                popup_a4731980b9d54a3184a89c80c1e3040d.setContent(html_f4454b121ed64d0080eb4a1824e601e3);
            

            circle_marker_de5af428f5a3467f97c811dbe38e2efb.bindPopup(popup_a4731980b9d54a3184a89c80c1e3040d);

            
        
    
            var circle_marker_994495b1c88e44eca77b4f690b23357d = L.circleMarker(
                [43.667967,-79.3676753],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_61aa5847f5444cc4a5e3a78f9b7fc7d6 = L.popup({maxWidth: '300'});

            
                var html_90a04d3e362e4f1696ddf0879050c669 = $('<div id="html_90a04d3e362e4f1696ddf0879050c669" style="width: 100.0%; height: 100.0%;">Cabbagetown, St. James Town Cluster 4</div>')[0];
                popup_61aa5847f5444cc4a5e3a78f9b7fc7d6.setContent(html_90a04d3e362e4f1696ddf0879050c669);
            

            circle_marker_994495b1c88e44eca77b4f690b23357d.bindPopup(popup_61aa5847f5444cc4a5e3a78f9b7fc7d6);

            
        
    
            var circle_marker_1f0927c720b74402bfcf8d53a4fd4efc = L.circleMarker(
                [43.6658599,-79.38315990000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_437d68cf0db3483f80440753890f18a2 = L.popup({maxWidth: '300'});

            
                var html_7ad20eb8cf164e8fa72a0b1546aa3840 = $('<div id="html_7ad20eb8cf164e8fa72a0b1546aa3840" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 4</div>')[0];
                popup_437d68cf0db3483f80440753890f18a2.setContent(html_7ad20eb8cf164e8fa72a0b1546aa3840);
            

            circle_marker_1f0927c720b74402bfcf8d53a4fd4efc.bindPopup(popup_437d68cf0db3483f80440753890f18a2);

            
        
    
            var circle_marker_13d8f551aa38471a9498de6d31d59f94 = L.circleMarker(
                [43.6542599,-79.3606359],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_ca4676d71e4a46c0892d9ebfba618c03 = L.popup({maxWidth: '300'});

            
                var html_9c0b519e01e14cdcab0543a2bcdcbc78 = $('<div id="html_9c0b519e01e14cdcab0543a2bcdcbc78" style="width: 100.0%; height: 100.0%;">Harbourfront, Regent Park Cluster 4</div>')[0];
                popup_ca4676d71e4a46c0892d9ebfba618c03.setContent(html_9c0b519e01e14cdcab0543a2bcdcbc78);
            

            circle_marker_13d8f551aa38471a9498de6d31d59f94.bindPopup(popup_ca4676d71e4a46c0892d9ebfba618c03);

            
        
    
            var circle_marker_7ac148cf91be464cb9a09d2b3b06d0db = L.circleMarker(
                [43.6571618,-79.37893709999999],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_896db3f28281435dbda93e833c1a1283 = L.popup({maxWidth: '300'});

            
                var html_ca1c0d510b5d4d53af53a23356b85822 = $('<div id="html_ca1c0d510b5d4d53af53a23356b85822" style="width: 100.0%; height: 100.0%;">Ryerson, Garden District Cluster 4</div>')[0];
                popup_896db3f28281435dbda93e833c1a1283.setContent(html_ca1c0d510b5d4d53af53a23356b85822);
            

            circle_marker_7ac148cf91be464cb9a09d2b3b06d0db.bindPopup(popup_896db3f28281435dbda93e833c1a1283);

            
        
    
            var circle_marker_32a393380ee7476aa07864ba7875b4f8 = L.circleMarker(
                [43.6514939,-79.3754179],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_b60a831e64b74a2ba05c42111322f78e = L.popup({maxWidth: '300'});

            
                var html_b4ca4070aa2d400eb5feffb53c64350d = $('<div id="html_b4ca4070aa2d400eb5feffb53c64350d" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 4</div>')[0];
                popup_b60a831e64b74a2ba05c42111322f78e.setContent(html_b4ca4070aa2d400eb5feffb53c64350d);
            

            circle_marker_32a393380ee7476aa07864ba7875b4f8.bindPopup(popup_b60a831e64b74a2ba05c42111322f78e);

            
        
    
            var circle_marker_cbc13050ec764fb684be4c610178713a = L.circleMarker(
                [43.644770799999996,-79.3733064],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_962d0f908750445ebdc6d2c29fb34dbd = L.popup({maxWidth: '300'});

