Final_project.ipynb

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      "Requirement already up-to-date: pip in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (19.1.1)\n",
      "Requirement already satisfied: bs4 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.0.1)\n",
      "Requirement already satisfied: beautifulsoup4 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from bs4) (4.7.1)\n",
      "Requirement already satisfied: soupsieve>=1.2 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from beautifulsoup4->bs4) (1.9.2)\n",
      "Requirement already satisfied: folium in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.9.1)\n",
      "Requirement already satisfied: numpy in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from folium) (1.16.3)\n",
      "Requirement already satisfied: branca>=0.3.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from folium) (0.3.1)\n",
      "Requirement already satisfied: jinja2>=2.9 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from folium) (2.10.1)\n",
      "Requirement already satisfied: requests in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from folium) (2.19.1)\n",
      "Requirement already satisfied: six in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from branca>=0.3.0->folium) (1.12.0)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from jinja2>=2.9->folium) (1.1.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests->folium) (2018.4.16)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests->folium) (3.0.4)\n",
      "Requirement already satisfied: idna<2.8,>=2.5 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests->folium) (2.7)\n",
      "Requirement already satisfied: urllib3<1.24,>=1.21.1 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests->folium) (1.23)\n"
     ]
    }
   ],
   "source": [
    "!pip install --upgrade pip\n",
    "!pip install bs4\n",
    "!pip install folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup\n",
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data downloaded!\n"
     ]
    }
   ],
   "source": [
    "!wget -q -O 'List_of_postal_codes_of_Canada.html' https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\n",
    "print('Data downloaded!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the html page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"List_of_postal_codes_of_Canada.html\") as fp:\n",
    "    soup = BeautifulSoup(fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_list =[]  \n",
    "table_str = soup.find('div', class_='mw-content-ltr')\n",
    "for i in table_str.table.find_all('tr'):\n",
    "    i =i.text.strip().split(\"\\n\")\n",
    "    col_list.append(i)\n",
    "table = pd.DataFrame(col_list[1:], columns=[\"PostalCode\", \"Borough\", \"Neighborhood\"])    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove rows where \"Borough\" is \"Not assigned\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = table[table.Borough != \"Not assigned\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge 'Neighborhood' for same \"PostalCode\", \"Borough\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = table.groupby([\"PostalCode\", \"Borough\"]).agg({'Neighborhood':', '.join}).reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Change value of 'Neighborhood' to 'Borough' where 'Neighborhood' is \"Not assigned\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "table.loc[table['Neighborhood'] == \"Not assigned\", 'Neighborhood'] = table['Borough']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "table.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data downloaded!\n"
     ]
    }
   ],
   "source": [
    "!wget -q -O 'geospatial_data.csv' http://cocl.us/Geospatial_data\n",
    "print('Data downloaded!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "geospatial_data = pd.read_csv('geospatial_data.csv')\n",
    "geospatial_data.rename(columns = {\"Postal Code\":\"PostalCode\"}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['PostalCode', 'Borough', 'Neighborhood', 'Latitude', 'Longitude'], dtype='object')"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_table = pd.merge(table, geospatial_data, on='PostalCode', how='left')\n",
    "new_table.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: geopy in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (1.20.0)\n",
      "Requirement already satisfied: geographiclib<2,>=1.49 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from geopy) (1.49)\n",
      "The geograpical coordinate of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "!pip install geopy \n",
    "\n",
    "from geopy.geocoders import Nominatim\n",
    "address = 'Toronto'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ny_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))"
   ]
  },
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   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x130b8bba8>"
      ]
     },
     "execution_count": 164,
     "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(new_table['Latitude'], new_table['Longitude'], new_table['Borough'], new_table['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\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Scarborough', 'North York', 'East York', 'East Toronto',\n",
       "       'Central Toronto', 'Downtown Toronto', 'York', 'West Toronto',\n",
       "       \"Queen's Park\", 'Mississauga', 'Etobicoke'], dtype=object)"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_table['Borough'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: OYO0NM5CMICIRICPG2WSKJ1YZ22TY14GD321UBKJ1OCMF2IP\n",
      "CLIENT_SECRET:RGHWY0C1OFW5HM5OCR3ZGTPM3T4KXXFLQQKVVBSHP0NGGZ4Y\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = 'OYO0NM5CMICIRICPG2WSKJ1YZ22TY14GD321UBKJ1OCMF2IP' # your Foursquare ID\n",
    "CLIENT_SECRET = 'RGHWY0C1OFW5HM5OCR3ZGTPM3T4KXXFLQQKVVBSHP0NGGZ4Y' # 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": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Rouge, Malvern'"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_table.loc[0, 'Neighborhood']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500, LIMIT=100 ):\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": 169,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (2.19.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests) (2018.4.16)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests) (3.0.4)\n",
      "Requirement already satisfied: idna<2.8,>=2.5 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests) (2.7)\n",
      "Requirement already satisfied: urllib3<1.24,>=1.21.1 in /Users/khushbu/Library/Python/3.7/lib/python/site-packages (from requests) (1.23)\n",
      "Rouge, Malvern\n",
      "Highland Creek, Rouge Hill, Port Union\n",
      "Guildwood, Morningside, West Hill\n",
      "Woburn\n",
      "Cedarbrae\n",
      "Scarborough Village\n",
      "East Birchmount Park, Ionview, Kennedy Park\n",
      "Clairlea, Golden Mile, Oakridge\n",
      "Cliffcrest, Cliffside, Scarborough Village West\n",
      "Birch Cliff, Cliffside West\n",
      "Dorset Park, Scarborough Town Centre, Wexford Heights\n",
      "Maryvale, Wexford\n",
      "Agincourt\n",
      "Clarks Corners, Sullivan, Tam O'Shanter\n",
      "Agincourt North, L'Amoreaux East, Milliken, Steeles East\n",
      "L'Amoreaux West\n",
      "Upper Rouge\n",
      "Hillcrest Village\n",
      "Fairview, Henry Farm, Oriole\n",
      "Bayview Village\n",
      "Silver Hills, York Mills\n",
      "Newtonbrook, Willowdale\n",
      "Willowdale South\n",
      "York Mills West\n",
      "Willowdale West\n",
      "Parkwoods\n",
      "Don Mills North\n",
      "Flemingdon Park, Don Mills South\n",
      "Bathurst Manor, Downsview North, Wilson Heights\n",
      "Northwood Park, York University\n",
      "CFB Toronto, Downsview East\n",
      "Downsview West\n",
      "Downsview Central\n",
      "Downsview Northwest\n",
      "Victoria Village\n",
      "Woodbine Gardens, Parkview Hill\n",
      "Woodbine Heights\n",
      "The Beaches\n",
      "Leaside\n",
      "Thorncliffe Park\n",
      "East Toronto\n",
      "The Danforth West, Riverdale\n",
      "The Beaches West, India Bazaar\n",
      "Studio District\n",
      "Lawrence Park\n",
      "Davisville North\n",
      "North Toronto West\n",
      "Davisville\n",
      "Moore Park, Summerhill East\n",
      "Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West\n",
      "Rosedale\n",
      "Cabbagetown, St. James Town\n",
      "Church and Wellesley\n",
      "Harbourfront, Regent Park\n",
      "Ryerson, Garden District\n",
      "St. James Town\n",
      "Berczy Park\n",
      "Central Bay Street\n",
      "Adelaide, King, Richmond\n",
      "Harbourfront East, Toronto Islands, Union Station\n",
      "Design Exchange, Toronto Dominion Centre\n",
      "Commerce Court, Victoria Hotel\n",
      "Bedford Park, Lawrence Manor East\n",
      "Roselawn\n",
      "Forest Hill North, Forest Hill West\n",
      "The Annex, North Midtown, Yorkville\n",
      "Harbord, University of Toronto\n",
      "Chinatown, Grange Park, Kensington Market\n",
      "CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara\n",
      "Stn A PO Boxes 25 The Esplanade\n",
      "First Canadian Place, Underground city\n",
      "Lawrence Heights, Lawrence Manor\n",
      "Glencairn\n",
      "Humewood-Cedarvale\n",
      "Caledonia-Fairbanks\n",
      "Christie\n",
      "Dovercourt Village, Dufferin\n",
      "Little Portugal, Trinity\n",
      "Brockton, Exhibition Place, Parkdale Village\n",
      "Downsview, North Park, Upwood Park\n",
      "Del Ray, Keelesdale, Mount Dennis, Silverthorn\n",
      "The Junction North, Runnymede\n",
      "High Park, The Junction South\n",
      "Parkdale, Roncesvalles\n",
      "Runnymede, Swansea\n",
      "Queen's Park\n",
      "Canada Post Gateway Processing Centre\n",
      "Business Reply Mail Processing Centre 969 Eastern\n",
      "Humber Bay Shores, Mimico South, New Toronto\n",
      "Alderwood, Long Branch\n",
      "The Kingsway, Montgomery Road, Old Mill North\n",
      "Humber Bay, King's Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea\n",
      "Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor\n",
      "Islington Avenue\n",
      "Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park\n",
      "Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe\n",
      "Humber Summit\n",
      "Emery, Humberlea\n",
      "Weston\n",
      "Westmount\n",
      "Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips\n",
      "Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown\n",
      "Northwest\n"
     ]
    }
   ],
   "source": [
    "!pip install requests\n",
    "import requests\n",
    "\n",
    "Toronto_venues = getNearbyVenues(names=new_table['Neighborhood'],\n",
    "                                   latitudes=new_table['Latitude'],\n",
    "                                   longitudes=new_table['Longitude']\n",
    "                                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2258, 7)\n"
     ]
    }
   ],
   "source": [
    "print(Toronto_venues.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "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>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Reply Mail Processing Centre 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>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>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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</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>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>Queen's Park</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>Rosedale</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>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>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>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>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</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",
       "<p>100 rows × 6 columns</p>\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                           22   \n",
       "Business Reply Mail Processing Centre 969 Eastern                      19   \n",
       "CFB Toronto, Downsview East                                             3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                     16   \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",
       "...                                                                   ...   \n",
       "Northwood Park, York University                                         7   \n",
       "Parkdale, Roncesvalles                                                 15   \n",
       "Parkwoods                                                               3   \n",
       "Queen's Park                                                           39   \n",
       "Rosedale                                                                5   \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                                                             5   \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                                                       37   \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                            22   \n",
       "Business Reply Mail Processing Centre 969 Eastern                       19   \n",
       "CFB Toronto, Downsview East                                              3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                      16   \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",
       "...                                                                    ...   \n",
       "Northwood Park, York University                                          7   \n",
       "Parkdale, Roncesvalles                                                  15   \n",
       "Parkwoods                                                                3   \n",
       "Queen's Park                                                            39   \n",
       "Rosedale                                                                 5   \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                                                              5   \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                                                        37   \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           22              22   \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...     16              16   \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",
       "...                                                   ...             ...   \n",
       "Northwood Park, York University                         7               7   \n",
       "Parkdale, Roncesvalles                                 15              15   \n",
       "Parkwoods                                               3               3   \n",
       "Queen's Park                                           39              39   \n",
       "Rosedale                                                5               5   \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                                             5               5   \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                                       37              37   \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                     22   \n",
       "Business Reply Mail Processing Centre 969 Eastern                19   \n",
       "CFB Toronto, Downsview East                                       3   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...               16   \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",
       "...                                                             ...   \n",
       "Northwood Park, York University                                   7   \n",
       "Parkdale, Roncesvalles                                           15   \n",
       "Parkwoods                                                         3   \n",
       "Queen's Park                                                     39   \n",
       "Rosedale                                                          5   \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                                                       5   \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                                                 37   \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                    22  \n",
       "Business Reply Mail Processing Centre 969 Eastern               19  \n",
       "CFB Toronto, Downsview East                                      3  \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...              16  \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",
       "...                                                            ...  \n",
       "Northwood Park, York University                                  7  \n",
       "Parkdale, Roncesvalles                                          15  \n",
       "Parkwoods                                                        3  \n",
       "Queen's Park                                                    39  \n",
       "Rosedale                                                         5  \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                                                      5  \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                                                37  \n",
       "Willowdale West                                                  5  \n",
       "Woburn                                                           4  \n",
       "Woodbine Gardens, Parkview Hill                                 13  \n",
       "Woodbine Heights                                                 8  \n",
       "York Mills West                                                  5  \n",
       "\n",
       "[100 rows x 6 columns]"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "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": "code",
   "execution_count": 173,
   "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>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>...</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",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 280 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Neighborhood  Accessories Store  Adult Boutique  \\\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",
       "   Afghan Restaurant  Airport  Airport Food Court  Airport Gate  \\\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 Lounge  Airport Service  Airport Terminal  ...  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  Yoga Studio  \n",
       "0              0            0  \n",
       "1              0            0  \n",
       "2              0            0  \n",
       "3              0            0  \n",
       "4              0            0  \n",
       "\n",
       "[5 rows x 280 columns]"
      ]
     },
     "execution_count": 173,
     "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[195]] + list(Toronto_onehot.columns[:195]) + list(Toronto_onehot.columns[196:])\n",
    "\n",
    "Toronto_onehot = Toronto_onehot[fixed_columns]\n",
    "\n",
    "Toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2258, 280)"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>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>...</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",
       "      <th>Yoga Studio</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
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       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Agincourt</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bedford Park, Lawrence Manor East</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Birch Cliff, Cliffside West</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CFB Toronto, Downsview East</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Christie</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Cliffcrest, Cliffside, Scarborough Village West</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cloverdale, Islington, Martin Grove, Princess ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Rosedale</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Roselawn</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Silver Hills, York Mills</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>The Junction North, Runnymede</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Westmount</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Weston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Willowdale South</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Woburn</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Woodbine Gardens, Parkview Hill</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>York Mills West</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 280 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Accessories Store  \\\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",
       "5     Bathurst Manor, Downsview North, Wilson Heights                0.0   \n",
       "6                                     Bayview Village                0.0   \n",
       "7                   Bedford Park, Lawrence Manor East                0.0   \n",
       "8                                         Berczy Park                0.0   \n",
       "9                         Birch Cliff, Cliffside West                0.0   \n",
       "10  Bloordale Gardens, Eringate, Markland Wood, Ol...                0.0   \n",
       "11       Brockton, Exhibition Place, Parkdale Village                0.0   \n",
       "12  Business Reply Mail Processing Centre 969 Eastern                0.0   \n",
       "13                        CFB Toronto, Downsview East                0.0   \n",
       "14  CN Tower, Bathurst Quay, Island airport, Harbo...                0.0   \n",
       "15                        Cabbagetown, St. James Town                0.0   \n",
       "16                                Caledonia-Fairbanks                0.0   \n",
       "17              Canada Post Gateway Processing Centre                0.0   \n",
       "18                                          Cedarbrae                0.0   \n",
       "19                                 Central Bay Street                0.0   \n",
       "20          Chinatown, Grange Park, Kensington Market                0.0   \n",
       "21                                           Christie                0.0   \n",
       "22                               Church and Wellesley                0.0   \n",
       "23                    Clairlea, Golden Mile, Oakridge                0.0   \n",
       "24            Clarks Corners, Sullivan, Tam O'Shanter                0.0   \n",
       "25    Cliffcrest, Cliffside, Scarborough Village West                0.0   \n",
       "26  Cloverdale, Islington, Martin Grove, Princess ...                0.0   \n",
       "27                     Commerce Court, Victoria Hotel                0.0   \n",
       "28                                         Davisville                0.0   \n",
       "29                                   Davisville North                0.0   \n",
       "..                                                ...                ...   \n",
       "70                    Northwood Park, York University                0.0   \n",
       "71                             Parkdale, Roncesvalles                0.0   \n",
       "72                                          Parkwoods                0.0   \n",
       "73                                       Queen's Park                0.0   \n",
       "74                                           Rosedale                0.0   \n",
       "75                                           Roselawn                0.0   \n",
       "76                                     Rouge, Malvern                0.0   \n",
       "77                                 Runnymede, Swansea                0.0   \n",
       "78                           Ryerson, Garden District                0.0   \n",
       "79                                Scarborough Village                0.0   \n",
       "80                           Silver Hills, York Mills                0.0   \n",
       "81                                     St. James Town                0.0   \n",
       "82                    Stn A PO Boxes 25 The Esplanade                0.0   \n",
       "83                                    Studio District                0.0   \n",
       "84                The Annex, North Midtown, Yorkville                0.0   \n",
       "85                                        The Beaches                0.0   \n",
       "86                     The Beaches West, India Bazaar                0.0   \n",
       "87                       The Danforth West, Riverdale                0.0   \n",
       "88                      The Junction North, Runnymede                0.0   \n",
       "89      The Kingsway, Montgomery Road, Old Mill North                0.0   \n",
       "90                                   Thorncliffe Park                0.0   \n",
       "91                                   Victoria Village                0.0   \n",
       "92                                          Westmount                0.0   \n",
       "93                                             Weston                0.0   \n",
       "94                                   Willowdale South                0.0   \n",
       "95                                    Willowdale West                0.0   \n",
       "96                                             Woburn                0.0   \n",