            
                var html_0157bb7375c24827b842747956186407 = $('<div id="html_0157bb7375c24827b842747956186407" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 4</div>')[0];
                popup_962d0f908750445ebdc6d2c29fb34dbd.setContent(html_0157bb7375c24827b842747956186407);
            

            circle_marker_cbc13050ec764fb684be4c610178713a.bindPopup(popup_962d0f908750445ebdc6d2c29fb34dbd);

            
        
    
            var circle_marker_77d1c4f7b4f14d42a9535cad7effbf6b = L.circleMarker(
                [43.6579524,-79.3873826],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_61d0c6f280344d44a609863261f502c3 = L.popup({maxWidth: '300'});

            
                var html_19e90cca4fd6477e89b07b540f3fcc85 = $('<div id="html_19e90cca4fd6477e89b07b540f3fcc85" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 4</div>')[0];
                popup_61d0c6f280344d44a609863261f502c3.setContent(html_19e90cca4fd6477e89b07b540f3fcc85);
            

            circle_marker_77d1c4f7b4f14d42a9535cad7effbf6b.bindPopup(popup_61d0c6f280344d44a609863261f502c3);

            
        
    
            var circle_marker_8906e33ec6bc4020b4c162dbfa2cee77 = L.circleMarker(
                [43.65057120000001,-79.3845675],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_95fe6dcaf22d41b4b329a016e424c90b = L.popup({maxWidth: '300'});

            
                var html_7052598ddd18452fb1d12804c66a6f6c = $('<div id="html_7052598ddd18452fb1d12804c66a6f6c" style="width: 100.0%; height: 100.0%;">Adelaide, King, Richmond Cluster 4</div>')[0];
                popup_95fe6dcaf22d41b4b329a016e424c90b.setContent(html_7052598ddd18452fb1d12804c66a6f6c);
            

            circle_marker_8906e33ec6bc4020b4c162dbfa2cee77.bindPopup(popup_95fe6dcaf22d41b4b329a016e424c90b);

            
        
    
            var circle_marker_c3ff8acd2e244fc991b93a4c4112d819 = L.circleMarker(
                [43.6408157,-79.38175229999999],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_b6f560576ff542df9bc0487cf67b3125 = L.popup({maxWidth: '300'});

            
                var html_fc7a24dd526b48f4ae0e58498a82d507 = $('<div id="html_fc7a24dd526b48f4ae0e58498a82d507" style="width: 100.0%; height: 100.0%;">Harbourfront East, Toronto Islands, Union Station Cluster 4</div>')[0];
                popup_b6f560576ff542df9bc0487cf67b3125.setContent(html_fc7a24dd526b48f4ae0e58498a82d507);
            

            circle_marker_c3ff8acd2e244fc991b93a4c4112d819.bindPopup(popup_b6f560576ff542df9bc0487cf67b3125);

            
        
    
            var circle_marker_4f78556ecd224ca0a68cfb5e4229cbca = L.circleMarker(
                [43.6471768,-79.38157640000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_60bce2d3804b4d85ab9d42521295618f = L.popup({maxWidth: '300'});

            
                var html_3f22cbfd481d45acb87ea8304443032c = $('<div id="html_3f22cbfd481d45acb87ea8304443032c" style="width: 100.0%; height: 100.0%;">Design Exchange, Toronto Dominion Centre Cluster 4</div>')[0];
                popup_60bce2d3804b4d85ab9d42521295618f.setContent(html_3f22cbfd481d45acb87ea8304443032c);
            

            circle_marker_4f78556ecd224ca0a68cfb5e4229cbca.bindPopup(popup_60bce2d3804b4d85ab9d42521295618f);

            
        
    
            var circle_marker_6b02770bd3d64b77a7cd79dcf8075e9d = L.circleMarker(
                [43.6481985,-79.37981690000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_2f7b44e933e5498da9d4a7787750191b = L.popup({maxWidth: '300'});

            
                var html_33a13c46fe1c49b69868ee133070c2dc = $('<div id="html_33a13c46fe1c49b69868ee133070c2dc" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel Cluster 4</div>')[0];
                popup_2f7b44e933e5498da9d4a7787750191b.setContent(html_33a13c46fe1c49b69868ee133070c2dc);
            

            circle_marker_6b02770bd3d64b77a7cd79dcf8075e9d.bindPopup(popup_2f7b44e933e5498da9d4a7787750191b);

            
        
    
            var circle_marker_f5391811a868416d8afc190d77e6331c = L.circleMarker(
                [43.7116948,-79.41693559999999],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_0a0b8dc0a9bf46a7805244e8cbc5f7df = L.popup({maxWidth: '300'});

            
                var html_6f7a4cffa84149b7b899cfc2d6aa974b = $('<div id="html_6f7a4cffa84149b7b899cfc2d6aa974b" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 4</div>')[0];
                popup_0a0b8dc0a9bf46a7805244e8cbc5f7df.setContent(html_6f7a4cffa84149b7b899cfc2d6aa974b);
            

            circle_marker_f5391811a868416d8afc190d77e6331c.bindPopup(popup_0a0b8dc0a9bf46a7805244e8cbc5f7df);

            
        
    
            var circle_marker_18e0916c584047d1b5aa97ef142fcd75 = L.circleMarker(
                [43.6969476,-79.41130720000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_797cf84d9e28425693606a2c29a00313 = L.popup({maxWidth: '300'});

            
                var html_e5bc6771ba0c471f88321e7b0528a2a8 = $('<div id="html_e5bc6771ba0c471f88321e7b0528a2a8" style="width: 100.0%; height: 100.0%;">Forest Hill North, Forest Hill West Cluster 1</div>')[0];
                popup_797cf84d9e28425693606a2c29a00313.setContent(html_e5bc6771ba0c471f88321e7b0528a2a8);
            

            circle_marker_18e0916c584047d1b5aa97ef142fcd75.bindPopup(popup_797cf84d9e28425693606a2c29a00313);

            
        
    
            var circle_marker_7d5b0daa9d7a4ff8a455465b8831b1a6 = L.circleMarker(
                [43.6727097,-79.40567840000001],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_a9090ad5690a468493524326f9075f8b = L.popup({maxWidth: '300'});

            
                var html_315f9f60bda8469b8670760aee096f8e = $('<div id="html_315f9f60bda8469b8670760aee096f8e" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville Cluster 4</div>')[0];
                popup_a9090ad5690a468493524326f9075f8b.setContent(html_315f9f60bda8469b8670760aee096f8e);
            

            circle_marker_7d5b0daa9d7a4ff8a455465b8831b1a6.bindPopup(popup_a9090ad5690a468493524326f9075f8b);

            
        
    
            var circle_marker_ca576aa8cbdc41c28b9e648765d0a682 = L.circleMarker(
                [43.6626956,-79.4000493],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_b8378580dcfe43a194ef502097f9b335 = L.popup({maxWidth: '300'});

            
                var html_210768ed7a094003ad9439860b6e8fbb = $('<div id="html_210768ed7a094003ad9439860b6e8fbb" style="width: 100.0%; height: 100.0%;">Harbord, University of Toronto Cluster 4</div>')[0];
                popup_b8378580dcfe43a194ef502097f9b335.setContent(html_210768ed7a094003ad9439860b6e8fbb);
            

            circle_marker_ca576aa8cbdc41c28b9e648765d0a682.bindPopup(popup_b8378580dcfe43a194ef502097f9b335);

            
        
    
            var circle_marker_bdb83b9672a44f63991c0d600419aa23 = L.circleMarker(
                [43.6532057,-79.4000493],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_b205df4c0d8040cc9a4c227ecb630153 = L.popup({maxWidth: '300'});

            
                var html_99ef7de0576343cbbab5328e3e256289 = $('<div id="html_99ef7de0576343cbbab5328e3e256289" style="width: 100.0%; height: 100.0%;">Chinatown, Grange Park, Kensington Market Cluster 4</div>')[0];
                popup_b205df4c0d8040cc9a4c227ecb630153.setContent(html_99ef7de0576343cbbab5328e3e256289);
            

            circle_marker_bdb83b9672a44f63991c0d600419aa23.bindPopup(popup_b205df4c0d8040cc9a4c227ecb630153);

            
        
    
            var circle_marker_739c39aa54164f0ab4e90c9a532d6ca8 = L.circleMarker(
                [43.6289467,-79.3944199],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_e75c7b31eba54132befa43ca12ae157d = L.popup({maxWidth: '300'});