       "97                    Woodbine Gardens, Parkview Hill                0.0   \n",
       "98                                   Woodbine Heights                0.0   \n",
       "99                                    York Mills West                0.0   \n",
       "\n",
       "    Adult Boutique  Afghan Restaurant   Airport  Airport Food Court  \\\n",
       "0         0.000000           0.000000  0.000000              0.0000   \n",
       "1         0.000000           0.000000  0.000000              0.0000   \n",
       "2         0.000000           0.000000  0.000000              0.0000   \n",
       "3         0.000000           0.000000  0.000000              0.0000   \n",
       "4         0.000000           0.000000  0.000000              0.0000   \n",
       "5         0.000000           0.000000  0.000000              0.0000   \n",
       "6         0.000000           0.000000  0.000000              0.0000   \n",
       "7         0.000000           0.000000  0.000000              0.0000   \n",
       "8         0.000000           0.000000  0.000000              0.0000   \n",
       "9         0.000000           0.000000  0.000000              0.0000   \n",
       "10        0.000000           0.000000  0.000000              0.0000   \n",
       "11        0.000000           0.000000  0.000000              0.0000   \n",
       "12        0.000000           0.000000  0.000000              0.0000   \n",
       "13        0.000000           0.000000  0.333333              0.0000   \n",
       "14        0.000000           0.000000  0.062500              0.0625   \n",
       "15        0.000000           0.000000  0.000000              0.0000   \n",
       "16        0.000000           0.000000  0.000000              0.0000   \n",
       "17        0.000000           0.000000  0.000000              0.0000   \n",
       "18        0.000000           0.000000  0.000000              0.0000   \n",
       "19        0.000000           0.000000  0.000000              0.0000   \n",
       "20        0.000000           0.000000  0.000000              0.0000   \n",
       "21        0.000000           0.000000  0.000000              0.0000   \n",
       "22        0.011494           0.011494  0.000000              0.0000   \n",
       "23        0.000000           0.000000  0.000000              0.0000   \n",
       "24        0.000000           0.000000  0.000000              0.0000   \n",
       "25        0.000000           0.000000  0.000000              0.0000   \n",
       "26        0.000000           0.000000  0.000000              0.0000   \n",
       "27        0.000000           0.000000  0.000000              0.0000   \n",
       "28        0.000000           0.000000  0.000000              0.0000   \n",
       "29        0.000000           0.000000  0.000000              0.0000   \n",
       "..             ...                ...       ...                 ...   \n",
       "70        0.000000           0.000000  0.000000              0.0000   \n",
       "71        0.000000           0.000000  0.000000              0.0000   \n",
       "72        0.000000           0.000000  0.000000              0.0000   \n",
       "73        0.000000           0.000000  0.000000              0.0000   \n",
       "74        0.000000           0.000000  0.000000              0.0000   \n",
       "75        0.000000           0.000000  0.000000              0.0000   \n",
       "76        0.000000           0.000000  0.000000              0.0000   \n",
       "77        0.000000           0.000000  0.000000              0.0000   \n",
       "78        0.000000           0.000000  0.000000              0.0000   \n",
       "79        0.000000           0.000000  0.000000              0.0000   \n",
       "80        0.000000           0.000000  0.000000              0.0000   \n",
       "81        0.000000           0.000000  0.000000              0.0000   \n",
       "82        0.000000           0.000000  0.000000              0.0000   \n",
       "83        0.000000           0.000000  0.000000              0.0000   \n",
       "84        0.000000           0.000000  0.000000              0.0000   \n",
       "85        0.000000           0.000000  0.000000              0.0000   \n",
       "86        0.000000           0.000000  0.000000              0.0000   \n",
       "87        0.000000           0.000000  0.000000              0.0000   \n",
       "88        0.000000           0.000000  0.000000              0.0000   \n",
       "89        0.000000           0.000000  0.000000              0.0000   \n",
       "90        0.000000           0.000000  0.000000              0.0000   \n",
       "91        0.000000           0.000000  0.000000              0.0000   \n",
       "92        0.000000           0.000000  0.000000              0.0000   \n",
       "93        0.000000           0.000000  0.000000              0.0000   \n",
       "94        0.000000           0.000000  0.000000              0.0000   \n",
       "95        0.000000           0.000000  0.000000              0.0000   \n",
       "96        0.000000           0.000000  0.000000              0.0000   \n",
       "97        0.000000           0.000000  0.000000              0.0000   \n",
       "98        0.000000           0.000000  0.000000              0.0000   \n",
       "99        0.000000           0.000000  0.000000              0.0000   \n",
       "\n",
       "    Airport Gate  Airport Lounge  Airport Service  Airport Terminal  ...  \\\n",
       "0         0.0000           0.000            0.000             0.000  ...   \n",
       "1         0.0000           0.000            0.000             0.000  ...   \n",
       "2         0.0000           0.000            0.000             0.000  ...   \n",
       "3         0.0000           0.000            0.000             0.000  ...   \n",
       "4         0.0000           0.000            0.000             0.000  ...   \n",
       "5         0.0000           0.000            0.000             0.000  ...   \n",
       "6         0.0000           0.000            0.000             0.000  ...   \n",
       "7         0.0000           0.000            0.000             0.000  ...   \n",
       "8         0.0000           0.000            0.000             0.000  ...   \n",
       "9         0.0000           0.000            0.000             0.000  ...   \n",
       "10        0.0000           0.000            0.000             0.000  ...   \n",
       "11        0.0000           0.000            0.000             0.000  ...   \n",
       "12        0.0000           0.000            0.000             0.000  ...   \n",
       "13        0.0000           0.000            0.000             0.000  ...   \n",
       "14        0.0625           0.125            0.125             0.125  ...   \n",
       "15        0.0000           0.000            0.000             0.000  ...   \n",
       "16        0.0000           0.000            0.000             0.000  ...   \n",
       "17        0.0000           0.000            0.000             0.000  ...   \n",
       "18        0.0000           0.000            0.000             0.000  ...   \n",
       "19        0.0000           0.000            0.000             0.000  ...   \n",
       "20        0.0000           0.000            0.000             0.000  ...   \n",
       "21        0.0000           0.000            0.000             0.000  ...   \n",
       "22        0.0000           0.000            0.000             0.000  ...   \n",
       "23        0.0000           0.000            0.000             0.000  ...   \n",
       "24        0.0000           0.000            0.000             0.000  ...   \n",
       "25        0.0000           0.000            0.000             0.000  ...   \n",
       "26        0.0000           0.000            0.000             0.000  ...   \n",
       "27        0.0000           0.000            0.000             0.000  ...   \n",
       "28        0.0000           0.000            0.000             0.000  ...   \n",
       "29        0.0000           0.000            0.000             0.000  ...   \n",
       "..           ...             ...              ...               ...  ...   \n",
       "70        0.0000           0.000            0.000             0.000  ...   \n",
       "71        0.0000           0.000            0.000             0.000  ...   \n",
       "72        0.0000           0.000            0.000             0.000  ...   \n",
       "73        0.0000           0.000            0.000             0.000  ...   \n",
       "74        0.0000           0.000            0.000             0.000  ...   \n",
       "75        0.0000           0.000            0.000             0.000  ...   \n",
       "76        0.0000           0.000            0.000             0.000  ...   \n",
       "77        0.0000           0.000            0.000             0.000  ...   \n",
       "78        0.0000           0.000            0.000             0.000  ...   \n",
       "79        0.0000           0.000            0.000             0.000  ...   \n",
       "80        0.0000           0.000            0.000             0.000  ...   \n",
       "81        0.0000           0.000            0.000             0.000  ...   \n",
       "82        0.0000           0.000            0.000             0.000  ...   \n",
       "83        0.0000           0.000            0.000             0.000  ...   \n",
       "84        0.0000           0.000            0.000             0.000  ...   \n",
       "85        0.0000           0.000            0.000             0.000  ...   \n",
       "86        0.0000           0.000            0.000             0.000  ...   \n",
       "87        0.0000           0.000            0.000             0.000  ...   \n",
       "88        0.0000           0.000            0.000             0.000  ...   \n",
       "89        0.0000           0.000            0.000             0.000  ...   \n",
       "90        0.0000           0.000            0.000             0.000  ...   \n",
       "91        0.0000           0.000            0.000             0.000  ...   \n",
       "92        0.0000           0.000            0.000             0.000  ...   \n",
       "93        0.0000           0.000            0.000             0.000  ...   \n",
       "94        0.0000           0.000            0.000             0.000  ...   \n",
       "95        0.0000           0.000            0.000             0.000  ...   \n",
       "96        0.0000           0.000            0.000             0.000  ...   \n",
       "97        0.0000           0.000            0.000             0.000  ...   \n",
       "98        0.0000           0.000            0.000             0.000  ...   \n",
       "99        0.0000           0.000            0.000             0.000  ...   \n",
       "\n",
       "    Train Station  Vegetarian / Vegan Restaurant  Video Game Store  \\\n",
       "0             0.0                       0.010000          0.000000   \n",
       "1             0.0                       0.000000          0.000000   \n",
       "2             0.0                       0.000000          0.000000   \n",
       "3             0.0                       0.000000          0.000000   \n",
       "4             0.0                       0.000000          0.000000   \n",
       "5             0.0                       0.000000          0.000000   \n",
       "6             0.0                       0.000000          0.000000   \n",
       "7             0.0                       0.000000          0.000000   \n",
       "8             0.0                       0.018182          0.000000   \n",
       "9             0.0                       0.000000          0.000000   \n",
       "10            0.0                       0.000000          0.000000   \n",
       "11            0.0                       0.000000          0.000000   \n",
       "12            0.0                       0.000000          0.000000   \n",
       "13            0.0                       0.000000          0.000000   \n",
       "14            0.0                       0.000000          0.000000   \n",
       "15            0.0                       0.000000          0.000000   \n",
       "16            0.0                       0.000000          0.000000   \n",
       "17            0.0                       0.000000          0.000000   \n",
       "18            0.0                       0.000000          0.000000   \n",
       "19            0.0                       0.011364          0.000000   \n",
       "20            0.0                       0.060000          0.000000   \n",
       "21            0.0                       0.000000          0.000000   \n",
       "22            0.0                       0.000000          0.011494   \n",
       "23            0.0                       0.000000          0.000000   \n",
       "24            0.0                       0.000000          0.000000   \n",
       "25            0.0                       0.000000          0.000000   \n",
       "26            0.0                       0.000000          0.000000   \n",
       "27            0.0                       0.020000          0.000000   \n",
       "28            0.0                       0.000000          0.000000   \n",
       "29            0.0                       0.000000          0.000000   \n",
       "..            ...                            ...               ...   \n",
       "70            0.0                       0.000000          0.000000   \n",
       "71            0.0                       0.000000          0.000000   \n",
       "72            0.0                       0.000000          0.000000   \n",
       "73            0.0                       0.025641          0.000000   \n",
       "74            0.0                       0.000000          0.000000   \n",
       "75            0.0                       0.000000          0.000000   \n",
       "76            0.0                       0.000000          0.000000   \n",
       "77            0.0                       0.026316          0.000000   \n",
       "78            0.0                       0.010000          0.010000   \n",
       "79            0.0                       0.000000          0.000000   \n",
       "80            0.0                       0.000000          0.000000   \n",
       "81            0.0                       0.010000          0.000000   \n",
       "82            0.0                       0.010638          0.000000   \n",
       "83            0.0                       0.000000          0.000000   \n",
       "84            0.0                       0.043478          0.000000   \n",
       "85            0.0                       0.000000          0.000000   \n",
       "86            0.0                       0.000000          0.000000   \n",
       "87            0.0                       0.000000          0.000000   \n",
       "88            0.0                       0.000000          0.000000   \n",
       "89            0.0                       0.000000          0.000000   \n",
       "90            0.0                       0.000000          0.000000   \n",
       "91            0.0                       0.000000          0.000000   \n",
       "92            0.0                       0.000000          0.000000   \n",
       "93            0.0                       0.000000          0.000000   \n",
       "94            0.0                       0.000000          0.000000   \n",
       "95            0.0                       0.000000          0.000000   \n",
       "96            0.0                       0.000000          0.000000   \n",
       "97            0.0                       0.000000          0.000000   \n",
       "98            0.0                       0.000000          0.000000   \n",
       "99            0.0                       0.000000          0.000000   \n",
       "\n",
       "    Video Store  Vietnamese Restaurant  Warehouse Store  Wine Bar  \\\n",
       "0      0.000000               0.000000         0.000000  0.000000   \n",
       "1      0.000000               0.000000         0.000000  0.000000   \n",
       "2      0.000000               0.000000         0.000000  0.000000   \n",
       "3      0.090909               0.000000         0.000000  0.000000   \n",
       "4      0.000000               0.000000         0.000000  0.000000   \n",
       "5      0.055556               0.000000         0.000000  0.000000   \n",
       "6      0.000000               0.000000         0.000000  0.000000   \n",
       "7      0.000000               0.000000         0.000000  0.000000   \n",
       "8      0.000000               0.000000         0.000000  0.000000   \n",
       "9      0.000000               0.000000         0.000000  0.000000   \n",
       "10     0.000000               0.000000         0.000000  0.000000   \n",
       "11     0.000000               0.000000         0.000000  0.000000   \n",
       "12     0.000000               0.000000         0.000000  0.000000   \n",
       "13     0.000000               0.000000         0.000000  0.000000   \n",
       "14     0.000000               0.000000         0.000000  0.000000   \n",
       "15     0.000000               0.000000         0.000000  0.000000   \n",
       "16     0.000000               0.000000         0.000000  0.000000   \n",
       "17     0.000000               0.000000         0.000000  0.000000   \n",
       "18     0.000000               0.000000         0.000000  0.000000   \n",
       "19     0.011364               0.000000         0.000000  0.011364   \n",
       "20     0.000000               0.030000         0.000000  0.010000   \n",
       "21     0.000000               0.000000         0.000000  0.000000   \n",
       "22     0.000000               0.011494         0.000000  0.000000   \n",
       "23     0.000000               0.000000         0.000000  0.000000   \n",
       "24     0.000000               0.000000         0.000000  0.000000   \n",
       "25     0.000000               0.000000         0.000000  0.000000   \n",
       "26     0.000000               0.000000         0.000000  0.000000   \n",
       "27     0.000000               0.000000         0.000000  0.010000   \n",
       "28     0.000000               0.000000         0.000000  0.000000   \n",
       "29     0.000000               0.000000         0.000000  0.000000   \n",
       "..          ...                    ...              ...       ...   \n",
       "70     0.000000               0.000000         0.000000  0.000000   \n",
       "71     0.000000               0.000000         0.000000  0.000000   \n",
       "72     0.000000               0.000000         0.000000  0.000000   \n",
       "73     0.000000               0.000000         0.000000  0.000000   \n",
       "74     0.000000               0.000000         0.000000  0.000000   \n",
       "75     0.000000               0.000000         0.000000  0.000000   \n",
       "76     0.000000               0.000000         0.000000  0.000000   \n",
       "77     0.000000               0.000000         0.000000  0.000000   \n",
       "78     0.000000               0.010000         0.000000  0.010000   \n",
       "79     0.000000               0.000000         0.000000  0.000000   \n",
       "80     0.000000               0.000000         0.000000  0.000000   \n",
       "81     0.000000               0.000000         0.000000  0.000000   \n",
       "82     0.000000               0.000000         0.000000  0.000000   \n",
       "83     0.000000               0.000000         0.000000  0.000000   \n",
       "84     0.000000               0.000000         0.000000  0.000000   \n",
       "85     0.000000               0.000000         0.000000  0.000000   \n",
       "86     0.000000               0.000000         0.000000  0.000000   \n",
       "87     0.000000               0.000000         0.000000  0.000000   \n",
       "88     0.000000               0.000000         0.000000  0.000000   \n",
       "89     0.000000               0.000000         0.000000  0.000000   \n",
       "90     0.000000               0.000000         0.055556  0.000000   \n",
       "91     0.000000               0.000000         0.000000  0.000000   \n",
       "92     0.000000               0.000000         0.000000  0.000000   \n",
       "93     0.000000               0.000000         0.000000  0.000000   \n",
       "94     0.000000               0.027027         0.000000  0.000000   \n",
       "95     0.000000               0.000000         0.000000  0.000000   \n",
       "96     0.000000               0.000000         0.000000  0.000000   \n",
       "97     0.000000               0.000000         0.000000  0.000000   \n",
       "98     0.000000               0.000000         0.000000  0.000000   \n",
       "99     0.000000               0.000000         0.000000  0.000000   \n",
       "\n",
       "    Wings Joint  Women's Store  Yoga Studio  \n",
       "0      0.000000       0.010000     0.000000  \n",
       "1      0.000000       0.000000     0.000000  \n",
       "2      0.000000       0.000000     0.000000  \n",
       "3      0.000000       0.000000     0.000000  \n",
       "4      0.000000       0.000000     0.000000  \n",
       "5      0.000000       0.000000     0.000000  \n",
       "6      0.000000       0.000000     0.000000  \n",
       "7      0.000000       0.000000     0.000000  \n",
       "8      0.000000       0.000000     0.000000  \n",
       "9      0.000000       0.000000     0.000000  \n",
       "10     0.000000       0.000000     0.000000  \n",
       "11     0.000000       0.000000     0.045455  \n",
       "12     0.000000       0.000000     0.052632  \n",
       "13     0.000000       0.000000     0.000000  \n",
       "14     0.000000       0.000000     0.000000  \n",
       "15     0.000000       0.000000     0.000000  \n",
       "16     0.000000       0.166667     0.000000  \n",
       "17     0.000000       0.000000     0.000000  \n",
       "18     0.000000       0.000000     0.000000  \n",
       "19     0.000000       0.000000     0.011364  \n",
       "20     0.000000       0.000000     0.000000  \n",
       "21     0.000000       0.000000     0.000000  \n",
       "22     0.011494       0.000000     0.011494  \n",
       "23     0.000000       0.000000     0.000000  \n",
       "24     0.000000       0.000000     0.000000  \n",
       "25     0.000000       0.000000     0.000000  \n",
       "26     0.000000       0.000000     0.000000  \n",
       "27     0.000000       0.000000     0.000000  \n",
       "28     0.000000       0.000000     0.000000  \n",
       "29     0.000000       0.000000     0.000000  \n",
       "..          ...            ...          ...  \n",
       "70     0.000000       0.000000     0.000000  \n",
       "71     0.000000       0.000000     0.000000  \n",
       "72     0.000000       0.000000     0.000000  \n",
       "73     0.025641       0.000000     0.025641  \n",
       "74     0.000000       0.000000     0.000000  \n",
       "75     0.000000       0.000000     0.000000  \n",
       "76     0.000000       0.000000     0.000000  \n",
       "77     0.000000       0.000000     0.000000  \n",
       "78     0.000000       0.000000     0.000000  \n",
       "79     0.000000       0.000000     0.000000  \n",
       "80     0.000000       0.000000     0.000000  \n",
       "81     0.000000       0.010000     0.000000  \n",
       "82     0.000000       0.000000     0.000000  \n",
       "83     0.000000       0.000000     0.026316  \n",
       "84     0.000000       0.000000     0.000000  \n",
       "85     0.000000       0.000000     0.000000  \n",
       "86     0.000000       0.000000     0.000000  \n",
       "87     0.000000       0.000000     0.023810  \n",
       "88     0.000000       0.000000     0.000000  \n",
       "89     0.000000       0.000000     0.000000  \n",
       "90     0.000000       0.000000     0.055556  \n",
       "91     0.000000       0.000000     0.000000  \n",
       "92     0.000000       0.000000     0.000000  \n",
       "93     0.000000       0.000000     0.000000  \n",
       "94     0.000000       0.000000     0.000000  \n",
       "95     0.000000       0.000000     0.000000  \n",
       "96     0.000000       0.000000     0.000000  \n",
       "97     0.000000       0.000000     0.000000  \n",
       "98     0.000000       0.000000     0.000000  \n",
       "99     0.000000       0.000000     0.000000  \n",
       "\n",
       "[100 rows x 280 columns]"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_grouped = Toronto_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "Toronto_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 280)"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_grouped.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Adelaide, King, Richmond----\n",
      "             venue  freq\n",
      "0      Coffee Shop  0.06\n",
      "1             Café  0.05\n",
      "2              Bar  0.04\n",
      "3       Steakhouse  0.04\n",
      "4  Thai Restaurant  0.04\n",
      "\n",
      "\n",
      "----Agincourt----\n",
      "                venue  freq\n",
      "0      Sandwich Place  0.25\n",
      "1      Breakfast Spot  0.25\n",
      "2              Lounge  0.25\n",
      "3  Chinese Restaurant  0.25\n",
      "4  Miscellaneous Shop  0.00\n",
      "\n",
      "\n",
      "----Agincourt North, L'Amoreaux East, Milliken, Steeles East----\n",
      "                       venue  freq\n",
      "0                 Playground  0.33\n",
      "1           Asian Restaurant  0.33\n",
      "2                       Park  0.33\n",
      "3          Accessories Store  0.00\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown----\n",
      "                 venue  freq\n",
      "0        Grocery Store  0.18\n",
      "1             Pharmacy  0.09\n",
      "2         Liquor Store  0.09\n",
      "3           Beer Store  0.09\n",
      "4  Fried Chicken Joint  0.09\n",
      "\n",
      "\n",
      "----Alderwood, Long Branch----\n",
      "            venue  freq\n",
      "0     Pizza Place   0.2\n",
      "1        Pharmacy   0.1\n",
      "2  Sandwich Place   0.1\n",
      "3             Gym   0.1\n",
      "4    Skating Rink   0.1\n",
      "\n",
      "\n",
      "----Bathurst Manor, Downsview North, Wilson Heights----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.11\n",
      "1      Restaurant  0.06\n",
      "2     Supermarket  0.06\n",
      "3           Diner  0.06\n",
      "4  Sandwich Place  0.06\n",
      "\n",
      "\n",
      "----Bayview Village----\n",
      "                 venue  freq\n",
      "0                 Café  0.25\n",
      "1                 Bank  0.25\n",
      "2   Chinese Restaurant  0.25\n",
      "3  Japanese Restaurant  0.25\n",
      "4    Accessories Store  0.00\n",
      "\n",
      "\n",
      "----Bedford Park, Lawrence Manor East----\n",
      "                     venue  freq\n",
      "0              Coffee Shop  0.08\n",
      "1     Fast Food Restaurant  0.08\n",
      "2       Italian Restaurant  0.08\n",
      "3  Comfort Food Restaurant  0.04\n",
      "4          Thai Restaurant  0.04\n",
      "\n",
      "\n",
      "----Berczy Park----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.09\n",
      "1  Cocktail Bar  0.05\n",
      "2   Cheese Shop  0.04\n",
      "3        Bakery  0.04\n",
      "4      Beer Bar  0.04\n",
      "\n",
      "\n",
      "----Birch Cliff, Cliffside West----\n",
      "                      venue  freq\n",
      "0           College Stadium  0.25\n",
      "1              Skating Rink  0.25\n",
      "2     General Entertainment  0.25\n",
      "3                      Café  0.25\n",
      "4  Mediterranean Restaurant  0.00\n",
      "\n",
      "\n",
      "----Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe----\n",
      "               venue  freq\n",
      "0           Pharmacy  0.17\n",
      "1        Pizza Place  0.17\n",
      "2  Convenience Store  0.17\n",
      "3         Beer Store  0.17\n",
      "4       Liquor Store  0.17\n",
      "\n",
      "\n",
      "----Brockton, Exhibition Place, Parkdale Village----\n",
      "            venue  freq\n",
      "0  Breakfast Spot  0.09\n",
      "1            Café  0.09\n",
      "2     Coffee Shop  0.09\n",
      "3     Yoga Studio  0.05\n",
      "4    Intersection  0.05\n",
      "\n",
      "\n",
      "----Business Reply Mail Processing Centre 969 Eastern----\n",
      "                  venue  freq\n",
      "0           Yoga Studio  0.05\n",
      "1      Recording Studio  0.05\n",
      "2            Smoke Shop  0.05\n",
      "3  Fast Food Restaurant  0.05\n",
      "4                   Spa  0.05\n",
      "\n",
      "\n",
      "----CFB Toronto, Downsview East----\n",
      "                venue  freq\n",
      "0             Airport  0.33\n",
      "1                Park  0.33\n",
      "2   Other Repair Shop  0.33\n",
      "3   Accessories Store  0.00\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara----\n",
      "              venue  freq\n",
      "0    Airport Lounge  0.12\n",
      "1   Airport Service  0.12\n",
      "2  Airport Terminal  0.12\n",
      "3             Plane  0.06\n",
      "4          Boutique  0.06\n",
      "\n",
      "\n",
      "----Cabbagetown, St. James Town----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.09\n",
      "1          Restaurant  0.07\n",
      "2  Italian Restaurant  0.04\n",
      "3                Park  0.04\n",
      "4                Café  0.04\n",
      "\n",
      "\n",
      "----Caledonia-Fairbanks----\n",
      "                  venue  freq\n",
      "0                  Park  0.33\n",
      "1              Pharmacy  0.17\n",
      "2         Women's Store  0.17\n",
      "3                Market  0.17\n",
      "4  Fast Food Restaurant  0.17\n",
      "\n",
      "\n",
      "----Canada Post Gateway Processing Centre----\n",
      "                      venue  freq\n",
      "0                     Hotel   0.2\n",
      "1               Coffee Shop   0.2\n",
      "2             Burrito Place   0.1\n",
      "3  Mediterranean Restaurant   0.1\n",
      "4            Sandwich Place   0.1\n",
      "\n",
      "\n",
      "----Cedarbrae----\n",
      "                  venue  freq\n",
      "0  Caribbean Restaurant  0.12\n",
      "1                Lounge  0.12\n",
      "2       Thai Restaurant  0.12\n",
      "3    Athletics & Sports  0.12\n",
      "4   Fried Chicken Joint  0.12\n",
      "\n",
      "\n",
      "----Central Bay Street----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.16\n",
      "1                Café  0.05\n",
      "2  Italian Restaurant  0.05\n",
      "3      Sandwich Place  0.03\n",
      "4        Burger Joint  0.03\n",
      "\n",
      "\n",
      "----Chinatown, Grange Park, Kensington Market----\n",
      "                           venue  freq\n",
      "0                           Café  0.08\n",
      "1  Vegetarian / Vegan Restaurant  0.06\n",
      "2                    Coffee Shop  0.04\n",
      "3                         Bakery  0.04\n",
      "4             Mexican Restaurant  0.04\n",
      "\n",
      "\n",
      "----Christie----\n",
      "               venue  freq\n",
      "0      Grocery Store  0.20\n",
      "1               Café  0.20\n",
      "2               Park  0.13\n",
      "3              Diner  0.07\n",
      "4  Convenience Store  0.07\n",
      "\n",
      "\n",
      "----Church and Wellesley----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1  Japanese Restaurant  0.07\n",
      "2     Sushi Restaurant  0.06\n",
      "3              Gay Bar  0.03\n",
      "4           Restaurant  0.03\n",
      "\n",
      "\n",
      "----Clairlea, Golden Mile, Oakridge----\n",
      "                  venue  freq\n",
      "0                Bakery   0.2\n",
      "1              Bus Line   0.2\n",
      "2           Bus Station   0.1\n",
      "3  Fast Food Restaurant   0.1\n",
      "4          Soccer Field   0.1\n",
      "\n",
      "\n",
      "----Clarks Corners, Sullivan, Tam O'Shanter----\n",
      "                 venue  freq\n",
      "0          Pizza Place   0.2\n",
      "1             Pharmacy   0.1\n",
      "2         Noodle House   0.1\n",
      "3  Fried Chicken Joint   0.1\n",
      "4                 Bank   0.1\n",
      "\n",
      "\n",
      "----Cliffcrest, Cliffside, Scarborough Village West----\n",
      "                             venue  freq\n",
      "0                            Motel  0.67\n",
      "1              American Restaurant  0.33\n",
      "2                           Museum  0.00\n",
      "3              Monument / Landmark  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park----\n",
      "                             venue  freq\n",
      "0                             Bank   1.0\n",
      "1                Accessories Store   0.0\n",
      "2        Middle Eastern Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Commerce Court, Victoria Hotel----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.10\n",
      "1                 Café  0.06\n",
      "2                Hotel  0.06\n",
      "3           Restaurant  0.04\n",
      "4  American Restaurant  0.03\n",
      "\n",
      "\n",
      "----Davisville----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.11\n",
      "1        Dessert Shop  0.08\n",
      "2      Sandwich Place  0.08\n",
      "3          Restaurant  0.05\n",
      "4  Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "            venue  freq\n",
      "0  Breakfast Spot  0.12\n",
      "1  Sandwich Place  0.12\n",
      "2            Park  0.12\n",
      "3             Gym  0.12\n",
      "4   Grocery Store  0.12\n",
      "\n",
      "\n",
      "----Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West----\n",
      "                 venue  freq\n",
      "0                  Pub  0.14\n",
      "1          Coffee Shop  0.14\n",
      "2           Bagel Shop  0.07\n",
      "3          Pizza Place  0.07\n",
      "4  Fried Chicken Joint  0.07\n",
      "\n",
      "\n",
      "----Del Ray, Keelesdale, Mount Dennis, Silverthorn----\n",
      "                   venue  freq\n",
      "0         Discount Store  0.25\n",
      "1             Restaurant  0.25\n",
      "2         Sandwich Place  0.25\n",
      "3  Check Cashing Service  0.25\n",
      "4          Movie Theater  0.00\n",
      "\n",
      "\n",
      "----Design Exchange, Toronto Dominion Centre----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.12\n",
      "1         Café  0.07\n",
      "2        Hotel  0.06\n",
      "3   Restaurant  0.05\n",
      "4       Bakery  0.04\n",
      "\n",
      "\n",
      "----Don Mills North----\n",
      "                  venue  freq\n",
      "0   Japanese Restaurant   0.2\n",
      "1  Caribbean Restaurant   0.2\n",
      "2                  Café   0.2\n",
      "3  Gym / Fitness Center   0.2\n",
      "4        Baseball Field   0.2\n",
      "\n",
      "\n",
      "----Dorset Park, Scarborough Town Centre, Wexford Heights----\n",
      "                       venue  freq\n",
      "0          Indian Restaurant  0.33\n",
      "1  Latin American Restaurant  0.17\n",
      "2                  Pet Store  0.17\n",
      "3      Vietnamese Restaurant  0.17\n",
      "4         Chinese Restaurant  0.17\n",
      "\n",
      "\n",
      "----Dovercourt Village, Dufferin----\n",
      "            venue  freq\n",
      "0        Pharmacy  0.10\n",
      "1     Supermarket  0.10\n",
      "2          Bakery  0.10\n",
      "3            Pool  0.05\n",
      "4  Discount Store  0.05\n",
      "\n",
      "\n",
      "----Downsview Central----\n",
      "               venue  freq\n",
      "0         Food Truck  0.25\n",
      "1       Home Service  0.25\n",
      "2     Baseball Field  0.25\n",
      "3  Korean Restaurant  0.25\n",
      "4  Accessories Store  0.00\n",
      "\n",
      "\n",
      "----Downsview Northwest----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  venue  freq\n",
      "0        Discount Store   0.2\n",
      "1    Athletics & Sports   0.2\n",
      "2  Gym / Fitness Center   0.2\n",
      "3          Liquor Store   0.2\n",
      "4         Grocery Store   0.2\n",
      "\n",
      "\n",
      "----Downsview West----\n",
      "                 venue  freq\n",
      "0        Shopping Mall  0.33\n",
      "1                 Bank  0.33\n",
      "2        Grocery Store  0.33\n",
      "3    Accessories Store  0.00\n",
      "4  Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Downsview, North Park, Upwood Park----\n",
      "                        venue  freq\n",
      "0            Basketball Court   0.2\n",
      "1                      Bakery   0.2\n",
      "2  Construction & Landscaping   0.2\n",
      "3                        Park   0.2\n",
      "4               Deli / Bodega   0.2\n",
      "\n",
      "\n",
      "----East Birchmount Park, Ionview, Kennedy Park----\n",
      "               venue  freq\n",
      "0     Discount Store  0.25\n",
      "1         Playground  0.25\n",
      "2   Department Store  0.25\n",
      "3        Coffee Shop  0.25\n",
      "4  Mobile Phone Shop  0.00\n",
      "\n",
      "\n",
      "----East Toronto----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.33\n",
      "1          Convenience Store  0.33\n",
      "2                       Park  0.33\n",
      "3          Accessories Store  0.00\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Emery, Humberlea----\n",
      "                             venue  freq\n",
      "0                   Baseball Field   1.0\n",
      "1                Accessories Store   0.0\n",
      "2        Middle Eastern Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Fairview, Henry Farm, Oriole----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.12\n",
      "1  Fast Food Restaurant  0.09\n",
      "2           Coffee Shop  0.08\n",
      "3            Restaurant  0.05\n",
      "4      Toy / Game Store  0.03\n",
      "\n",
      "\n",
      "----First Canadian Place, Underground city----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.10\n",
      "1         Café  0.07\n",
      "2   Steakhouse  0.04\n",
      "3        Hotel  0.04\n",
      "4   Restaurant  0.04\n",
      "\n",
      "\n",
      "----Flemingdon Park, Don Mills South----\n",
      "                   venue  freq\n",
      "0       Asian Restaurant  0.09\n",
      "1             Beer Store  0.09\n",
      "2                    Gym  0.09\n",
      "3            Coffee Shop  0.09\n",
      "4  General Entertainment  0.04\n",
      "\n",
      "\n",
      "----Forest Hill North, Forest Hill West----\n",
      "               venue  freq\n",
      "0               Park  0.25\n",
      "1      Jewelry Store  0.25\n",
      "2   Sushi Restaurant  0.25\n",
      "3              Trail  0.25\n",
      "4  Accessories Store  0.00\n",
      "\n",
      "\n",
      "----Glencairn----\n",
      "                 venue  freq\n",
      "0          Pizza Place  0.25\n",
      "1                 Park  0.25\n",
      "2                  Pub  0.25\n",
      "3  Japanese Restaurant  0.25\n",
      "4       Medical Center  0.00\n",
      "\n",
      "\n",
      "----Guildwood, Morningside, West Hill----\n",
      "                 venue  freq\n",
      "0                  Spa  0.11\n",
      "1         Intersection  0.11\n",
      "2  Rental Car Location  0.11\n",
      "3    Electronics Store  0.11\n",
      "4   Mexican Restaurant  0.11\n",
      "\n",
      "\n",
      "----Harbord, University of Toronto----\n",
      "                 venue  freq\n",
      "0                 Café  0.12\n",
      "1           Restaurant  0.06\n",
      "2  Japanese Restaurant  0.06\n",
      "3            Bookstore  0.06\n",
      "4   Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Harbourfront East, Toronto Islands, Union Station----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.12\n",
      "1            Aquarium  0.05\n",
      "2               Hotel  0.05\n",
      "3  Italian Restaurant  0.04\n",
      "4                Café  0.04\n",
      "\n",
      "\n",
      "----Harbourfront, Regent Park----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.17\n",
      "1          Bakery  0.06\n",
      "2            Park  0.06\n",
      "3             Pub  0.06\n",
      "4  Breakfast Spot  0.04\n",
      "\n",
      "\n",
      "----High Park, The Junction South----\n",
      "                venue  freq\n",
      "0                 Bar  0.09\n",
      "1  Mexican Restaurant  0.09\n",
      "2                Café  0.09\n",
      "3              Bakery  0.04\n",
      "4           Gastropub  0.04\n",
      "\n",
      "\n",
      "----Highland Creek, Rouge Hill, Port Union----\n",
      "                        venue  freq\n",
      "0  Construction & Landscaping   0.5\n",
      "1                         Bar   0.5\n",
      "2           Accessories Store   0.0\n",
      "3          Miscellaneous Shop   0.0\n",
      "4                       Motel   0.0\n",
      "\n",
      "\n",
      "----Hillcrest Village----\n",
      "                       venue  freq\n",
      "0                Golf Course  0.25\n",
      "1                    Dog Run  0.25\n",
      "2   Mediterranean Restaurant  0.25\n",
      "3                       Pool  0.25\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Humber Bay Shores, Mimico South, New Toronto----\n",
      "                venue  freq\n",
      "0            Pharmacy  0.07\n",
      "1         Coffee Shop  0.07\n",
      "2  Mexican Restaurant  0.07\n",
      "3        Liquor Store  0.07\n",
      "4  Seafood Restaurant  0.07\n",
      "\n",
      "\n",
      "----Humber Bay, King's Mill Park, Kingsway Park South East, Mimico NE, Old Mill South, The Queensway East, Royal York South East, Sunnylea----\n",
      "                             venue  freq\n",
      "0                   Baseball Field   1.0\n",
      "1                Accessories Store   0.0\n",
      "2        Middle Eastern Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Humber Summit----\n",
      "                 venue  freq\n",
      "0          Pizza Place  0.33\n",
      "1  Empanada Restaurant  0.33\n",
      "2             Pharmacy  0.33\n",
      "3           Hobby Shop  0.00\n",
      "4               Museum  0.00\n",
      "\n",
      "\n",
      "----Humewood-Cedarvale----\n",
      "                 venue  freq\n",
      "0                Field  0.25\n",
      "1                Trail  0.25\n",
      "2         Tennis Court  0.25\n",
      "3         Hockey Arena  0.25\n",
      "4  Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips----\n",
      "                       venue  freq\n",
      "0                Pizza Place  0.25\n",
      "1                       Park  0.25\n",
      "2                   Bus Line  0.25\n",
      "3          Mobile Phone Shop  0.25\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor----\n",
      "               venue  freq\n",
      "0  Convenience Store  0.08\n",
      "1      Burrito Place  0.08\n",
      "2     Discount Store  0.08\n",
      "3     Sandwich Place  0.08\n",
      "4    Supplement Shop  0.08\n",
      "\n",
      "\n",
      "----L'Amoreaux West----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.17\n",
      "1    Chinese Restaurant  0.17\n",
      "2              Pharmacy  0.08\n",
      "3   American Restaurant  0.08\n",
      "4           Pizza Place  0.08\n",
      "\n",
      "\n",
      "----Lawrence Heights, Lawrence Manor----\n",
      "                    venue  freq\n",
      "0          Clothing Store  0.25\n",
      "1  Furniture / Home Store  0.19\n",
      "2           Women's Store  0.12\n",
      "3       Accessories Store  0.06\n",
      "4             Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "                       venue  freq\n",
      "0                       Park  0.33\n",
      "1                   Bus Line  0.33\n",
      "2                Swim School  0.33\n",
      "3          Accessories Store  0.00\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Leaside----\n",
      "                    venue  freq\n",
      "0             Coffee Shop  0.09\n",
      "1     Sporting Goods Shop  0.09\n",
      "2        Sushi Restaurant  0.06\n",
      "3  Furniture / Home Store  0.06\n",
      "4            Burger Joint  0.06\n",
      "\n",
      "\n",
      "----Little Portugal, Trinity----\n",
      "              venue  freq\n",
      "0               Bar  0.13\n",
      "1       Men's Store  0.05\n",
      "2       Coffee Shop  0.05\n",
      "3  Asian Restaurant  0.05\n",
      "4              Café  0.03\n",
      "\n",
      "\n",
      "----Maryvale, Wexford----\n",
      "                       venue  freq\n",
      "0  Middle Eastern Restaurant  0.29\n",
      "1             Breakfast Spot  0.14\n",
      "2                Auto Garage  0.14\n",
      "3             Sandwich Place  0.14\n",
      "4                     Bakery  0.14\n",
      "\n",
      "\n",
      "----Moore Park, Summerhill East----\n",
      "                       venue  freq\n",
      "0               Tennis Court   0.5\n",
      "1                 Playground   0.5\n",
      "2  Middle Eastern Restaurant   0.0\n",
      "3                      Motel   0.0\n",
      "4        Monument / Landmark   0.0\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.12\n",
      "1     Yoga Studio  0.06\n",
      "2      Bagel Shop  0.06\n",
      "3            Park  0.06\n",
      "4  Clothing Store  0.06\n",
      "\n",
      "\n",
      "----Northwest----\n",
      "                 venue  freq\n",
      "0  Rental Car Location  0.33\n",
      "1                  Bar  0.33\n",
      "2            Drugstore  0.33\n",
      "3    Accessories Store  0.00\n",
      "4        Movie Theater  0.00\n",
      "\n",
      "\n",
      "----Northwood Park, York University----\n",
      "                  venue  freq\n",
      "0    Miscellaneous Shop  0.14\n",
      "1         Metro Station  0.14\n",
      "2  Caribbean Restaurant  0.14\n",
      "3                   Bar  0.14\n",
      "4           Coffee Shop  0.14\n",
      "\n",
      "\n",
      "----Parkdale, Roncesvalles----\n",
      "            venue  freq\n",
      "0  Breakfast Spot  0.13\n",
      "1       Gift Shop  0.13\n",
      "2       Bookstore  0.07\n",
      "3             Bar  0.07\n",
      "4         Dog Run  0.07\n",
      "\n",
      "\n",
      "----Parkwoods----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.33\n",
      "1                  Park  0.33\n",
      "2     Food & Drink Shop  0.33\n",
      "3    Mexican Restaurant  0.00\n",
      "4   Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Queen's Park----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.23\n",
      "1                  Gym  0.05\n",
      "2                 Park  0.05\n",
      "3     Sushi Restaurant  0.05\n",
      "4  Japanese Restaurant  0.05\n",
      "\n",
      "\n",
      "----Rosedale----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               venue  freq\n",
      "0               Park   0.4\n",
      "1              Trail   0.2\n",
      "2         Playground   0.2\n",
      "3           Building   0.2\n",
      "4  Accessories Store   0.0\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "                 venue  freq\n",
      "0               Garden   0.5\n",
      "1       Ice Cream Shop   0.5\n",
      "2               Museum   0.0\n",
      "3                Motel   0.0\n",
      "4  Monument / Landmark   0.0\n",
      "\n",
      "\n",
      "----Rouge, Malvern----\n",
      "                             venue  freq\n",
      "0                       Print Shop   0.5\n",
      "1             Fast Food Restaurant   0.5\n",
      "2               Mexican Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Runnymede, Swansea----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.08\n",
      "1         Pizza Place  0.08\n",
      "2                Café  0.08\n",
      "3    Sushi Restaurant  0.05\n",
      "4  Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "----Ryerson, Garden District----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.11\n",
      "1             Clothing Store  0.06\n",
      "2             Cosmetics Shop  0.04\n",
      "3                       Café  0.03\n",
      "4  Middle Eastern Restaurant  0.03\n",
      "\n",
      "\n",
      "----Scarborough Village----\n",
      "                       venue  freq\n",
      "0                 Playground   1.0\n",
      "1          Accessories Store   0.0\n",
      "2  Middle Eastern Restaurant   0.0\n",
      "3                      Motel   0.0\n",
      "4        Monument / Landmark   0.0\n",
      "\n",
      "\n",
      "----Silver Hills, York Mills----\n",
      "                             venue  freq\n",
      "0                        Cafeteria   1.0\n",
      "1        Middle Eastern Restaurant   0.0\n",
      "2                            Motel   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----St. James Town----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.06\n",
      "1                Café  0.06\n",
      "2               Hotel  0.05\n",
      "3          Restaurant  0.05\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Stn A PO Boxes 25 The Esplanade----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.11\n",
      "1                Café  0.04\n",
      "2          Restaurant  0.04\n",
      "3        Cocktail Bar  0.03\n",
      "4  Seafood Restaurant  0.03\n",
      "\n",
      "\n",
      "----Studio District----\n",
      "                 venue  freq\n",
      "0                 Café  0.11\n",
      "1          Coffee Shop  0.08\n",
      "2   Italian Restaurant  0.05\n",
      "3            Gastropub  0.05\n",
      "4  American Restaurant  0.05\n",
      "\n",
      "\n",
      "----The Annex, North Midtown, Yorkville----\n",
      "               venue  freq\n",
      "0        Coffee Shop  0.13\n",
      "1     Sandwich Place  0.13\n",
      "2               Café  0.13\n",
      "3        Pizza Place  0.09\n",
      "4  Indian Restaurant  0.04\n",
      "\n",
      "\n",
      "----The Beaches----\n",
      "                  venue  freq\n",
      "0                 Trail   0.2\n",
      "1     Health Food Store   0.2\n",
      "2  Other Great Outdoors   0.2\n",
      "3                   Pub   0.2\n",
      "4     Accessories Store   0.0\n",
      "\n",
      "\n",
      "----The Beaches West, India Bazaar----\n",
      "               venue  freq\n",
      "0               Park  0.11\n",
      "1      Movie Theater  0.06\n",
      "2                Pub  0.06\n",
      "3  Fish & Chips Shop  0.06\n",
      "4          Pet Store  0.06\n",
      "\n",
      "\n",
      "----The Danforth West, Riverdale----\n",
      "                    venue  freq\n",
      "0        Greek Restaurant  0.21\n",
      "1             Coffee Shop  0.10\n",
      "2          Ice Cream Shop  0.07\n",
      "3      Italian Restaurant  0.07\n",
      "4  Furniture / Home Store  0.05\n",
      "\n",
      "\n",
      "----The Junction North, Runnymede----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.25\n",
      "1   Convenience Store  0.25\n",
      "2       Grocery Store  0.25\n",
      "3            Bus Line  0.25\n",
      "4  Miscellaneous Shop  0.00\n",
      "\n",
      "\n",
      "----The Kingsway, Montgomery Road, Old Mill North----\n",
      "                       venue  freq\n",
      "0                      River  0.33\n",
      "1                       Park  0.33\n",