            
                var html_0b48496331e8440b8a0be820b2882954 = $('<div id="html_0b48496331e8440b8a0be820b2882954" style="width: 100.0%; height: 100.0%;">CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara Cluster 4</div>')[0];
                popup_e75c7b31eba54132befa43ca12ae157d.setContent(html_0b48496331e8440b8a0be820b2882954);
            

            circle_marker_739c39aa54164f0ab4e90c9a532d6ca8.bindPopup(popup_e75c7b31eba54132befa43ca12ae157d);

            
        
    
            var circle_marker_5ae84120487f41ccbef65b47ab60636d = L.circleMarker(
                [43.6464352,-79.37484599999999],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_0a6a0f7c38264a4b942aa3db1c12f60a = L.popup({maxWidth: '300'});

            
                var html_278d346786974cb888fdcea12535c3d4 = $('<div id="html_278d346786974cb888fdcea12535c3d4" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade Cluster 4</div>')[0];
                popup_0a6a0f7c38264a4b942aa3db1c12f60a.setContent(html_278d346786974cb888fdcea12535c3d4);
            

            circle_marker_5ae84120487f41ccbef65b47ab60636d.bindPopup(popup_0a6a0f7c38264a4b942aa3db1c12f60a);

            
        
    
            var circle_marker_c5d5d5db14c74d59bce37de3e77a7645 = L.circleMarker(
                [43.6484292,-79.3822802],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_0dd47340f25d4ba1ae05e22c94e0a60f = L.popup({maxWidth: '300'});

            
                var html_8e23008d5edf40bbae081c7fa0240f73 = $('<div id="html_8e23008d5edf40bbae081c7fa0240f73" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 4</div>')[0];
                popup_0dd47340f25d4ba1ae05e22c94e0a60f.setContent(html_8e23008d5edf40bbae081c7fa0240f73);
            

            circle_marker_c5d5d5db14c74d59bce37de3e77a7645.bindPopup(popup_0dd47340f25d4ba1ae05e22c94e0a60f);

            
        
    
            var circle_marker_aeac75d82b8a4e069402bb88f08b3307 = L.circleMarker(
                [43.669542,-79.4225637],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_7714e9a862e9446a84862a67552c6bb6 = L.popup({maxWidth: '300'});

            
                var html_ecaab03485f34f87aec822d843b79ab8 = $('<div id="html_ecaab03485f34f87aec822d843b79ab8" style="width: 100.0%; height: 100.0%;">Christie Cluster 4</div>')[0];
                popup_7714e9a862e9446a84862a67552c6bb6.setContent(html_ecaab03485f34f87aec822d843b79ab8);
            

            circle_marker_aeac75d82b8a4e069402bb88f08b3307.bindPopup(popup_7714e9a862e9446a84862a67552c6bb6);

            
        
    
            var circle_marker_6c244eb1c8b348da86af2bf2cff9ccac = L.circleMarker(
                [43.66900510000001,-79.4422593],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_67fb58b179544d6a9d3d3f6182f966d2 = L.popup({maxWidth: '300'});

            
                var html_944c40003cd9440ea460ccc37ab4ad3f = $('<div id="html_944c40003cd9440ea460ccc37ab4ad3f" style="width: 100.0%; height: 100.0%;">Dovercourt Village, Dufferin Cluster 4</div>')[0];
                popup_67fb58b179544d6a9d3d3f6182f966d2.setContent(html_944c40003cd9440ea460ccc37ab4ad3f);
            

            circle_marker_6c244eb1c8b348da86af2bf2cff9ccac.bindPopup(popup_67fb58b179544d6a9d3d3f6182f966d2);

            
        
    
            var circle_marker_2fb2c5fae9ca47b1b63518d38ceee004 = L.circleMarker(
                [43.647926700000006,-79.4197497],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_b237294c46c042c1aec2ef1c90c74c03 = L.popup({maxWidth: '300'});

            
                var html_4d0c40065cb24dfab262675066324854 = $('<div id="html_4d0c40065cb24dfab262675066324854" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 4</div>')[0];
                popup_b237294c46c042c1aec2ef1c90c74c03.setContent(html_4d0c40065cb24dfab262675066324854);
            

            circle_marker_2fb2c5fae9ca47b1b63518d38ceee004.bindPopup(popup_b237294c46c042c1aec2ef1c90c74c03);