      "2                       Pool  0.33\n",
      "3          Accessories Store  0.00\n",
      "4  Middle Eastern Restaurant  0.00\n",
      "\n",
      "\n",
      "----Thorncliffe Park----\n",
      "               venue  freq\n",
      "0  Indian Restaurant  0.11\n",
      "1        Yoga Studio  0.06\n",
      "2        Pizza Place  0.06\n",
      "3               Park  0.06\n",
      "4        Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----Victoria Village----\n",
      "                   venue  freq\n",
      "0           Intersection  0.25\n",
      "1           Hockey Arena  0.25\n",
      "2            Coffee Shop  0.25\n",
      "3  Portuguese Restaurant  0.25\n",
      "4      Accessories Store  0.00\n",
      "\n",
      "\n",
      "----Westmount----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.33\n",
      "1      Sandwich Place  0.17\n",
      "2        Intersection  0.17\n",
      "3         Coffee Shop  0.17\n",
      "4  Chinese Restaurant  0.17\n",
      "\n",
      "\n",
      "----Weston----\n",
      "                             venue  freq\n",
      "0                             Park   1.0\n",
      "1                Accessories Store   0.0\n",
      "2               Mexican Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Willowdale South----\n",
      "                 venue  freq\n",
      "0           Restaurant  0.08\n",
      "1     Sushi Restaurant  0.08\n",
      "2     Ramen Restaurant  0.08\n",
      "3          Coffee Shop  0.08\n",
      "4  Japanese Restaurant  0.05\n",
      "\n",
      "\n",
      "----Willowdale West----\n",
      "            venue  freq\n",
      "0        Pharmacy   0.2\n",
      "1     Coffee Shop   0.2\n",
      "2  Discount Store   0.2\n",
      "3   Grocery Store   0.2\n",
      "4     Pizza Place   0.2\n",
      "\n",
      "\n",
      "----Woburn----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.50\n",
      "1   Convenience Store  0.25\n",
      "2   Korean Restaurant  0.25\n",
      "3   Accessories Store  0.00\n",
      "4  Miscellaneous Shop  0.00\n",
      "\n",
      "\n",
      "----Woodbine Gardens, Parkview Hill----\n",
      "                  venue  freq\n",
      "0           Pizza Place  0.15\n",
      "1  Fast Food Restaurant  0.15\n",
      "2              Pharmacy  0.08\n",
      "3             Pet Store  0.08\n",
      "4             Gastropub  0.08\n",
      "\n",
      "\n",
      "----Woodbine Heights----\n",
      "                venue  freq\n",
      "0            Pharmacy  0.12\n",
      "1                Park  0.12\n",
      "2  Athletics & Sports  0.12\n",
      "3            Bus Stop  0.12\n",
      "4        Skating Rink  0.12\n",
      "\n",
      "\n",
      "----York Mills West----\n",
      "               venue  freq\n",
      "0               Park   0.4\n",
      "1  Convenience Store   0.2\n",
      "2               Bank   0.2\n",
      "3                Bar   0.2\n",
      "4  Accessories Store   0.0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in Toronto_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = Toronto_grouped[Toronto_grouped['Neighborhood'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "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": 179,
   "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>Thai Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Restaurant</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>Yoga Studio</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>Playground</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Yoga Studio</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>Fried Chicken Joint</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Video Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</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>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Yoga Studio</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       Thai Restaurant   American Restaurant   \n",
       "1                Lounge        Sandwich Place        Breakfast Spot   \n",
       "2            Playground      Asian Restaurant           Yoga Studio   \n",
       "3          Liquor Store   Fried Chicken Joint              Pharmacy   \n",
       "4           Coffee Shop                   Gym              Pharmacy   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0            Steakhouse                   Bar        Cosmetics Shop   \n",
       "1           Yoga Studio        Discount Store               Dog Run   \n",
       "2            Donut Shop    Dim Sum Restaurant                 Diner   \n",
       "3           Video Store           Pizza Place           Coffee Shop   \n",
       "4          Skating Rink        Sandwich Place          Dance Studio   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0                   Gym          Burger Joint             Restaurant  \n",
       "1      Doner Restaurant            Donut Shop              Drugstore  \n",
       "2        Discount Store               Dog Run       Doner Restaurant  \n",
       "3  Fast Food Restaurant            Beer Store         Sandwich Place  \n",
       "4                  Pool                   Pub            Yoga Studio  "
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "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": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: sklearn in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (0.0)\n",
      "Requirement already satisfied: scikit-learn in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from sklearn) (0.21.2)\n",
      "Requirement already satisfied: joblib>=0.11 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from scikit-learn->sklearn) (0.13.2)\n",
      "Requirement already satisfied: scipy>=0.17.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from scikit-learn->sklearn) (1.2.1)\n",
      "Requirement already satisfied: numpy>=1.11.0 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from scikit-learn->sklearn) (1.16.3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0, 0, 1, 0, 0, 0, 3, 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!pip install sklearn\n",
    "from sklearn.cluster import KMeans\n",
    "# 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": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <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>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Print Shop</td>\n",
       "      <td>Department Store</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",
       "      <td>Drugstore</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",
       "      <td>0.0</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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",
       "      <td>Dumpling Restaurant</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",
       "      <td>0.0</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Tech Startup</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Discount Store</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",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Eastern European Restaurant</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",
       "      <td>Dumpling Restaurant</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",
       "      <td>0.0</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M1J</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>43.744734</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M1K</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>East Birchmount Park, Ionview, Kennedy Park</td>\n",
       "      <td>43.727929</td>\n",
       "      <td>-79.262029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M1L</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clairlea, Golden Mile, Oakridge</td>\n",
       "      <td>43.711112</td>\n",
       "      <td>-79.284577</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Park</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M1M</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cliffcrest, Cliffside, Scarborough Village West</td>\n",
       "      <td>43.716316</td>\n",
       "      <td>-79.239476</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Motel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M1N</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Birch Cliff, Cliffside West</td>\n",
       "      <td>43.692657</td>\n",
       "      <td>-79.264848</td>\n",
       "      <td>0.0</td>\n",
       "      <td>College Stadium</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Café</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Concert Hall</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M1P</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Dorset Park, Scarborough Town Centre, Wexford ...</td>\n",
       "      <td>43.757410</td>\n",
       "      <td>-79.273304</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M1R</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Maryvale, Wexford</td>\n",
       "      <td>43.750072</td>\n",
       "      <td>-79.295849</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M1S</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt</td>\n",
       "      <td>43.794200</td>\n",
       "      <td>-79.262029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Yoga Studio</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>13</th>\n",
       "      <td>M1T</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Clarks Corners, Sullivan, Tam O'Shanter</td>\n",
       "      <td>43.781638</td>\n",
       "      <td>-79.304302</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M1V</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Agincourt North, L'Amoreaux East, Milliken, St...</td>\n",
       "      <td>43.815252</td>\n",
       "      <td>-79.284577</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Yoga Studio</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>15</th>\n",
       "      <td>M1W</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>L'Amoreaux West</td>\n",
       "      <td>43.799525</td>\n",
       "      <td>-79.318389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M1X</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Upper Rouge</td>\n",
       "      <td>43.836125</td>\n",
       "      <td>-79.205636</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M2H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>43.803762</td>\n",
       "      <td>-79.363452</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M2J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>43.778517</td>\n",
       "      <td>-79.346556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Kids Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Tea Room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M2K</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>43.786947</td>\n",
       "      <td>-79.385975</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</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>20</th>\n",
       "      <td>M2L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Silver Hills, York Mills</td>\n",
       "      <td>43.757490</td>\n",
       "      <td>-79.374714</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M2M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Newtonbrook, Willowdale</td>\n",
       "      <td>43.789053</td>\n",
       "      <td>-79.408493</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M2N</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale South</td>\n",
       "      <td>43.770120</td>\n",
       "      <td>-79.408493</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M2P</td>\n",
       "      <td>North York</td>\n",
       "      <td>York Mills West</td>\n",
       "      <td>43.752758</td>\n",
       "      <td>-79.400049</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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>24</th>\n",
       "      <td>M2R</td>\n",
       "      <td>North York</td>\n",
       "      <td>Willowdale West</td>\n",
       "      <td>43.782736</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills North</td>\n",
       "      <td>43.745906</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Baseball Field</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M3C</td>\n",
       "      <td>North York</td>\n",
       "      <td>Flemingdon Park, Don Mills South</td>\n",
       "      <td>43.725900</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Bike Shop</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M3H</td>\n",
       "      <td>North York</td>\n",
       "      <td>Bathurst Manor, Downsview North, Wilson Heights</td>\n",
       "      <td>43.754328</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M3J</td>\n",
       "      <td>North York</td>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>43.767980</td>\n",
       "      <td>-79.487262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>M6C</td>\n",
       "      <td>York</td>\n",
       "      <td>Humewood-Cedarvale</td>\n",
       "      <td>43.693781</td>\n",
       "      <td>-79.428191</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Field</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>M6E</td>\n",
       "      <td>York</td>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>43.689026</td>\n",
       "      <td>-79.453512</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Market</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.669542</td>\n",
       "      <td>-79.422564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Baby Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>43.669005</td>\n",
       "      <td>-79.442259</td>\n",
       "      <td>0.0</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>Liquor Store</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>43.647927</td>\n",
       "      <td>-79.419750</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>43.636847</td>\n",
       "      <td>-79.428191</td>\n",
       "      <td>0.0</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>79</th>\n",
       "      <td>M6L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Downsview, North Park, Upwood Park</td>\n",
       "      <td>43.713756</td>\n",
       "      <td>-79.490074</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>M6M</td>\n",
       "      <td>York</td>\n",
       "      <td>Del Ray, Keelesdale, Mount Dennis, Silverthorn</td>\n",
       "      <td>43.691116</td>\n",
       "      <td>-79.476013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Check Cashing Service</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>M6N</td>\n",
       "      <td>York</td>\n",
       "      <td>The Junction North, Runnymede</td>\n",
       "      <td>43.673185</td>\n",
       "      <td>-79.487262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Drugstore</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>82</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>43.661608</td>\n",
       "      <td>-79.464763</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Flea Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>43.648960</td>\n",
       "      <td>-79.456325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>43.651571</td>\n",
       "      <td>-79.484450</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>M7R</td>\n",
       "      <td>Mississauga</td>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>43.636966</td>\n",
       "      <td>-79.615819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>43.662744</td>\n",
       "      <td>-79.321558</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Butcher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>M8V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay Shores, Mimico South, New Toronto</td>\n",
       "      <td>43.605647</td>\n",
       "      <td>-79.501321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>M8W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>43.602414</td>\n",
       "      <td>-79.543484</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>M8X</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "      <td>43.653654</td>\n",
       "      <td>-79.506944</td>\n",
       "      <td>1.0</td>\n",
       "      <td>River</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Department Store</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Humber Bay, King's Mill Park, Kingsway Park So...</td>\n",
       "      <td>43.636258</td>\n",
       "      <td>-79.498509</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsway Park South West, Mimico NW, The Queen...</td>\n",
       "      <td>43.628841</td>\n",
       "      <td>-79.520999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Wings Joint</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Supplement Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Burrito Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>M9A</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Islington Avenue</td>\n",
       "      <td>43.667856</td>\n",
       "      <td>-79.532242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>M9B</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Cloverdale, Islington, Martin Grove, Princess ...</td>\n",
       "      <td>43.650943</td>\n",
       "      <td>-79.554724</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>M9C</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Bloordale Gardens, Eringate, Markland Wood, Ol...</td>\n",
       "      <td>43.643515</td>\n",
       "      <td>-79.577201</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>M9L</td>\n",
       "      <td>North York</td>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>43.756303</td>\n",
       "      <td>-79.565963</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>M9M</td>\n",
       "      <td>North York</td>\n",
       "      <td>Emery, Humberlea</td>\n",
       "      <td>43.724766</td>\n",
       "      <td>-79.532242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M9N</td>\n",
       "      <td>York</td>\n",
       "      <td>Weston</td>\n",
       "      <td>43.706876</td>\n",
       "      <td>-79.518188</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M9P</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Westmount</td>\n",
       "      <td>43.696319</td>\n",
       "      <td>-79.532242</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M9R</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Kingsview Village, Martin Grove Gardens, Richv...</td>\n",
       "      <td>43.688905</td>\n",
       "      <td>-79.554724</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M9V</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Albion Gardens, Beaumond Heights, Humbergate, ...</td>\n",
       "      <td>43.739416</td>\n",
       "      <td>-79.588437</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Video Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M9W</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>43.706748</td>\n",
       "      <td>-79.594054</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Dessert Shop</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",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    PostalCode           Borough  \\\n",
       "0          M1B       Scarborough   \n",
       "1          M1C       Scarborough   \n",
       "2          M1E       Scarborough   \n",
       "3          M1G       Scarborough   \n",
       "4          M1H       Scarborough   \n",
       "5          M1J       Scarborough   \n",
       "6          M1K       Scarborough   \n",
       "7          M1L       Scarborough   \n",
       "8          M1M       Scarborough   \n",
       "9          M1N       Scarborough   \n",
       "10         M1P       Scarborough   \n",
       "11         M1R       Scarborough   \n",
       "12         M1S       Scarborough   \n",
       "13         M1T       Scarborough   \n",
       "14         M1V       Scarborough   \n",
       "15         M1W       Scarborough   \n",
       "16         M1X       Scarborough   \n",
       "17         M2H        North York   \n",
       "18         M2J        North York   \n",
       "19         M2K        North York   \n",
       "20         M2L        North York   \n",
       "21         M2M        North York   \n",
       "22         M2N        North York   \n",
       "23         M2P        North York   \n",
       "24         M2R        North York   \n",
       "25         M3A        North York   \n",
       "26         M3B        North York   \n",
       "27         M3C        North York   \n",
       "28         M3H        North York   \n",
       "29         M3J        North York   \n",
       "..         ...               ...   \n",
       "73         M6C              York   \n",
       "74         M6E              York   \n",
       "75         M6G  Downtown Toronto   \n",
       "76         M6H      West Toronto   \n",
       "77         M6J      West Toronto   \n",
       "78         M6K      West Toronto   \n",
       "79         M6L        North York   \n",
       "80         M6M              York   \n",
       "81         M6N              York   \n",
       "82         M6P      West Toronto   \n",
       "83         M6R      West Toronto   \n",
       "84         M6S      West Toronto   \n",
       "85         M7A      Queen's Park   \n",
       "86         M7R       Mississauga   \n",
       "87         M7Y      East Toronto   \n",
       "88         M8V         Etobicoke   \n",
       "89         M8W         Etobicoke   \n",
       "90         M8X         Etobicoke   \n",
       "91         M8Y         Etobicoke   \n",
       "92         M8Z         Etobicoke   \n",
       "93         M9A         Etobicoke   \n",
       "94         M9B         Etobicoke   \n",
       "95         M9C         Etobicoke   \n",
       "96         M9L        North York   \n",
       "97         M9M        North York   \n",
       "98         M9N              York   \n",
       "99         M9P         Etobicoke   \n",
       "100        M9R         Etobicoke   \n",
       "101        M9V         Etobicoke   \n",
       "102        M9W         Etobicoke   \n",
       "\n",
       "                                          Neighborhood   Latitude  Longitude  \\\n",
       "0                                       Rouge, Malvern  43.806686 -79.194353   \n",
       "1               Highland Creek, Rouge Hill, Port Union  43.784535 -79.160497   \n",
       "2                    Guildwood, Morningside, West Hill  43.763573 -79.188711   \n",
       "3                                               Woburn  43.770992 -79.216917   \n",
       "4                                            Cedarbrae  43.773136 -79.239476   \n",
       "5                                  Scarborough Village  43.744734 -79.239476   \n",
       "6          East Birchmount Park, Ionview, Kennedy Park  43.727929 -79.262029   \n",
       "7                      Clairlea, Golden Mile, Oakridge  43.711112 -79.284577   \n",
       "8      Cliffcrest, Cliffside, Scarborough Village West  43.716316 -79.239476   \n",
       "9                          Birch Cliff, Cliffside West  43.692657 -79.264848   \n",
       "10   Dorset Park, Scarborough Town Centre, Wexford ...  43.757410 -79.273304   \n",
       "11                                   Maryvale, Wexford  43.750072 -79.295849   \n",
       "12                                           Agincourt  43.794200 -79.262029   \n",
       "13             Clarks Corners, Sullivan, Tam O'Shanter  43.781638 -79.304302   \n",
       "14   Agincourt North, L'Amoreaux East, Milliken, St...  43.815252 -79.284577   \n",
       "15                                     L'Amoreaux West  43.799525 -79.318389   \n",
       "16                                         Upper Rouge  43.836125 -79.205636   \n",
       "17                                   Hillcrest Village  43.803762 -79.363452   \n",
       "18                        Fairview, Henry Farm, Oriole  43.778517 -79.346556   \n",
       "19                                     Bayview Village  43.786947 -79.385975   \n",
       "20                            Silver Hills, York Mills  43.757490 -79.374714   \n",
       "21                             Newtonbrook, Willowdale  43.789053 -79.408493   \n",
       "22                                    Willowdale South  43.770120 -79.408493   \n",
       "23                                     York Mills West  43.752758 -79.400049   \n",
       "24                                     Willowdale West  43.782736 -79.442259   \n",
       "25                                           Parkwoods  43.753259 -79.329656   \n",
       "26                                     Don Mills North  43.745906 -79.352188   \n",
       "27                    Flemingdon Park, Don Mills South  43.725900 -79.340923   \n",
       "28     Bathurst Manor, Downsview North, Wilson Heights  43.754328 -79.442259   \n",
       "29                     Northwood Park, York University  43.767980 -79.487262   \n",
       "..                                                 ...        ...        ...   \n",
       "73                                  Humewood-Cedarvale  43.693781 -79.428191   \n",
       "74                                 Caledonia-Fairbanks  43.689026 -79.453512   \n",
       "75                                            Christie  43.669542 -79.422564   \n",
       "76                        Dovercourt Village, Dufferin  43.669005 -79.442259   \n",
       "77                            Little Portugal, Trinity  43.647927 -79.419750   \n",
       "78        Brockton, Exhibition Place, Parkdale Village  43.636847 -79.428191   \n",
       "79                  Downsview, North Park, Upwood Park  43.713756 -79.490074   \n",
       "80      Del Ray, Keelesdale, Mount Dennis, Silverthorn  43.691116 -79.476013   \n",
       "81                       The Junction North, Runnymede  43.673185 -79.487262   \n",
       "82                       High Park, The Junction South  43.661608 -79.464763   \n",
       "83                              Parkdale, Roncesvalles  43.648960 -79.456325   \n",
       "84                                  Runnymede, Swansea  43.651571 -79.484450   \n",
       "85                                        Queen's Park  43.662301 -79.389494   \n",
       "86               Canada Post Gateway Processing Centre  43.636966 -79.615819   \n",
       "87   Business Reply Mail Processing Centre 969 Eastern  43.662744 -79.321558   \n",
       "88        Humber Bay Shores, Mimico South, New Toronto  43.605647 -79.501321   \n",
       "89                              Alderwood, Long Branch  43.602414 -79.543484   \n",
       "90       The Kingsway, Montgomery Road, Old Mill North  43.653654 -79.506944   \n",
       "91   Humber Bay, King's Mill Park, Kingsway Park So...  43.636258 -79.498509   \n",
       "92   Kingsway Park South West, Mimico NW, The Queen...  43.628841 -79.520999   \n",
       "93                                    Islington Avenue  43.667856 -79.532242   \n",
       "94   Cloverdale, Islington, Martin Grove, Princess ...  43.650943 -79.554724   \n",
       "95   Bloordale Gardens, Eringate, Markland Wood, Ol...  43.643515 -79.577201   \n",
       "96                                       Humber Summit  43.756303 -79.565963   \n",
       "97                                    Emery, Humberlea  43.724766 -79.532242   \n",
       "98                                              Weston  43.706876 -79.518188   \n",
       "99                                           Westmount  43.696319 -79.532242   \n",
       "100  Kingsview Village, Martin Grove Gardens, Richv...  43.688905 -79.554724   \n",
       "101  Albion Gardens, Beaumond Heights, Humbergate, ...  43.739416 -79.588437   \n",
       "102                                          Northwest  43.706748 -79.594054   \n",
       "\n",
       "     Cluster Labels       1st Most Common Venue  2nd Most Common Venue  \\\n",
       "0               0.0        Fast Food Restaurant             Print Shop   \n",
       "1               0.0  Construction & Landscaping                    Bar   \n",
       "2               0.0              Medical Center      Electronics Store   \n",
       "3               0.0                 Coffee Shop      Korean Restaurant   \n",
       "4               0.0                      Lounge                 Bakery   \n",
       "5               0.0                  Playground            Yoga Studio   \n",
       "6               0.0                  Playground            Coffee Shop   \n",
       "7               0.0                      Bakery               Bus Line   \n",
       "8               0.0                       Motel    American Restaurant   \n",
       "9               0.0             College Stadium  General Entertainment   \n",
       "10              0.0           Indian Restaurant  Vietnamese Restaurant   \n",
       "11              0.0   Middle Eastern Restaurant            Auto Garage   \n",
       "12              0.0          Chinese Restaurant                 Lounge   \n",
       "13              0.0                 Pizza Place   Fast Food Restaurant   \n",
       "14              1.0                        Park             Playground   \n",
       "15              0.0          Chinese Restaurant   Fast Food Restaurant   \n",
       "16              NaN                         NaN                    NaN   \n",
       "17              0.0                     Dog Run            Golf Course   \n",
       "18              0.0              Clothing Store   Fast Food Restaurant   \n",
       "19              3.0                        Café    Japanese Restaurant   \n",
       "20              4.0                   Cafeteria            Yoga Studio   \n",
       "21              NaN                         NaN                    NaN   \n",
       "22              0.0            Sushi Restaurant             Restaurant   \n",
       "23              1.0                        Park                   Bank   \n",
       "24              0.0                    Pharmacy            Pizza Place   \n",
       "25              1.0        Fast Food Restaurant                   Park   \n",
       "26              0.0                        Café   Gym / Fitness Center   \n",
       "27              0.0            Asian Restaurant                    Gym   \n",
       "28              0.0                 Coffee Shop         Sandwich Place   \n",
       "29              0.0          Falafel Restaurant   Caribbean Restaurant   \n",
       "..              ...                         ...                    ...   \n",
       "73              0.0                       Field           Hockey Arena   \n",
       "74              1.0                        Park               Pharmacy   \n",
       "75              0.0               Grocery Store                   Café   \n",
       "76              0.0                 Supermarket               Pharmacy   \n",
       "77              0.0                         Bar            Men's Store   \n",
       "78              0.0                 Coffee Shop         Breakfast Spot   \n",
       "79              0.0                        Park          Deli / Bodega   \n",
       "80              0.0                  Restaurant         Sandwich Place   \n",
       "81              0.0           Convenience Store            Pizza Place   \n",
       "82              0.0                         Bar                   Café   \n",
       "83              0.0              Breakfast Spot              Gift Shop   \n",
       "84              0.0                 Coffee Shop            Pizza Place   \n",
       "85              0.0                 Coffee Shop       Sushi Restaurant   \n",
       "86              0.0                       Hotel            Coffee Shop   \n",
       "87              0.0                 Yoga Studio          Garden Center   \n",
       "88              0.0                         Gym    American Restaurant   \n",
       "89              0.0                 Pizza Place            Coffee Shop   \n",
       "90              1.0                       River                   Park   \n",
       "91              2.0              Baseball Field            Yoga Studio   \n",
       "92              0.0              Discount Store           Burger Joint   \n",
       "93              NaN                         NaN                    NaN   \n",
       "94              3.0                        Bank            Yoga Studio   \n",
       "95              0.0                    Pharmacy             Beer Store   \n",
       "96              0.0                    Pharmacy    Empanada Restaurant   \n",
       "97              2.0              Baseball Field            Yoga Studio   \n",
       "98              1.0                        Park            Yoga Studio   \n",
       "99              0.0                 Pizza Place     Chinese Restaurant   \n",
       "100             1.0                 Pizza Place                   Park   \n",
       "101             0.0               Grocery Store           Liquor Store   \n",
       "102             0.0                   Drugstore    Rental Car Location   \n",
       "\n",
       "         3rd Most Common Venue        4th Most Common Venue  \\\n",
       "0             Department Store           Dim Sum Restaurant   \n",
       "1                  Yoga Studio                    Drugstore   \n",
       "2                          Spa                  Pizza Place   \n",
       "3            Convenience Store  Eastern European Restaurant   \n",
       "4             Hakka Restaurant           Athletics & Sports   \n",
       "5                    Drugstore           Dim Sum Restaurant   \n",
       "6               Discount Store             Department Store   \n",
       "7                         Park                Metro Station   \n",
       "8                  Yoga Studio           Dim Sum Restaurant   \n",
       "9                 Skating Rink                         Café   \n",
       "10   Latin American Restaurant           Chinese Restaurant   \n",
       "11              Breakfast Spot                       Bakery   \n",
       "12              Sandwich Place               Breakfast Spot   \n",
       "13         Fried Chicken Joint                     Pharmacy   \n",
       "14            Asian Restaurant                  Yoga Studio   \n",
       "15                    Pharmacy                Grocery Store   \n",
       "16                         NaN                          NaN   \n",
       "17                        Pool     Mediterranean Restaurant   \n",
       "18                 Coffee Shop                   Restaurant   \n",
       "19                        Bank           Chinese Restaurant   \n",
       "20                   Drugstore           Dim Sum Restaurant   \n",
       "21                         NaN                          NaN   \n",
       "22                 Coffee Shop             Ramen Restaurant   \n",
       "23           Convenience Store                          Bar   \n",
       "24               Grocery Store                  Coffee Shop   \n",
       "25           Food & Drink Shop         Ethiopian Restaurant   \n",
       "26         Japanese Restaurant         Caribbean Restaurant   \n",
       "27                 Coffee Shop                   Beer Store   \n",
       "28        Fast Food Restaurant                Deli / Bodega   \n",
       "29              Massage Studio                  Coffee Shop   \n",
       "..                         ...                          ...   \n",
       "73                Tennis Court                        Trail   \n",
       "74               Women's Store         Fast Food Restaurant   \n",
       "75                        Park            Convenience Store   \n",
       "76                      Bakery         Gym / Fitness Center   \n",
       "77            Asian Restaurant                  Coffee Shop   \n",
       "78                        Café                 Climbing Gym   \n",
       "79                      Bakery   Construction & Landscaping   \n",
       "80              Discount Store        Check Cashing Service   \n",
       "81               Grocery Store                     Bus Line   \n",
       "82          Mexican Restaurant                        Diner   \n",
       "83                   Bookstore  Eastern European Restaurant   \n",
       "84                        Café           Italian Restaurant   \n",
       "85                         Gym          Japanese Restaurant   \n",
       "86        Gym / Fitness Center     Mediterranean Restaurant   \n",
       "87                  Restaurant                   Skate Park   \n",
       "88                Liquor Store         Fast Food Restaurant   \n",
       "89                         Gym                     Pharmacy   \n",
       "90                        Pool             Doner Restaurant   \n",
       "91                       Diner               Discount Store   \n",
       "92                 Wings Joint                          Gym   \n",
       "93                         NaN                          NaN   \n",
       "94                   Drugstore                        Diner   \n",
       "95           Convenience Store                         Café   \n",
       "96                 Pizza Place                Grocery Store   \n",
       "97                       Diner               Discount Store   \n",
       "98                   Drugstore           Dim Sum Restaurant   \n",
       "99                 Coffee Shop               Sandwich Place   \n",
       "100          Mobile Phone Shop                     Bus Line   \n",
       "101        Fried Chicken Joint                     Pharmacy   \n",
       "102                        Bar                 Dessert Shop   \n",
       "\n",
       "         5th Most Common Venue    6th Most Common Venue  \\\n",
       "0                        Diner           Discount Store   \n",
       "1                        Diner           Discount Store   \n",
       "2               Breakfast Spot             Tech Startup   \n",
       "3               Discount Store                  Dog Run   \n",
       "4                         Bank     Caribbean Restaurant   \n",
       "5                        Diner           Discount Store   \n",
       "6                  Yoga Studio               Donut Shop   \n",
       "7                 Intersection              Bus Station   \n",
       "8                        Diner           Discount Store   \n",
       "9                   Comic Shop             Concert Hall   \n",
       "10                   Pet Store  Comfort Food Restaurant   \n",
       "11               Shopping Mall           Sandwich Place   \n",
       "12                 Yoga Studio           Discount Store   \n",
       "13          Italian Restaurant                     Bank   \n",
       "14                  Donut Shop       Dim Sum Restaurant   \n",
       "15              Breakfast Spot              Pizza Place   \n",
       "16                         NaN                      NaN   \n",
       "17                 Yoga Studio               Donut Shop   \n",
       "18                  Kids Store                   Bakery   \n",
       "19          Dim Sum Restaurant           Discount Store   \n",
       "20                       Diner           Discount Store   \n",
       "21                         NaN                      NaN   \n",
       "22              Sandwich Place      Japanese Restaurant   \n",
       "23                 Yoga Studio                Drugstore   \n",
       "24              Discount Store               Donut Shop   \n",
       "25                 Event Space      Empanada Restaurant   \n",
       "26              Baseball Field               Donut Shop   \n",
       "27              Sandwich Place      Japanese Restaurant   \n",
       "28   Middle Eastern Restaurant              Supermarket   \n",
       "29          Miscellaneous Shop                      Bar   \n",
       "..                         ...                      ...   \n",
       "73        Ethiopian Restaurant      Empanada Restaurant   \n",
       "74                      Market               Donut Shop   \n",
       "75                  Restaurant       Italian Restaurant   \n",
       "76                        Pool             Liquor Store   \n",
       "77                      Bakery               Restaurant   \n",
       "78                     Stadium            Burrito Place   \n",
       "79            Basketball Court              Yoga Studio   \n",
       "80               Deli / Bodega             Dessert Shop   \n",
       "81                   Drugstore                    Diner   \n",
       "82          Italian Restaurant                   Bakery   \n",
       "83                        Bank               Restaurant   \n",
       "84                       Diner         Sushi Restaurant   \n",
       "85                        Park                    Diner   \n",
       "86         Fried Chicken Joint           Sandwich Place   \n",
       "87               Auto Workshop            Burrito Place   \n",
       "88          Seafood Restaurant           Sandwich Place   \n",
       "89                Skating Rink           Sandwich Place   \n",
       "90            Department Store             Dessert Shop   \n",
       "91                     Dog Run         Doner Restaurant   \n",
       "92               Grocery Store                   Bakery   \n",
       "93                         NaN                      NaN   \n",
       "94              Discount Store                  Dog Run   \n",
       "95                 Pizza Place             Liquor Store   \n",
       "96                Dance Studio                      Gym   \n",
       "97                     Dog Run         Doner Restaurant   \n",
       "98                       Diner           Discount Store   \n",
       "99                Intersection              Yoga Studio   \n",
       "100                Yoga Studio               Donut Shop   \n",
       "101                Video Store              Pizza Place   \n",
       "102                      Diner           Discount Store   \n",
       "\n",
       "         7th Most Common Venue        8th Most Common Venue  \\\n",
       "0                      Dog Run             Doner Restaurant   \n",
       "1                      Dog Run             Doner Restaurant   \n",
       "2                 Intersection          Rental Car Location   \n",
       "3             Doner Restaurant                   Donut Shop   \n",
       "4              Thai Restaurant          Fried Chicken Joint   \n",
       "5                      Dog Run             Doner Restaurant   \n",
       "6           Dim Sum Restaurant                        Diner   \n",
       "7                 Soccer Field         Fast Food Restaurant   \n",
       "8                      Dog Run             Doner Restaurant   \n",
       "9                  Event Space         Ethiopian Restaurant   \n",
       "10                  Comic Shop         Ethiopian Restaurant   \n",
       "11                  Donut Shop               Discount Store   \n",
       "12                     Dog Run             Doner Restaurant   \n",
       "13                Noodle House              Thai Restaurant   \n",
       "14                       Diner               Discount Store   \n",
       "15                 Coffee Shop          American Restaurant   \n",
       "16                         NaN                          NaN   \n",
       "17          Dim Sum Restaurant                        Diner   \n",
       "18            Toy / Game Store                Metro Station   \n",
       "19                     Dog Run             Doner Restaurant   \n",
       "20                     Dog Run             Doner Restaurant   \n",
       "21                         NaN                          NaN   \n",
       "22                        Café            Electronics Store   \n",
       "23              Discount Store                      Dog Run   \n",
       "24                Dessert Shop           Dim Sum Restaurant   \n",
       "25           Electronics Store  Eastern European Restaurant   \n",
       "26                       Diner               Discount Store   \n",
       "27         Sporting Goods Shop                    Bike Shop   \n",
       "28                  Restaurant          Fried Chicken Joint   \n",
       "29               Metro Station                   Donut Shop   \n",
       "..                         ...                          ...   \n",
       "73           Electronics Store                  Event Space   \n",
       "74          Dim Sum Restaurant                        Diner   \n",
       "75                       Diner                    Nightclub   \n",
       "76                     Brewery         Fast Food Restaurant   \n",
       "77                 Pizza Place                         Café   \n",
       "78                  Restaurant         Caribbean Restaurant   \n",
       "79         Dumpling Restaurant                      Dog Run   \n",
       "80          Dim Sum Restaurant                        Diner   \n",
       "81              Discount Store                      Dog Run   \n",
       "82   Cajun / Creole Restaurant          Fried Chicken Joint   \n",
       "83                         Bar                 Dessert Shop   \n",
       "84                Gourmet Shop    Latin American Restaurant   \n",
       "85       Portuguese Restaurant                          Bar   \n",
       "86               Burrito Place          American Restaurant   \n",
       "87        Fast Food Restaurant               Farmers Market   \n",
       "88          Mexican Restaurant                   Restaurant   \n",
       "89                Dance Studio                         Pool   \n",
       "90          Dim Sum Restaurant                        Diner   \n",
       "91                  Donut Shop                    Drugstore   \n",
       "92        Fast Food Restaurant              Supplement Shop   \n",
       "93                         NaN                          NaN   \n",
       "94            Doner Restaurant                   Donut Shop   \n",
       "95                 Event Space         Ethiopian Restaurant   \n",
       "96           Electronics Store  Eastern European Restaurant   \n",
       "97                  Donut Shop                    Drugstore   \n",
       "98                     Dog Run             Doner Restaurant   \n",
       "99          Dim Sum Restaurant                        Diner   \n",
       "100                      Diner               Discount Store   \n",
       "101                Coffee Shop         Fast Food Restaurant   \n",
       "102                    Dog Run             Doner Restaurant   \n",
       "\n",
       "           9th Most Common Venue  10th Most Common Venue  \n",
       "0                     Donut Shop               Drugstore  \n",
       "1                     Donut Shop     Dumpling Restaurant  \n",
       "2             Mexican Restaurant          Discount Store  \n",
       "3                      Drugstore     Dumpling Restaurant  \n",
       "4               Doner Restaurant          Discount Store  \n",
       "5                     Donut Shop     Dumpling Restaurant  \n",
       "6                        Dog Run        Doner Restaurant  \n",
       "7            Dumpling Restaurant               Drugstore  \n",
       "8                     Donut Shop               Drugstore  \n",
       "9            Empanada Restaurant       Electronics Store  \n",
       "10           Empanada Restaurant       Electronics Store  \n",
       "11                       Dog Run        Doner Restaurant  \n",
       "12                    Donut Shop               Drugstore  \n",
       "13            Chinese Restaurant                 Dog Run  \n",
       "14                       Dog Run        Doner Restaurant  \n",
       "15                Sandwich Place  Thrift / Vintage Store  \n",
       "16                           NaN                     NaN  \n",
       "17                Discount Store        Doner Restaurant  \n",
       "18           Japanese Restaurant                Tea Room  \n",
       "19                    Donut Shop               Drugstore  \n",
       "20                    Donut Shop     Dumpling Restaurant  \n",
       "21                           NaN                     NaN  \n",
       "22                    Steakhouse                   Hotel  \n",
       "23              Doner Restaurant              Donut Shop  \n",
       "24                         Diner                 Dog Run  \n",
       "25           Dumpling Restaurant        Department Store  \n",
       "26                       Dog Run        Doner Restaurant  \n",
       "27                    Smoke Shop           Grocery Store  \n",
       "28            Frozen Yogurt Shop                   Diner  \n",
       "29                Discount Store                 Dog Run  \n",
       "..                           ...                     ...  \n",
       "73   Eastern European Restaurant     Dumpling Restaurant  \n",
       "74                Discount Store                 Dog Run  \n",
       "75                   Coffee Shop              Baby Store  \n",
       "76                Discount Store                    Café  \n",
       "77                  Cocktail Bar   Vietnamese Restaurant  \n",
       "78                   Yoga Studio                  Bakery  \n",
       "79              Doner Restaurant              Donut Shop  \n",
       "80                       Dog Run        Doner Restaurant  \n",
       "81              Doner Restaurant              Donut Shop  \n",
       "82        Furniture / Home Store             Flea Market  \n",
       "83                       Dog Run           Movie Theater  \n",
       "84           Indie Movie Theater                     Bar  \n",
       "85                          Café      Italian Restaurant  \n",
       "86           Dumpling Restaurant               Drugstore  \n",
       "87                           Spa                 Butcher  \n",
       "88                          Café                  Bakery  \n",
       "89                           Pub             Yoga Studio  \n",
       "90                Discount Store                 Dog Run  \n",
       "91           Dumpling Restaurant            Dessert Shop  \n",
       "92             Convenience Store           Burrito Place  \n",
       "93                           NaN                     NaN  \n",
       "94           Dumpling Restaurant            Dessert Shop  \n",
       "95           Empanada Restaurant       Electronics Store  \n",
       "96           Dumpling Restaurant               Drugstore  \n",
       "97           Dumpling Restaurant            Dessert Shop  \n",
       "98                    Donut Shop     Dumpling Restaurant  \n",
       "99                Discount Store                 Dog Run  \n",
       "100                      Dog Run        Doner Restaurant  \n",
       "101                   Beer Store          Sandwich Place  \n",
       "102                   Donut Shop             Yoga Studio  \n",
       "\n",
       "[103 rows x 16 columns]"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "Toronto_merged = new_table\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# check the last columns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_f48d2007fc3b4c1cbd98c6c2089c6d56 = L.popup({"maxWidth": "100%"});