            
        
    
            var circle_marker_4c30405b557c41d8ae5d3d1b3abf0da9 = L.circleMarker(
                [43.6368472,-79.42819140000002],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_a89261ae00d04ae28ffad00b9c35fde5 = L.popup({maxWidth: '300'});

            
                var html_f80b88a2046a46a4a468a17e95615741 = $('<div id="html_f80b88a2046a46a4a468a17e95615741" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village Cluster 4</div>')[0];
                popup_a89261ae00d04ae28ffad00b9c35fde5.setContent(html_f80b88a2046a46a4a468a17e95615741);
            

            circle_marker_4c30405b557c41d8ae5d3d1b3abf0da9.bindPopup(popup_a89261ae00d04ae28ffad00b9c35fde5);

            
        
    
            var circle_marker_7e25aed9a71c4612ad478503b2fe2f41 = L.circleMarker(
                [43.6616083,-79.46476329999999],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_efeddb41a0aa446f86d183968b78921a = L.popup({maxWidth: '300'});

            
                var html_1dd97b6fca384e0c9d59791725ce1e28 = $('<div id="html_1dd97b6fca384e0c9d59791725ce1e28" style="width: 100.0%; height: 100.0%;">High Park, The Junction South Cluster 4</div>')[0];
                popup_efeddb41a0aa446f86d183968b78921a.setContent(html_1dd97b6fca384e0c9d59791725ce1e28);
            

            circle_marker_7e25aed9a71c4612ad478503b2fe2f41.bindPopup(popup_efeddb41a0aa446f86d183968b78921a);

            
        
    
            var circle_marker_57f66841468e4f8f8b834013afd057cc = L.circleMarker(
                [43.6489597,-79.456325],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_49efb7033b34499483973bd12e3cfec0 = L.popup({maxWidth: '300'});

            
                var html_6ea833173ca7488c9f9ca31046236c07 = $('<div id="html_6ea833173ca7488c9f9ca31046236c07" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles Cluster 4</div>')[0];
                popup_49efb7033b34499483973bd12e3cfec0.setContent(html_6ea833173ca7488c9f9ca31046236c07);
            

            circle_marker_57f66841468e4f8f8b834013afd057cc.bindPopup(popup_49efb7033b34499483973bd12e3cfec0);

            
        
    
            var circle_marker_3e9fb014677846fa87340e5172104458 = L.circleMarker(
                [43.6515706,-79.4844499],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_cbd164d8a1a6413ebcfd3fbfb46ea2e4 = L.popup({maxWidth: '300'});

            
                var html_e742d3f1fcb442c8b979887195d2e143 = $('<div id="html_e742d3f1fcb442c8b979887195d2e143" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 4</div>')[0];
                popup_cbd164d8a1a6413ebcfd3fbfb46ea2e4.setContent(html_e742d3f1fcb442c8b979887195d2e143);
            

            circle_marker_3e9fb014677846fa87340e5172104458.bindPopup(popup_cbd164d8a1a6413ebcfd3fbfb46ea2e4);

            
        
    
            var circle_marker_af1a5697fed6409f8852bdb553559766 = L.circleMarker(
                [43.6627439,-79.321558],
                {
  "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_8d03e34992a741aba7a4f04ba9556ad1);
            
    
            var popup_8795764f4882470b8e553ec9bd41fe8e = L.popup({maxWidth: '300'});

            
                var html_705bb0619a7147ec8665732e4d742ac2 = $('<div id="html_705bb0619a7147ec8665732e4d742ac2" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 4</div>')[0];
                popup_8795764f4882470b8e553ec9bd41fe8e.setContent(html_705bb0619a7147ec8665732e4d742ac2);
            