        
            var html_3ba2b4623c8c438abbbd6227f42a9cc4 = $(`<div id="html_3ba2b4623c8c438abbbd6227f42a9cc4" style="width: 100.0%; height: 100.0%;">Highland Creek, Rouge Hill, Port Union Cluster 0.0</div>`)[0];
            popup_f48d2007fc3b4c1cbd98c6c2089c6d56.setContent(html_3ba2b4623c8c438abbbd6227f42a9cc4);
        

        circle_marker_3e44cb1052604b559e094921a93a6a5a.bindPopup(popup_f48d2007fc3b4c1cbd98c6c2089c6d56)
        ;

        
    
    
            var circle_marker_ad4eff6b4e8940ba99e773a15e7a64ad = L.circleMarker(
                [43.7635726, -79.1887115],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8ba08ed4d95b47be80c35f7496ba8467 = L.popup({"maxWidth": "100%"});

        
            var html_5889ca41400c484b909dfc01e19d1ec9 = $(`<div id="html_5889ca41400c484b909dfc01e19d1ec9" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill Cluster 0.0</div>`)[0];
            popup_8ba08ed4d95b47be80c35f7496ba8467.setContent(html_5889ca41400c484b909dfc01e19d1ec9);
        

        circle_marker_ad4eff6b4e8940ba99e773a15e7a64ad.bindPopup(popup_8ba08ed4d95b47be80c35f7496ba8467)
        ;

        
    
    
            var circle_marker_bd842b5ca7514e179ee6861ab0274bc3 = L.circleMarker(
                [43.7709921, -79.21691740000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_0f4702681989421691457f662a374337 = L.popup({"maxWidth": "100%"});

        
            var html_e5f438508d9e421f86e210fb27c3867f = $(`<div id="html_e5f438508d9e421f86e210fb27c3867f" style="width: 100.0%; height: 100.0%;">Woburn Cluster 0.0</div>`)[0];
            popup_0f4702681989421691457f662a374337.setContent(html_e5f438508d9e421f86e210fb27c3867f);
        

        circle_marker_bd842b5ca7514e179ee6861ab0274bc3.bindPopup(popup_0f4702681989421691457f662a374337)
        ;

        
    
    
            var circle_marker_4bd895d2a55d402bbc1a5774e0751f73 = L.circleMarker(
                [43.773136, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_ee6c94c7e5fa40d1bf6e90d72efb5edc = L.popup({"maxWidth": "100%"});

        
            var html_a124cab317dc4631b37eda02dc0cf68a = $(`<div id="html_a124cab317dc4631b37eda02dc0cf68a" style="width: 100.0%; height: 100.0%;">Cedarbrae Cluster 0.0</div>`)[0];
            popup_ee6c94c7e5fa40d1bf6e90d72efb5edc.setContent(html_a124cab317dc4631b37eda02dc0cf68a);
        

        circle_marker_4bd895d2a55d402bbc1a5774e0751f73.bindPopup(popup_ee6c94c7e5fa40d1bf6e90d72efb5edc)
        ;

        
    
    
            var circle_marker_bc8ef9f22d0c422d8334cc698afc99cb = L.circleMarker(
                [43.7447342, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_5f31f5608c8b47ce9fd806089e404835 = L.popup({"maxWidth": "100%"});

        
            var html_c01572584a9545e6a455e143a3d65b4d = $(`<div id="html_c01572584a9545e6a455e143a3d65b4d" style="width: 100.0%; height: 100.0%;">Scarborough Village Cluster 0.0</div>`)[0];
            popup_5f31f5608c8b47ce9fd806089e404835.setContent(html_c01572584a9545e6a455e143a3d65b4d);
        

        circle_marker_bc8ef9f22d0c422d8334cc698afc99cb.bindPopup(popup_5f31f5608c8b47ce9fd806089e404835)
        ;

        
    
    
            var circle_marker_bf6d27f5d06a4593ba3dd8283d3a9dab = L.circleMarker(
                [43.7279292, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_51984313a94f4950a785ee8b2b7d6bfd = L.popup({"maxWidth": "100%"});

        
            var html_5f71af6de4f44ba1b9daa8b6c2db0b4d = $(`<div id="html_5f71af6de4f44ba1b9daa8b6c2db0b4d" style="width: 100.0%; height: 100.0%;">East Birchmount Park, Ionview, Kennedy Park Cluster 0.0</div>`)[0];
            popup_51984313a94f4950a785ee8b2b7d6bfd.setContent(html_5f71af6de4f44ba1b9daa8b6c2db0b4d);
        

        circle_marker_bf6d27f5d06a4593ba3dd8283d3a9dab.bindPopup(popup_51984313a94f4950a785ee8b2b7d6bfd)
        ;

        
    
    
            var circle_marker_d220f328e28845bb97c901d6718c370b = L.circleMarker(
                [43.711111700000004, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_e2b7305ae0274961bc92c0b9210d7f79 = L.popup({"maxWidth": "100%"});

        
            var html_258df45c56c6417689efc6ff31c4e534 = $(`<div id="html_258df45c56c6417689efc6ff31c4e534" style="width: 100.0%; height: 100.0%;">Clairlea, Golden Mile, Oakridge Cluster 0.0</div>`)[0];
            popup_e2b7305ae0274961bc92c0b9210d7f79.setContent(html_258df45c56c6417689efc6ff31c4e534);
        

        circle_marker_d220f328e28845bb97c901d6718c370b.bindPopup(popup_e2b7305ae0274961bc92c0b9210d7f79)
        ;

        
    
    
            var circle_marker_3bcaf1e3f93f42c1b0aaba117c0f18b3 = L.circleMarker(
                [43.716316, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_0a270a332d6246319b9fd67ba49602eb = L.popup({"maxWidth": "100%"});

        
            var html_0f0c22082c1f4836ad198a9fba2e63a9 = $(`<div id="html_0f0c22082c1f4836ad198a9fba2e63a9" style="width: 100.0%; height: 100.0%;">Cliffcrest, Cliffside, Scarborough Village West Cluster 0.0</div>`)[0];
            popup_0a270a332d6246319b9fd67ba49602eb.setContent(html_0f0c22082c1f4836ad198a9fba2e63a9);
        

        circle_marker_3bcaf1e3f93f42c1b0aaba117c0f18b3.bindPopup(popup_0a270a332d6246319b9fd67ba49602eb)
        ;

        
    
    
            var circle_marker_9f3c3a230a404cc5bda9fd7c4cb6b692 = L.circleMarker(
                [43.692657000000004, -79.2648481],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_6b5bfaba63ad43079523cbbb504781b0 = L.popup({"maxWidth": "100%"});

        
            var html_1b32bfcde5ae49c7b2c5e62bf48ca281 = $(`<div id="html_1b32bfcde5ae49c7b2c5e62bf48ca281" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West Cluster 0.0</div>`)[0];
            popup_6b5bfaba63ad43079523cbbb504781b0.setContent(html_1b32bfcde5ae49c7b2c5e62bf48ca281);
        

        circle_marker_9f3c3a230a404cc5bda9fd7c4cb6b692.bindPopup(popup_6b5bfaba63ad43079523cbbb504781b0)
        ;

        
    
    
            var circle_marker_613f5f8d2c8e4e84871b64513509ad46 = L.circleMarker(
                [43.7574096, -79.27330400000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8020161718924d8d89fd68ec70cba1a5 = L.popup({"maxWidth": "100%"});

        
            var html_f7ec78be86ba42c2af1ddc5d684cbd9c = $(`<div id="html_f7ec78be86ba42c2af1ddc5d684cbd9c" style="width: 100.0%; height: 100.0%;">Dorset Park, Scarborough Town Centre, Wexford Heights Cluster 0.0</div>`)[0];
            popup_8020161718924d8d89fd68ec70cba1a5.setContent(html_f7ec78be86ba42c2af1ddc5d684cbd9c);
        

        circle_marker_613f5f8d2c8e4e84871b64513509ad46.bindPopup(popup_8020161718924d8d89fd68ec70cba1a5)
        ;

        
    
    
            var circle_marker_7837a5ed228e430ca499b7b2299d1760 = L.circleMarker(
                [43.750071500000004, -79.2958491],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_710f0b3b88094f1a91a6a7069f75a0f7 = L.popup({"maxWidth": "100%"});

        
            var html_ab4dbd1680a848e8be47899d54f11496 = $(`<div id="html_ab4dbd1680a848e8be47899d54f11496" style="width: 100.0%; height: 100.0%;">Maryvale, Wexford Cluster 0.0</div>`)[0];
            popup_710f0b3b88094f1a91a6a7069f75a0f7.setContent(html_ab4dbd1680a848e8be47899d54f11496);
        

        circle_marker_7837a5ed228e430ca499b7b2299d1760.bindPopup(popup_710f0b3b88094f1a91a6a7069f75a0f7)
        ;

        
    
    
            var circle_marker_e766c3aa44ea4c948a873ebeffc1f9f1 = L.circleMarker(
                [43.7942003, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_a71f567cd60a47ac94a8f0a15c9d8e4c = L.popup({"maxWidth": "100%"});

        
            var html_662361b1848a428cab473ce6724aad4e = $(`<div id="html_662361b1848a428cab473ce6724aad4e" style="width: 100.0%; height: 100.0%;">Agincourt Cluster 0.0</div>`)[0];
            popup_a71f567cd60a47ac94a8f0a15c9d8e4c.setContent(html_662361b1848a428cab473ce6724aad4e);
        

        circle_marker_e766c3aa44ea4c948a873ebeffc1f9f1.bindPopup(popup_a71f567cd60a47ac94a8f0a15c9d8e4c)
        ;

        
    
    
            var circle_marker_78521d3a3ffa4005b55a5578f9a973c1 = L.circleMarker(
                [43.7816375, -79.3043021],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_9bc0e89c1997435ab7a7bdc047177e49 = L.popup({"maxWidth": "100%"});

        
            var html_c8d7094f3e7c41699fc0469a96e65072 = $(`<div id="html_c8d7094f3e7c41699fc0469a96e65072" style="width: 100.0%; height: 100.0%;">Clarks Corners, Sullivan, Tam O&#39;Shanter Cluster 0.0</div>`)[0];
            popup_9bc0e89c1997435ab7a7bdc047177e49.setContent(html_c8d7094f3e7c41699fc0469a96e65072);
        

        circle_marker_78521d3a3ffa4005b55a5578f9a973c1.bindPopup(popup_9bc0e89c1997435ab7a7bdc047177e49)
        ;

        
    
    
            var circle_marker_1adf766639e542fbb37a0e48da48f2aa = L.circleMarker(
                [43.8152522, -79.2845772],
                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_7574e7c4b5ab456fadc9fc082f9a8397 = L.popup({"maxWidth": "100%"});

        
            var html_bfcfe458fac34702a9ff2d22c4fc67e7 = $(`<div id="html_bfcfe458fac34702a9ff2d22c4fc67e7" style="width: 100.0%; height: 100.0%;">Agincourt North, L&#39;Amoreaux East, Milliken, Steeles East Cluster 1.0</div>`)[0];
            popup_7574e7c4b5ab456fadc9fc082f9a8397.setContent(html_bfcfe458fac34702a9ff2d22c4fc67e7);
        

        circle_marker_1adf766639e542fbb37a0e48da48f2aa.bindPopup(popup_7574e7c4b5ab456fadc9fc082f9a8397)
        ;

        
    
    
            var circle_marker_19ef51dc1a534ee790a53f61e88269f7 = L.circleMarker(
                [43.799525200000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_40fe74a5dafc49e48a830763bddd514a = L.popup({"maxWidth": "100%"});

        
            var html_50363db8823a4dedb7803638a63938f6 = $(`<div id="html_50363db8823a4dedb7803638a63938f6" style="width: 100.0%; height: 100.0%;">L&#39;Amoreaux West Cluster 0.0</div>`)[0];
            popup_40fe74a5dafc49e48a830763bddd514a.setContent(html_50363db8823a4dedb7803638a63938f6);
        

        circle_marker_19ef51dc1a534ee790a53f61e88269f7.bindPopup(popup_40fe74a5dafc49e48a830763bddd514a)
        ;

        
    
    
            var circle_marker_291ec0a38b5a4a09819b37f5b8eceb44 = L.circleMarker(
                [43.8037622, -79.3634517],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_d72f482b59e54f6bbb8262119fa7eab8 = L.popup({"maxWidth": "100%"});

        
            var html_fae04e52fc5a49e2b0f455b538aa7024 = $(`<div id="html_fae04e52fc5a49e2b0f455b538aa7024" style="width: 100.0%; height: 100.0%;">Hillcrest Village Cluster 0.0</div>`)[0];
            popup_d72f482b59e54f6bbb8262119fa7eab8.setContent(html_fae04e52fc5a49e2b0f455b538aa7024);
        

        circle_marker_291ec0a38b5a4a09819b37f5b8eceb44.bindPopup(popup_d72f482b59e54f6bbb8262119fa7eab8)
        ;

        
    
    
            var circle_marker_e7953c366a4d49feb2bb34c29805eabc = L.circleMarker(
                [43.7785175, -79.3465557],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_5fbdbdef7d7d4e52a71faef802c0cd8a = L.popup({"maxWidth": "100%"});

        
            var html_71e02df4ff23467bbc86bd75cb606229 = $(`<div id="html_71e02df4ff23467bbc86bd75cb606229" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole Cluster 0.0</div>`)[0];
            popup_5fbdbdef7d7d4e52a71faef802c0cd8a.setContent(html_71e02df4ff23467bbc86bd75cb606229);
        

        circle_marker_e7953c366a4d49feb2bb34c29805eabc.bindPopup(popup_5fbdbdef7d7d4e52a71faef802c0cd8a)
        ;

        
    
    
            var circle_marker_7984fe1bd44e47feb32945914a20db94 = L.circleMarker(
                [43.7869473, -79.385975],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8eb27e8f45764f64bfd8841473d0b955 = L.popup({"maxWidth": "100%"});

        
            var html_7fecd2ff34a24c1f97f6e9f08352d209 = $(`<div id="html_7fecd2ff34a24c1f97f6e9f08352d209" style="width: 100.0%; height: 100.0%;">Bayview Village Cluster 3.0</div>`)[0];
            popup_8eb27e8f45764f64bfd8841473d0b955.setContent(html_7fecd2ff34a24c1f97f6e9f08352d209);
        

        circle_marker_7984fe1bd44e47feb32945914a20db94.bindPopup(popup_8eb27e8f45764f64bfd8841473d0b955)
        ;

        
    
    
            var circle_marker_179b64dad26b4085b273f21aab655305 = L.circleMarker(
                [43.7574902, -79.37471409999999],
                {"bubblingMouseEvents": true, "color": "#ffb360", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffb360", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_af26f7b03fe74037bcd1bee89fed1442 = L.popup({"maxWidth": "100%"});

        
            var html_90da253a3021476c981173f678c8d8c9 = $(`<div id="html_90da253a3021476c981173f678c8d8c9" style="width: 100.0%; height: 100.0%;">Silver Hills, York Mills Cluster 4.0</div>`)[0];
            popup_af26f7b03fe74037bcd1bee89fed1442.setContent(html_90da253a3021476c981173f678c8d8c9);
        

        circle_marker_179b64dad26b4085b273f21aab655305.bindPopup(popup_af26f7b03fe74037bcd1bee89fed1442)
        ;

        
    
    
            var circle_marker_486e5701facc4e8dbb9391ed32c14b6d = L.circleMarker(
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        var popup_bb28fda2ccc547c6852dd376af6ea555 = L.popup({"maxWidth": "100%"});

        
            var html_d05abf44ce6447d7b69ed5be25f2bcdb = $(`<div id="html_d05abf44ce6447d7b69ed5be25f2bcdb" style="width: 100.0%; height: 100.0%;">Willowdale South Cluster 0.0</div>`)[0];
            popup_bb28fda2ccc547c6852dd376af6ea555.setContent(html_d05abf44ce6447d7b69ed5be25f2bcdb);
        

        circle_marker_486e5701facc4e8dbb9391ed32c14b6d.bindPopup(popup_bb28fda2ccc547c6852dd376af6ea555)
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            var circle_marker_c76dd61131ad44069361eb7944d862c6 = L.circleMarker(
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        var popup_3e27b27abc9a4abfa48860ce9e775d5a = L.popup({"maxWidth": "100%"});

        
            var html_4ba15c57b82e4040b9d1bcbda95c2d45 = $(`<div id="html_4ba15c57b82e4040b9d1bcbda95c2d45" style="width: 100.0%; height: 100.0%;">York Mills West Cluster 1.0</div>`)[0];
            popup_3e27b27abc9a4abfa48860ce9e775d5a.setContent(html_4ba15c57b82e4040b9d1bcbda95c2d45);
        

        circle_marker_c76dd61131ad44069361eb7944d862c6.bindPopup(popup_3e27b27abc9a4abfa48860ce9e775d5a)
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            var circle_marker_81cd2efdf4914239b38732f499d2ab0c = L.circleMarker(
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        var popup_881a0b5c30264397a1f9da4170871faf = L.popup({"maxWidth": "100%"});