            circle_marker_af1a5697fed6409f8852bdb553559766.bindPopup(popup_8795764f4882470b8e553ec9bd41fe8e);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f2845bee080>"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(toronto_merged['Latitude'], toronto_merged['Longitude'], toronto_merged['Neighborhood'], 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[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examine Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Borough, Cluster Labels, 1st Most Common Venue, 2nd Most Common Venue, 3rd Most Common Venue, 4th Most Common Venue, 5th Most Common Venue, 6th Most Common Venue, 7th Most Common Venue, 8th Most Common Venue, 9th Most Common Venue, 10th Most Common Venue]\n",
       "Index: []"
      ]
     },
     "execution_count": 159,
     "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": 160,
   "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>4</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "4    Central Toronto               1                  Park   \n",
       "10  Downtown Toronto               1                  Park   \n",
       "23   Central Toronto               1                  Park   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "4               Bus Line           Swim School         Women's Store   \n",
       "10            Playground                 Trail  Ethiopian Restaurant   \n",
       "23         Jewelry Store      Sushi Restaurant                 Trail   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue        7th Most Common Venue  \\\n",
       "4             Donut Shop                 Diner               Discount Store   \n",
       "10   Empanada Restaurant           Event Space            Electronics Store   \n",
       "23   Empanada Restaurant     Electronics Store  Eastern European Restaurant   \n",
       "\n",
       "          8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "4                       Dog Run      Doner Restaurant              Drugstore  \n",
       "10  Eastern European Restaurant   Dumpling Restaurant          Deli / Bodega  \n",
       "23          Dumpling Restaurant             Drugstore       Department Store  "
      ]
     },
     "execution_count": 160,
     "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": 161,
   "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>8</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>2</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "8  Central Toronto               2          Tennis Court   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "8            Playground         Women's Store            Donut Shop   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "8          Dessert Shop    Dim Sum Restaurant                 Diner   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "8        Discount Store               Dog Run       Doner Restaurant  "
      ]
     },
     "execution_count": 161,
     "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": 162,
   "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Borough, Cluster Labels, 1st Most Common Venue, 2nd Most Common Venue, 3rd Most Common Venue, 4th Most Common Venue, 5th Most Common Venue, 6th Most Common Venue, 7th Most Common Venue, 8th Most Common Venue, 9th Most Common Venue, 10th Most Common Venue]\n",
       "Index: []"
      ]
     },
     "execution_count": 162,
     "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": 163,
   "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>0</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Stationery Store</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Jewelry Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Health Food Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>BBQ Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Poutine Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Café</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Gaming Cafe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Airport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Café</td>\n",
       "      <td>Climbing Gym</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Post Office</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "0       East Toronto               4                 Trail   \n",
       "1       East Toronto               4      Greek Restaurant   \n",
       "2       East Toronto               4                  Park   \n",
       "3       East Toronto               4                  Café   \n",
       "5    Central Toronto               4                  Park   \n",
       "6    Central Toronto               4           Coffee Shop   \n",
       "7    Central Toronto               4           Pizza Place   \n",
       "9    Central Toronto               4                   Pub   \n",
       "11  Downtown Toronto               4           Coffee Shop   \n",
       "12  Downtown Toronto               4           Coffee Shop   \n",
       "13  Downtown Toronto               4           Coffee Shop   \n",
       "14  Downtown Toronto               4           Coffee Shop   \n",
       "15  Downtown Toronto               4           Coffee Shop   \n",
       "16  Downtown Toronto               4           Coffee Shop   \n",
       "17  Downtown Toronto               4           Coffee Shop   \n",
       "18  Downtown Toronto               4           Coffee Shop   \n",
       "19  Downtown Toronto               4           Coffee Shop   \n",
       "20  Downtown Toronto               4           Coffee Shop   \n",
       "21  Downtown Toronto               4           Coffee Shop   \n",
       "22   Central Toronto               4                Garden   \n",
       "24   Central Toronto               4        Sandwich Place   \n",
       "25  Downtown Toronto               4                  Café   \n",
       "26  Downtown Toronto               4                  Café   \n",