        
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            popup_881a0b5c30264397a1f9da4170871faf.setContent(html_df349282492e42718be25db6ec1909b7);
        

        circle_marker_81cd2efdf4914239b38732f499d2ab0c.bindPopup(popup_881a0b5c30264397a1f9da4170871faf)
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            var circle_marker_0d9770f0dc2f4ae69eaafb7e0fcb7048 = L.circleMarker(
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                {"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}
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        var popup_9c579c2fe46240b0a720501e914ce546 = L.popup({"maxWidth": "100%"});

        
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            popup_9c579c2fe46240b0a720501e914ce546.setContent(html_5ccb6057419944b9b8f53fa9fd72d247);
        

        circle_marker_0d9770f0dc2f4ae69eaafb7e0fcb7048.bindPopup(popup_9c579c2fe46240b0a720501e914ce546)
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            var circle_marker_e92567895b86462bb0bb0839e3182429 = L.circleMarker(
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        var popup_abc5ab7b40c94c2a9cfa8f4479c0435b = L.popup({"maxWidth": "100%"});

        
            var html_96422664d92e45f884a4129096c4f125 = $(`<div id="html_96422664d92e45f884a4129096c4f125" style="width: 100.0%; height: 100.0%;">Don Mills North Cluster 0.0</div>`)[0];
            popup_abc5ab7b40c94c2a9cfa8f4479c0435b.setContent(html_96422664d92e45f884a4129096c4f125);
        

        circle_marker_e92567895b86462bb0bb0839e3182429.bindPopup(popup_abc5ab7b40c94c2a9cfa8f4479c0435b)
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            var circle_marker_f70cc27eaf0a40ab9cca97cdf2f2889b = L.circleMarker(
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        var popup_44e14c8221e74c228e5521c31506f4ad = L.popup({"maxWidth": "100%"});

        
            var html_76c5456f27e04013a080af1a195d73f4 = $(`<div id="html_76c5456f27e04013a080af1a195d73f4" style="width: 100.0%; height: 100.0%;">Flemingdon Park, Don Mills South Cluster 0.0</div>`)[0];
            popup_44e14c8221e74c228e5521c31506f4ad.setContent(html_76c5456f27e04013a080af1a195d73f4);
        

        circle_marker_f70cc27eaf0a40ab9cca97cdf2f2889b.bindPopup(popup_44e14c8221e74c228e5521c31506f4ad)
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            var circle_marker_3556acd5d89e4ede8929e3271008e37c = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_af2ef46c1a95469db9e147edbaea2152 = L.popup({"maxWidth": "100%"});

        
            var html_42d8346c8c9e4c288244addd8f1ade74 = $(`<div id="html_42d8346c8c9e4c288244addd8f1ade74" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Downsview North, Wilson Heights Cluster 0.0</div>`)[0];
            popup_af2ef46c1a95469db9e147edbaea2152.setContent(html_42d8346c8c9e4c288244addd8f1ade74);
        

        circle_marker_3556acd5d89e4ede8929e3271008e37c.bindPopup(popup_af2ef46c1a95469db9e147edbaea2152)
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            var circle_marker_a33240b954bd4d0987856d26e783190a = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_430401b8602d4dbf8aa142ba8faec25b = L.popup({"maxWidth": "100%"});

        
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            popup_430401b8602d4dbf8aa142ba8faec25b.setContent(html_3bc459e7ebf24005b7e4123605b6c298);
        

        circle_marker_a33240b954bd4d0987856d26e783190a.bindPopup(popup_430401b8602d4dbf8aa142ba8faec25b)
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            var circle_marker_d8b9e0c2ecf744c18e85384bb7a06598 = L.circleMarker(
                [43.737473200000004, -79.46476329999999],
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        var popup_7a89d2c46e3d4b80bcb8c7094d160ad4 = L.popup({"maxWidth": "100%"});

        
            var html_b6d7608d64f0493f803e7608866a566f = $(`<div id="html_b6d7608d64f0493f803e7608866a566f" style="width: 100.0%; height: 100.0%;">CFB Toronto, Downsview East Cluster 1.0</div>`)[0];
            popup_7a89d2c46e3d4b80bcb8c7094d160ad4.setContent(html_b6d7608d64f0493f803e7608866a566f);
        

        circle_marker_d8b9e0c2ecf744c18e85384bb7a06598.bindPopup(popup_7a89d2c46e3d4b80bcb8c7094d160ad4)
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            var circle_marker_84d95ff534e242728f38cecbc4159c26 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_d1416fbe5db44830b81b5a5dab796e83 = L.popup({"maxWidth": "100%"});

        
            var html_4a8dcf9328e243fab985ae3b982ec1e6 = $(`<div id="html_4a8dcf9328e243fab985ae3b982ec1e6" style="width: 100.0%; height: 100.0%;">Downsview West Cluster 0.0</div>`)[0];
            popup_d1416fbe5db44830b81b5a5dab796e83.setContent(html_4a8dcf9328e243fab985ae3b982ec1e6);
        

        circle_marker_84d95ff534e242728f38cecbc4159c26.bindPopup(popup_d1416fbe5db44830b81b5a5dab796e83)
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            var circle_marker_18bbdb8272bb44d48f2f805b736c9b54 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_b1385d2c55d84f56ac66d16ffaf0369a = L.popup({"maxWidth": "100%"});

        
            var html_d841ffe636c64f199cfc6b253eed3644 = $(`<div id="html_d841ffe636c64f199cfc6b253eed3644" style="width: 100.0%; height: 100.0%;">Downsview Central Cluster 0.0</div>`)[0];
            popup_b1385d2c55d84f56ac66d16ffaf0369a.setContent(html_d841ffe636c64f199cfc6b253eed3644);
        

        circle_marker_18bbdb8272bb44d48f2f805b736c9b54.bindPopup(popup_b1385d2c55d84f56ac66d16ffaf0369a)
        ;

        
    
    
            var circle_marker_1bca48395b1842fdb079c765d63e4567 = L.circleMarker(
                [43.7616313, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_61aff4ad74224e289131778a2989bcc8 = L.popup({"maxWidth": "100%"});

        
            var html_16444a15815c4488a62d6093b3efe5b5 = $(`<div id="html_16444a15815c4488a62d6093b3efe5b5" style="width: 100.0%; height: 100.0%;">Downsview Northwest Cluster 0.0</div>`)[0];
            popup_61aff4ad74224e289131778a2989bcc8.setContent(html_16444a15815c4488a62d6093b3efe5b5);
        

        circle_marker_1bca48395b1842fdb079c765d63e4567.bindPopup(popup_61aff4ad74224e289131778a2989bcc8)
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            var circle_marker_c07d6a5203d44feeba11d35bded011d0 = L.circleMarker(
                [43.725882299999995, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_a04b2e23666649b082a94c0807c0a779 = L.popup({"maxWidth": "100%"});

        
            var html_1bb2413cfd5948f7bd2f8ef02fe63c27 = $(`<div id="html_1bb2413cfd5948f7bd2f8ef02fe63c27" style="width: 100.0%; height: 100.0%;">Victoria Village Cluster 0.0</div>`)[0];
            popup_a04b2e23666649b082a94c0807c0a779.setContent(html_1bb2413cfd5948f7bd2f8ef02fe63c27);
        

        circle_marker_c07d6a5203d44feeba11d35bded011d0.bindPopup(popup_a04b2e23666649b082a94c0807c0a779)
        ;

        
    
    
            var circle_marker_f021e283b9f44ad2a2ac982ebc00104a = L.circleMarker(
                [43.7063972, -79.309937],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_c08e2b51dbdf44ccbfff54a077cfb4b0 = L.popup({"maxWidth": "100%"});

        
            var html_17ead4655999419485c8b742d8915b27 = $(`<div id="html_17ead4655999419485c8b742d8915b27" style="width: 100.0%; height: 100.0%;">Woodbine Gardens, Parkview Hill Cluster 0.0</div>`)[0];
            popup_c08e2b51dbdf44ccbfff54a077cfb4b0.setContent(html_17ead4655999419485c8b742d8915b27);
        

        circle_marker_f021e283b9f44ad2a2ac982ebc00104a.bindPopup(popup_c08e2b51dbdf44ccbfff54a077cfb4b0)
        ;

        
    
    
            var circle_marker_b833d53a35ba437b9f804695a4a4c7d7 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_282ed3f8c9a44afe9b6571ffdf90cb8b = L.popup({"maxWidth": "100%"});

        
            var html_98f0213a9cc14166a3c07d666cf36f54 = $(`<div id="html_98f0213a9cc14166a3c07d666cf36f54" style="width: 100.0%; height: 100.0%;">Woodbine Heights Cluster 0.0</div>`)[0];
            popup_282ed3f8c9a44afe9b6571ffdf90cb8b.setContent(html_98f0213a9cc14166a3c07d666cf36f54);
        

        circle_marker_b833d53a35ba437b9f804695a4a4c7d7.bindPopup(popup_282ed3f8c9a44afe9b6571ffdf90cb8b)
        ;

        
    
    
            var circle_marker_554ab3734f754b638ef8704af9045912 = L.circleMarker(
                [43.67635739999999, -79.2930312],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_602abe2b7f7644d48a73fed98b0375eb = L.popup({"maxWidth": "100%"});

        
            var html_9431b929d96743ee93ef49c66e0ae24a = $(`<div id="html_9431b929d96743ee93ef49c66e0ae24a" style="width: 100.0%; height: 100.0%;">The Beaches Cluster 0.0</div>`)[0];
            popup_602abe2b7f7644d48a73fed98b0375eb.setContent(html_9431b929d96743ee93ef49c66e0ae24a);
        

        circle_marker_554ab3734f754b638ef8704af9045912.bindPopup(popup_602abe2b7f7644d48a73fed98b0375eb)
        ;

        
    
    
            var circle_marker_f2dcd77369134d2fa1f7a9e979d3deac = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_e3f9feaeddee479b92e23c3e3475ad74 = L.popup({"maxWidth": "100%"});

        
            var html_b6e303db6f1e43e9b126038bc1c4201c = $(`<div id="html_b6e303db6f1e43e9b126038bc1c4201c" style="width: 100.0%; height: 100.0%;">Leaside Cluster 0.0</div>`)[0];
            popup_e3f9feaeddee479b92e23c3e3475ad74.setContent(html_b6e303db6f1e43e9b126038bc1c4201c);
        

        circle_marker_f2dcd77369134d2fa1f7a9e979d3deac.bindPopup(popup_e3f9feaeddee479b92e23c3e3475ad74)
        ;

        
    
    
            var circle_marker_7bb58f2079a54b0fb7772e94bf0f5ec5 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_49d966e409bd4f788df2443b965fcd73 = L.popup({"maxWidth": "100%"});

        
            var html_c530758764d94f0aa8be5d34ee4af95f = $(`<div id="html_c530758764d94f0aa8be5d34ee4af95f" style="width: 100.0%; height: 100.0%;">Thorncliffe Park Cluster 0.0</div>`)[0];
            popup_49d966e409bd4f788df2443b965fcd73.setContent(html_c530758764d94f0aa8be5d34ee4af95f);
        

        circle_marker_7bb58f2079a54b0fb7772e94bf0f5ec5.bindPopup(popup_49d966e409bd4f788df2443b965fcd73)
        ;

        
    
    
            var circle_marker_e4fc0529992a45aead7559e59b3ac218 = L.circleMarker(
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                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_69fb4a22065a4f918b5103d07d0b39e3 = L.popup({"maxWidth": "100%"});

        
            var html_43804331a0cc4bb9b3af5568c684bcf4 = $(`<div id="html_43804331a0cc4bb9b3af5568c684bcf4" style="width: 100.0%; height: 100.0%;">East Toronto Cluster 1.0</div>`)[0];
            popup_69fb4a22065a4f918b5103d07d0b39e3.setContent(html_43804331a0cc4bb9b3af5568c684bcf4);
        

        circle_marker_e4fc0529992a45aead7559e59b3ac218.bindPopup(popup_69fb4a22065a4f918b5103d07d0b39e3)
        ;

        
    
    
            var circle_marker_f79236e1b31a4cdcbc1ff28c91404c0a = L.circleMarker(
                [43.6795571, -79.352188],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_5cd03499a9aa4d51b27d4acc693f212b = L.popup({"maxWidth": "100%"});

        
            var html_f258ec8bddc04a22b7ccc182a149a082 = $(`<div id="html_f258ec8bddc04a22b7ccc182a149a082" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale Cluster 0.0</div>`)[0];
            popup_5cd03499a9aa4d51b27d4acc693f212b.setContent(html_f258ec8bddc04a22b7ccc182a149a082);
        

        circle_marker_f79236e1b31a4cdcbc1ff28c91404c0a.bindPopup(popup_5cd03499a9aa4d51b27d4acc693f212b)
        ;

        
    
    
            var circle_marker_5b40ab4591154e4aa43f9a626f2c9850 = L.circleMarker(
                [43.6689985, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_e7bdf553d50d4a86a7b3fe5d958fd825 = L.popup({"maxWidth": "100%"});

        
            var html_5acc5dedccc7491bba5e14b6c1f4e7a2 = $(`<div id="html_5acc5dedccc7491bba5e14b6c1f4e7a2" style="width: 100.0%; height: 100.0%;">The Beaches West, India Bazaar Cluster 0.0</div>`)[0];
            popup_e7bdf553d50d4a86a7b3fe5d958fd825.setContent(html_5acc5dedccc7491bba5e14b6c1f4e7a2);
        

        circle_marker_5b40ab4591154e4aa43f9a626f2c9850.bindPopup(popup_e7bdf553d50d4a86a7b3fe5d958fd825)
        ;

        
    
    
            var circle_marker_0430698b2fb1451f967fc579c125a1f2 = L.circleMarker(
                [43.6595255, -79.340923],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_7495f703e752494d8323d1c5297d4b67 = L.popup({"maxWidth": "100%"});

        
            var html_e58cb61bae634efb9c7af40259daf84f = $(`<div id="html_e58cb61bae634efb9c7af40259daf84f" style="width: 100.0%; height: 100.0%;">Studio District Cluster 0.0</div>`)[0];
            popup_7495f703e752494d8323d1c5297d4b67.setContent(html_e58cb61bae634efb9c7af40259daf84f);
        

        circle_marker_0430698b2fb1451f967fc579c125a1f2.bindPopup(popup_7495f703e752494d8323d1c5297d4b67)
        ;

        
    
    
            var circle_marker_cfcb427a7648490eafb5d36b575f4d14 = 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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_3d0c53286777451190e8dae51249031d = L.popup({"maxWidth": "100%"});

        
            var html_6cda7057af224ec5b279a2a98e740f14 = $(`<div id="html_6cda7057af224ec5b279a2a98e740f14" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 1.0</div>`)[0];
            popup_3d0c53286777451190e8dae51249031d.setContent(html_6cda7057af224ec5b279a2a98e740f14);
        

        circle_marker_cfcb427a7648490eafb5d36b575f4d14.bindPopup(popup_3d0c53286777451190e8dae51249031d)
        ;

        
    
    
            var circle_marker_c6b5a0afa6f946c2964b6e85b754be1d = L.circleMarker(
                [43.7127511, -79.3901975],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_19fde65be7a445a6aaabe9f9b7c186d8 = L.popup({"maxWidth": "100%"});

        
            var html_a77d95dfbf954dd5a4db251c479d2449 = $(`<div id="html_a77d95dfbf954dd5a4db251c479d2449" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 0.0</div>`)[0];
            popup_19fde65be7a445a6aaabe9f9b7c186d8.setContent(html_a77d95dfbf954dd5a4db251c479d2449);
        

        circle_marker_c6b5a0afa6f946c2964b6e85b754be1d.bindPopup(popup_19fde65be7a445a6aaabe9f9b7c186d8)
        ;

        
    
    
            var circle_marker_045db50059fb4fe4a43da5c5d6735290 = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_0322a12f7387498289587ce80ed30316 = L.popup({"maxWidth": "100%"});

        
            var html_4028cd7f2bc843b99b186257c75ed7d7 = $(`<div id="html_4028cd7f2bc843b99b186257c75ed7d7" style="width: 100.0%; height: 100.0%;">North Toronto West Cluster 0.0</div>`)[0];
            popup_0322a12f7387498289587ce80ed30316.setContent(html_4028cd7f2bc843b99b186257c75ed7d7);
        

        circle_marker_045db50059fb4fe4a43da5c5d6735290.bindPopup(popup_0322a12f7387498289587ce80ed30316)
        ;

        
    
    
            var circle_marker_cb08388e2805465099ade45381f09d3a = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_cd843dc596b84724a389a652a9abfbd8 = L.popup({"maxWidth": "100%"});

        
            var html_39d24458efaf42fda2dafb18f79c2368 = $(`<div id="html_39d24458efaf42fda2dafb18f79c2368" style="width: 100.0%; height: 100.0%;">Davisville Cluster 0.0</div>`)[0];
            popup_cd843dc596b84724a389a652a9abfbd8.setContent(html_39d24458efaf42fda2dafb18f79c2368);
        

        circle_marker_cb08388e2805465099ade45381f09d3a.bindPopup(popup_cd843dc596b84724a389a652a9abfbd8)
        ;

        
    
    
            var circle_marker_699a5f2f29234eb3bd8e3165f5c684b8 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_c53c575c77a847b3b568c0ca8c859c21 = L.popup({"maxWidth": "100%"});

        
            var html_d70db403b7c5471d974aa7f4239330c5 = $(`<div id="html_d70db403b7c5471d974aa7f4239330c5" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East Cluster 0.0</div>`)[0];
            popup_c53c575c77a847b3b568c0ca8c859c21.setContent(html_d70db403b7c5471d974aa7f4239330c5);
        

        circle_marker_699a5f2f29234eb3bd8e3165f5c684b8.bindPopup(popup_c53c575c77a847b3b568c0ca8c859c21)
        ;

        
    
    
            var circle_marker_f48ad07e8b6c44f686ae1c1fff3df6a2 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_727ba9ba01a0423f885f4b86690a61c7 = L.popup({"maxWidth": "100%"});

        
            var html_12726c657fee482cb35fe7413c6dc2f2 = $(`<div id="html_12726c657fee482cb35fe7413c6dc2f2" style="width: 100.0%; height: 100.0%;">Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West Cluster 0.0</div>`)[0];
            popup_727ba9ba01a0423f885f4b86690a61c7.setContent(html_12726c657fee482cb35fe7413c6dc2f2);
        

        circle_marker_f48ad07e8b6c44f686ae1c1fff3df6a2.bindPopup(popup_727ba9ba01a0423f885f4b86690a61c7)
        ;

        
    
    
            var circle_marker_c5f6e9079538466db3a8f0d828fbc194 = 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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_f4da728eb21546868e796b17360149d9 = L.popup({"maxWidth": "100%"});

        
            var html_5ca524f343aa47d2becda2448bbeee10 = $(`<div id="html_5ca524f343aa47d2becda2448bbeee10" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 1.0</div>`)[0];
            popup_f4da728eb21546868e796b17360149d9.setContent(html_5ca524f343aa47d2becda2448bbeee10);
        

        circle_marker_c5f6e9079538466db3a8f0d828fbc194.bindPopup(popup_f4da728eb21546868e796b17360149d9)
        ;