       "27  Downtown Toronto               4        Airport Lounge   \n",
       "28  Downtown Toronto               4           Coffee Shop   \n",
       "29  Downtown Toronto               4                  Café   \n",
       "30  Downtown Toronto               4                  Café   \n",
       "31      West Toronto               4           Supermarket   \n",
       "32      West Toronto               4                   Bar   \n",
       "33      West Toronto               4           Coffee Shop   \n",
       "34      West Toronto               4                   Bar   \n",
       "35      West Toronto               4        Breakfast Spot   \n",
       "36      West Toronto               4           Pizza Place   \n",
       "37      East Toronto               4           Yoga Studio   \n",
       "\n",
       "            2nd Most Common Venue 3rd Most Common Venue  \\\n",
       "0               Health Food Store                   Pub   \n",
       "1                     Coffee Shop        Ice Cream Shop   \n",
       "2                             Pub          Burger Joint   \n",
       "3                     Coffee Shop             Gastropub   \n",
       "5                             Gym         Grocery Store   \n",
       "6                     Yoga Studio            Bagel Shop   \n",
       "7                  Sandwich Place          Dessert Shop   \n",
       "9                     Coffee Shop           Pizza Place   \n",
       "11                     Restaurant                   Pub   \n",
       "12            Japanese Restaurant      Sushi Restaurant   \n",
       "13                           Park                   Pub   \n",
       "14                 Clothing Store        Cosmetics Shop   \n",
       "15                           Café            Restaurant   \n",
       "16                   Cocktail Bar           Cheese Shop   \n",
       "17             Italian Restaurant                  Café   \n",
       "18                           Café                   Bar   \n",
       "19                       Aquarium                 Hotel   \n",
       "20                           Café                 Hotel   \n",
       "21                           Café                 Hotel   \n",
       "22                 Ice Cream Shop         Women's Store   \n",
       "24                           Café           Coffee Shop   \n",
       "25             Italian Restaurant   Japanese Restaurant   \n",
       "26  Vegetarian / Vegan Restaurant    Mexican Restaurant   \n",
       "27               Airport Terminal       Airport Service   \n",
       "28                           Café            Restaurant   \n",
       "29                    Coffee Shop            Restaurant   \n",
       "30                  Grocery Store                  Park   \n",
       "31                       Pharmacy                Bakery   \n",
       "32                    Men's Store      Asian Restaurant   \n",
       "33                 Breakfast Spot                  Café   \n",
       "34                           Café    Mexican Restaurant   \n",
       "35                      Gift Shop      Cuban Restaurant   \n",
       "36                    Coffee Shop                  Café   \n",
       "37                         Garden            Smoke Shop   \n",
       "\n",
       "        4th Most Common Venue      5th Most Common Venue  \\\n",
       "0                   Drugstore         Dim Sum Restaurant   \n",
       "1          Italian Restaurant     Furniture / Home Store   \n",
       "2          Italian Restaurant             Ice Cream Shop   \n",
       "3          Italian Restaurant        American Restaurant   \n",
       "5              Breakfast Spot             Clothing Store   \n",
       "6        Fast Food Restaurant                      Diner   \n",
       "7                 Coffee Shop                 Restaurant   \n",
       "9                 Supermarket               Liquor Store   \n",
       "11                       Café         Italian Restaurant   \n",
       "12                    Gay Bar                 Restaurant   \n",
       "13                     Bakery                    Theater   \n",
       "14                       Café  Middle Eastern Restaurant   \n",
       "15                      Hotel             Cosmetics Shop   \n",
       "16                   Beer Bar         Italian Restaurant   \n",
       "17  Middle Eastern Restaurant               Burger Joint   \n",
       "18        American Restaurant            Thai Restaurant   \n",
       "19         Italian Restaurant                       Café   \n",
       "20                 Restaurant        American Restaurant   \n",
       "21                 Restaurant        American Restaurant   \n",
       "22                 Donut Shop         Dim Sum Restaurant   \n",
       "24                Pizza Place             Cosmetics Shop   \n",
       "25                        Bar                     Bakery   \n",
       "26                Coffee Shop        Dumpling Restaurant   \n",
       "27            Harbor / Marina              Boat or Ferry   \n",
       "28         Italian Restaurant                   Beer Bar   \n",
       "29                      Hotel                     Bakery   \n",
       "30          Convenience Store         Italian Restaurant   \n",
       "31       Gym / Fitness Center                       Pool   \n",
       "32                Coffee Shop                       Café   \n",
       "33               Climbing Gym                    Stadium   \n",
       "34              Grocery Store                     Bakery   \n",
       "35              Movie Theater                 Restaurant   \n",
       "36           Sushi Restaurant                      Diner   \n",
       "37                    Brewery         Light Rail Station   \n",
       "\n",
       "      6th Most Common Venue      7th Most Common Venue 8th Most Common Venue  \\\n",
       "0                     Diner             Discount Store               Dog Run   \n",
       "1               Yoga Studio                Pizza Place             Bookstore   \n",
       "2                Steakhouse          Fish & Chips Shop         Burrito Place   \n",
       "3                    Bakery             Sandwich Place                   Bar   \n",
       "5         Food & Drink Shop             Sandwich Place                 Hotel   \n",
       "6        Mexican Restaurant               Dessert Shop                  Park   \n",
       "7                      Café         Italian Restaurant      Sushi Restaurant   \n",
       "9       Fried Chicken Joint                 Sports Bar      Sushi Restaurant   \n",
       "11              Pizza Place                       Park                Bakery   \n",
       "12                    Hotel   Mediterranean Restaurant           Men's Store   \n",
       "13           Breakfast Spot                 Restaurant                  Café   \n",
       "14               Restaurant            Bubble Tea Shop    Italian Restaurant   \n",
       "15                   Bakery             Breakfast Spot        Clothing Store   \n",
       "16       Seafood Restaurant             Farmers Market            Steakhouse   \n",
       "17           Sandwich Place          Indian Restaurant                   Spa   \n",
       "18               Steakhouse                      Hotel        Cosmetics Shop   \n",
       "19              Pizza Place             Scenic Lookout            Restaurant   \n",
       "20                Gastropub         Seafood Restaurant                Bakery   \n",
       "21                Gastropub         Seafood Restaurant                Bakery   \n",
       "22                    Diner             Discount Store               Dog Run   \n",
       "24                 Pharmacy               Burger Joint   American Restaurant   \n",
       "25                Bookstore                 Restaurant         Poutine Place   \n",
       "26                      Bar                     Bakery    Chinese Restaurant   \n",
       "27         Sculpture Garden                      Plane              Boutique   \n",
       "28       Seafood Restaurant               Cocktail Bar                 Hotel   \n",
       "29               Steakhouse        American Restaurant         Deli / Bodega   \n",
       "30                    Diner                 Baby Store             Nightclub   \n",
       "31                  Brewery       Fast Food Restaurant        Discount Store   \n",
       "32  New American Restaurant                Pizza Place          Cocktail Bar   \n",
       "33            Burrito Place                 Restaurant  Caribbean Restaurant   \n",
       "34       Italian Restaurant  Cajun / Creole Restaurant   Fried Chicken Joint   \n",
       "35                  Dog Run                  Bookstore          Dessert Shop   \n",
       "36       Italian Restaurant        Indie Movie Theater           Post Office   \n",
       "37           Farmers Market                        Spa  Fast Food Restaurant   \n",
       "\n",
       "     9th Most Common Venue 10th Most Common Venue  \n",
       "0         Doner Restaurant             Donut Shop  \n",
       "1                  Brewery        Bubble Tea Shop  \n",
       "2            Movie Theater       Sushi Restaurant  \n",
       "3         Stationery Store            Fish Market  \n",
       "5         Doner Restaurant     Dim Sum Restaurant  \n",
       "6           Clothing Store     Chinese Restaurant  \n",
       "7          Thai Restaurant                   Park  \n",
       "9      American Restaurant  Vietnamese Restaurant  \n",
       "11           Deli / Bodega          Jewelry Store  \n",
       "12               Gastropub                   Café  \n",
       "13      Mexican Restaurant      Health Food Store  \n",
       "14             Pizza Place       Ramen Restaurant  \n",
       "15               Gastropub                   Park  \n",
       "16                    Café                 Bakery  \n",
       "17                     Bar                 Bakery  \n",
       "18            Burger Joint                 Bakery  \n",
       "19                  Bakery                Brewery  \n",
       "20              Steakhouse          Deli / Bodega  \n",
       "21              Steakhouse          Deli / Bodega  \n",
       "22        Doner Restaurant              Drugstore  \n",
       "24          History Museum              BBQ Joint  \n",
       "25            Dessert Shop                    Pub  \n",
       "26   Vietnamese Restaurant            Gaming Cafe  \n",
       "27            Airport Gate                Airport  \n",
       "28                  Lounge                 Bakery  \n",
       "29            Burger Joint                    Bar  \n",
       "30             Coffee Shop             Restaurant  \n",
       "31                     Bar                   Bank  \n",
       "32                  Bakery             Restaurant  \n",
       "33             Yoga Studio                 Bakery  \n",
       "34  Furniture / Home Store    Arts & Crafts Store  \n",
       "35                    Bank                    Bar  \n",
       "36                     Bar      Fish & Chips Shop  \n",
       "37           Burrito Place             Restaurant  "
      ]
     },
     "execution_count": 163,
     "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]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Borough, Cluster Labels, 1st Most Common Venue, 2nd Most Common Venue, 3rd Most Common Venue, 4th Most Common Venue, 5th Most Common Venue, 6th Most Common Venue, 7th Most Common Venue, 8th Most Common Venue, 9th Most Common Venue, 10th Most Common Venue]\n",
       "Index: []"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 5, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}