        
    
    
            var circle_marker_6f61d8ee11de418baed5a22a2bd5489f = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_45f94a41219b443290bd58ec8693f157 = L.popup({"maxWidth": "100%"});

        
            var html_611954a89d2344098ded8f21d9c4380e = $(`<div id="html_611954a89d2344098ded8f21d9c4380e" style="width: 100.0%; height: 100.0%;">Cabbagetown, St. James Town Cluster 0.0</div>`)[0];
            popup_45f94a41219b443290bd58ec8693f157.setContent(html_611954a89d2344098ded8f21d9c4380e);
        

        circle_marker_6f61d8ee11de418baed5a22a2bd5489f.bindPopup(popup_45f94a41219b443290bd58ec8693f157)
        ;

        
    
    
            var circle_marker_3c384cd4a8bf4bcd95d289620a55d46d = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_ea12f5e0bd5643cca54af1e6bd19fe80 = L.popup({"maxWidth": "100%"});

        
            var html_bffb87ce510e4e9caee451972f452105 = $(`<div id="html_bffb87ce510e4e9caee451972f452105" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 0.0</div>`)[0];
            popup_ea12f5e0bd5643cca54af1e6bd19fe80.setContent(html_bffb87ce510e4e9caee451972f452105);
        

        circle_marker_3c384cd4a8bf4bcd95d289620a55d46d.bindPopup(popup_ea12f5e0bd5643cca54af1e6bd19fe80)
        ;

        
    
    
            var circle_marker_7826c5f5a6064512aa50694fe286c82b = L.circleMarker(
                [43.6542599, -79.3606359],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_5dc48ad4726f4deb86b4c75fececb435 = L.popup({"maxWidth": "100%"});

        
            var html_f6b4550baad549d9935dd607e2ec4fa9 = $(`<div id="html_f6b4550baad549d9935dd607e2ec4fa9" style="width: 100.0%; height: 100.0%;">Harbourfront, Regent Park Cluster 0.0</div>`)[0];
            popup_5dc48ad4726f4deb86b4c75fececb435.setContent(html_f6b4550baad549d9935dd607e2ec4fa9);
        

        circle_marker_7826c5f5a6064512aa50694fe286c82b.bindPopup(popup_5dc48ad4726f4deb86b4c75fececb435)
        ;

        
    
    
            var circle_marker_37b95ccbfeca44fbbc4c08ec22fc7e60 = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8249265f2efa4c2ca76ec1f17d2573bb = L.popup({"maxWidth": "100%"});

        
            var html_66fd242522ec45c3a73935d2dd9abb40 = $(`<div id="html_66fd242522ec45c3a73935d2dd9abb40" style="width: 100.0%; height: 100.0%;">Ryerson, Garden District Cluster 0.0</div>`)[0];
            popup_8249265f2efa4c2ca76ec1f17d2573bb.setContent(html_66fd242522ec45c3a73935d2dd9abb40);
        

        circle_marker_37b95ccbfeca44fbbc4c08ec22fc7e60.bindPopup(popup_8249265f2efa4c2ca76ec1f17d2573bb)
        ;

        
    
    
            var circle_marker_009e0a772acc4e4daad7384fd11d7e9e = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_44374a631be142b8abe9d4b38c62363b = L.popup({"maxWidth": "100%"});

        
            var html_40349f7a979f4ca9a7b7647689cf69be = $(`<div id="html_40349f7a979f4ca9a7b7647689cf69be" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 0.0</div>`)[0];
            popup_44374a631be142b8abe9d4b38c62363b.setContent(html_40349f7a979f4ca9a7b7647689cf69be);
        

        circle_marker_009e0a772acc4e4daad7384fd11d7e9e.bindPopup(popup_44374a631be142b8abe9d4b38c62363b)
        ;

        
    
    
            var circle_marker_1ec46fcc512242328b567d3213a0b3ad = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_7c40c8417e3b4aa488ee4ef8d13af14a = L.popup({"maxWidth": "100%"});

        
            var html_10f9c0015a714ff1af328a2b82dcb79b = $(`<div id="html_10f9c0015a714ff1af328a2b82dcb79b" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 0.0</div>`)[0];
            popup_7c40c8417e3b4aa488ee4ef8d13af14a.setContent(html_10f9c0015a714ff1af328a2b82dcb79b);
        

        circle_marker_1ec46fcc512242328b567d3213a0b3ad.bindPopup(popup_7c40c8417e3b4aa488ee4ef8d13af14a)
        ;

        
    
    
            var circle_marker_3a659e70a8cf4c8991f3a722035d4252 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_cf37dcbc150f4471a7ff9880c3c142aa = L.popup({"maxWidth": "100%"});

        
            var html_78caad89087c4dc8aaa990272e6a44de = $(`<div id="html_78caad89087c4dc8aaa990272e6a44de" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 0.0</div>`)[0];
            popup_cf37dcbc150f4471a7ff9880c3c142aa.setContent(html_78caad89087c4dc8aaa990272e6a44de);
        

        circle_marker_3a659e70a8cf4c8991f3a722035d4252.bindPopup(popup_cf37dcbc150f4471a7ff9880c3c142aa)
        ;

        
    
    
            var circle_marker_e1d35f3962804363968b0023d19f3bad = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_bdc0c87fd1364e00aa1ffe7db25a90b1 = L.popup({"maxWidth": "100%"});

        
            var html_86046b1d460f4ab59f6f53ae42b6bc69 = $(`<div id="html_86046b1d460f4ab59f6f53ae42b6bc69" style="width: 100.0%; height: 100.0%;">Adelaide, King, Richmond Cluster 0.0</div>`)[0];
            popup_bdc0c87fd1364e00aa1ffe7db25a90b1.setContent(html_86046b1d460f4ab59f6f53ae42b6bc69);
        

        circle_marker_e1d35f3962804363968b0023d19f3bad.bindPopup(popup_bdc0c87fd1364e00aa1ffe7db25a90b1)
        ;

        
    
    
            var circle_marker_ac498699cf1643a9b0629e6c9d792c32 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_24bfc519c01742b7a09d73b75d839024 = L.popup({"maxWidth": "100%"});

        
            var html_58976d966fbc438693fec611633476e6 = $(`<div id="html_58976d966fbc438693fec611633476e6" style="width: 100.0%; height: 100.0%;">Harbourfront East, Toronto Islands, Union Station Cluster 0.0</div>`)[0];
            popup_24bfc519c01742b7a09d73b75d839024.setContent(html_58976d966fbc438693fec611633476e6);
        

        circle_marker_ac498699cf1643a9b0629e6c9d792c32.bindPopup(popup_24bfc519c01742b7a09d73b75d839024)
        ;

        
    
    
            var circle_marker_99c7b3cd402841518a7b9ee4b5902045 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_1e6d9e24bc1a46eca6ad905e6c928558 = L.popup({"maxWidth": "100%"});

        
            var html_b7fa125f7dee422599ab0d825a041a97 = $(`<div id="html_b7fa125f7dee422599ab0d825a041a97" style="width: 100.0%; height: 100.0%;">Design Exchange, Toronto Dominion Centre Cluster 0.0</div>`)[0];
            popup_1e6d9e24bc1a46eca6ad905e6c928558.setContent(html_b7fa125f7dee422599ab0d825a041a97);
        

        circle_marker_99c7b3cd402841518a7b9ee4b5902045.bindPopup(popup_1e6d9e24bc1a46eca6ad905e6c928558)
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            var circle_marker_6854b688bb4340b297134faa0344e6f6 = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_57b79115a2bc4660bc4fcd211e7d1224 = L.popup({"maxWidth": "100%"});

        
            var html_e44751165bab4298b70c6fb4b706b024 = $(`<div id="html_e44751165bab4298b70c6fb4b706b024" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel Cluster 0.0</div>`)[0];
            popup_57b79115a2bc4660bc4fcd211e7d1224.setContent(html_e44751165bab4298b70c6fb4b706b024);
        

        circle_marker_6854b688bb4340b297134faa0344e6f6.bindPopup(popup_57b79115a2bc4660bc4fcd211e7d1224)
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            var circle_marker_907f32cde12041e9a951095397c5de50 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_aff75f346f904e58b043d4eb1d7df059 = L.popup({"maxWidth": "100%"});

        
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            popup_aff75f346f904e58b043d4eb1d7df059.setContent(html_061a5f911b1441de8c687b2274af267f);
        

        circle_marker_907f32cde12041e9a951095397c5de50.bindPopup(popup_aff75f346f904e58b043d4eb1d7df059)
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            var circle_marker_d749122cfd124fbe92a2879fb41028e9 = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_9a7a510417b143dca2aef4bb67e7a885 = L.popup({"maxWidth": "100%"});

        
            var html_ad983e92db894907b86ead6b652ed11b = $(`<div id="html_ad983e92db894907b86ead6b652ed11b" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 0.0</div>`)[0];
            popup_9a7a510417b143dca2aef4bb67e7a885.setContent(html_ad983e92db894907b86ead6b652ed11b);
        

        circle_marker_d749122cfd124fbe92a2879fb41028e9.bindPopup(popup_9a7a510417b143dca2aef4bb67e7a885)
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            var circle_marker_9bdba185c4174196854bed985fa9179f = L.circleMarker(
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            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_e23d9b05da0b4c11b13bf42bc954324a = L.popup({"maxWidth": "100%"});

        
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            popup_e23d9b05da0b4c11b13bf42bc954324a.setContent(html_8f800abefc3a48fd94aac9d0b653e5f8);
        

        circle_marker_9bdba185c4174196854bed985fa9179f.bindPopup(popup_e23d9b05da0b4c11b13bf42bc954324a)
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            var circle_marker_e5614765c80d46608e0cafb5cbbce2a1 = L.circleMarker(
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        var popup_9051ed5d539a414fa18044f3010cfdb8 = L.popup({"maxWidth": "100%"});

        
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            popup_9051ed5d539a414fa18044f3010cfdb8.setContent(html_88422920caa44012a604ae0e68787632);
        

        circle_marker_e5614765c80d46608e0cafb5cbbce2a1.bindPopup(popup_9051ed5d539a414fa18044f3010cfdb8)
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            var circle_marker_9295f23fef324b2daeebb76992a6d9a3 = L.circleMarker(
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            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_78c6096c1530457496f7eb15305446ba = L.popup({"maxWidth": "100%"});

        
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            popup_78c6096c1530457496f7eb15305446ba.setContent(html_6ca3a63decf44587b8fa220f38df49ca);
        

        circle_marker_9295f23fef324b2daeebb76992a6d9a3.bindPopup(popup_78c6096c1530457496f7eb15305446ba)
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            var circle_marker_215cdcc636bb441a924c30e7eebec595 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_fe69a11c963743ba9c3906f8dca45077 = L.popup({"maxWidth": "100%"});

        
            var html_1f148bda41154c828c23871e6fbb2ccb = $(`<div id="html_1f148bda41154c828c23871e6fbb2ccb" style="width: 100.0%; height: 100.0%;">Chinatown, Grange Park, Kensington Market Cluster 0.0</div>`)[0];
            popup_fe69a11c963743ba9c3906f8dca45077.setContent(html_1f148bda41154c828c23871e6fbb2ccb);
        

        circle_marker_215cdcc636bb441a924c30e7eebec595.bindPopup(popup_fe69a11c963743ba9c3906f8dca45077)
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            var circle_marker_15b44c95fe2248ed9c28a46d36fdb921 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8850ba30187042cc9bc3add5a5008fcc = L.popup({"maxWidth": "100%"});

        
            var html_c53abe56953242829850efc7f78a1593 = $(`<div id="html_c53abe56953242829850efc7f78a1593" style="width: 100.0%; height: 100.0%;">CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara Cluster 0.0</div>`)[0];
            popup_8850ba30187042cc9bc3add5a5008fcc.setContent(html_c53abe56953242829850efc7f78a1593);
        

        circle_marker_15b44c95fe2248ed9c28a46d36fdb921.bindPopup(popup_8850ba30187042cc9bc3add5a5008fcc)
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            var circle_marker_b3455d8c523f4fb3bec341311e30d24d = L.circleMarker(
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            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_ec0702e66f4b4acda687f69889ff708c = L.popup({"maxWidth": "100%"});

        
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            popup_ec0702e66f4b4acda687f69889ff708c.setContent(html_30b80679842c4a21b3c4eaf3c41f7b17);
        

        circle_marker_b3455d8c523f4fb3bec341311e30d24d.bindPopup(popup_ec0702e66f4b4acda687f69889ff708c)
        ;

        
    
    
            var circle_marker_36f86ea01c7d41099f2d0de560693458 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_91c5d02b015b4509a375e2f29400e38d = L.popup({"maxWidth": "100%"});

        
            var html_5335f7344ff1479f92e3c59177a137aa = $(`<div id="html_5335f7344ff1479f92e3c59177a137aa" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 0.0</div>`)[0];
            popup_91c5d02b015b4509a375e2f29400e38d.setContent(html_5335f7344ff1479f92e3c59177a137aa);
        

        circle_marker_36f86ea01c7d41099f2d0de560693458.bindPopup(popup_91c5d02b015b4509a375e2f29400e38d)
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            var circle_marker_af62ddc45e0f435ba5b36fc91b25476b = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_493c15e3282e4a56a602966faa9de4ea = L.popup({"maxWidth": "100%"});

        
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            popup_493c15e3282e4a56a602966faa9de4ea.setContent(html_54e4507ab50349d28fddde622164fc8e);
        

        circle_marker_af62ddc45e0f435ba5b36fc91b25476b.bindPopup(popup_493c15e3282e4a56a602966faa9de4ea)
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            var circle_marker_8a524377e2534aa1a3c298d093e32474 = L.circleMarker(
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                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_c7a9bc333fc54475a876f804b809db89 = L.popup({"maxWidth": "100%"});

        
            var html_eb1b143a14ae4fc7bc543c2244f69a55 = $(`<div id="html_eb1b143a14ae4fc7bc543c2244f69a55" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 1.0</div>`)[0];
            popup_c7a9bc333fc54475a876f804b809db89.setContent(html_eb1b143a14ae4fc7bc543c2244f69a55);
        

        circle_marker_8a524377e2534aa1a3c298d093e32474.bindPopup(popup_c7a9bc333fc54475a876f804b809db89)
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            var circle_marker_be85b0952be4466199e4de86fcc31b09 = L.circleMarker(
                [43.6937813, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_50d80c47a16944f6ba123e5bc262cdd1 = L.popup({"maxWidth": "100%"});

        
            var html_9e01e49ca9db4cc6801cb5bba16637c7 = $(`<div id="html_9e01e49ca9db4cc6801cb5bba16637c7" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale Cluster 0.0</div>`)[0];
            popup_50d80c47a16944f6ba123e5bc262cdd1.setContent(html_9e01e49ca9db4cc6801cb5bba16637c7);
        

        circle_marker_be85b0952be4466199e4de86fcc31b09.bindPopup(popup_50d80c47a16944f6ba123e5bc262cdd1)
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            var circle_marker_5e3c44af12c44bb0b852ca8d0dff1cca = L.circleMarker(
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                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_aa645fae2b3c45eda5763123dcabcb8c = L.popup({"maxWidth": "100%"});

        
            var html_e4b19bc6d61746e5a4a052974df1e4c0 = $(`<div id="html_e4b19bc6d61746e5a4a052974df1e4c0" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks Cluster 1.0</div>`)[0];
            popup_aa645fae2b3c45eda5763123dcabcb8c.setContent(html_e4b19bc6d61746e5a4a052974df1e4c0);
        

        circle_marker_5e3c44af12c44bb0b852ca8d0dff1cca.bindPopup(popup_aa645fae2b3c45eda5763123dcabcb8c)
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            var circle_marker_a8d257c103014829953965f98d8086b0 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_60e79631a0a6416b9d12d0be89b87084 = L.popup({"maxWidth": "100%"});

        
            var html_2609e3a06f844173a06f6436c02ecf4e = $(`<div id="html_2609e3a06f844173a06f6436c02ecf4e" style="width: 100.0%; height: 100.0%;">Christie Cluster 0.0</div>`)[0];
            popup_60e79631a0a6416b9d12d0be89b87084.setContent(html_2609e3a06f844173a06f6436c02ecf4e);
        

        circle_marker_a8d257c103014829953965f98d8086b0.bindPopup(popup_60e79631a0a6416b9d12d0be89b87084)
        ;

        
    
    
            var circle_marker_54c452f5ef724a378fae0cd612506d1d = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_77fc0e1043424b019db7c4d88fe2e9d7 = L.popup({"maxWidth": "100%"});

        
            var html_63a22845260944b8b191ec45d6d28c2d = $(`<div id="html_63a22845260944b8b191ec45d6d28c2d" style="width: 100.0%; height: 100.0%;">Dovercourt Village, Dufferin Cluster 0.0</div>`)[0];
            popup_77fc0e1043424b019db7c4d88fe2e9d7.setContent(html_63a22845260944b8b191ec45d6d28c2d);
        

        circle_marker_54c452f5ef724a378fae0cd612506d1d.bindPopup(popup_77fc0e1043424b019db7c4d88fe2e9d7)
        ;

        
    
    
            var circle_marker_9f625850f92b40a8a001dd0dc62ee9d1 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_9a124abee6e8448eae3f8bcfaaa5d242 = L.popup({"maxWidth": "100%"});

        
            var html_678f2744e0e5482db8d67e3dd90b9524 = $(`<div id="html_678f2744e0e5482db8d67e3dd90b9524" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 0.0</div>`)[0];
            popup_9a124abee6e8448eae3f8bcfaaa5d242.setContent(html_678f2744e0e5482db8d67e3dd90b9524);
        

        circle_marker_9f625850f92b40a8a001dd0dc62ee9d1.bindPopup(popup_9a124abee6e8448eae3f8bcfaaa5d242)
        ;

        
    
    
            var circle_marker_13104d7586324a05994ba16b9c8f2645 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_c8f58b33348c481a964e2b0a8cf67b13 = L.popup({"maxWidth": "100%"});

        
            var html_a87c5d76339e4c8999f09a40d6e623ec = $(`<div id="html_a87c5d76339e4c8999f09a40d6e623ec" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village Cluster 0.0</div>`)[0];
            popup_c8f58b33348c481a964e2b0a8cf67b13.setContent(html_a87c5d76339e4c8999f09a40d6e623ec);
        

        circle_marker_13104d7586324a05994ba16b9c8f2645.bindPopup(popup_c8f58b33348c481a964e2b0a8cf67b13)
        ;

        
    
    
            var circle_marker_1fd07e2fce4d4afba3716e28cd051a93 = L.circleMarker(
                [43.713756200000006, -79.4900738],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_6ea533a3f21944b1beddecaa03bea985 = L.popup({"maxWidth": "100%"});

        
            var html_96c8e42e9c6c46399c05892f33d2d2ae = $(`<div id="html_96c8e42e9c6c46399c05892f33d2d2ae" style="width: 100.0%; height: 100.0%;">Downsview, North Park, Upwood Park Cluster 0.0</div>`)[0];
            popup_6ea533a3f21944b1beddecaa03bea985.setContent(html_96c8e42e9c6c46399c05892f33d2d2ae);
        

        circle_marker_1fd07e2fce4d4afba3716e28cd051a93.bindPopup(popup_6ea533a3f21944b1beddecaa03bea985)
        ;

        
    
    
            var circle_marker_af1d6486b52845c2a7a779f8659814ac = L.circleMarker(
                [43.6911158, -79.47601329999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_c225c95748444171a74b5a7b1b9b69dd = L.popup({"maxWidth": "100%"});

        
            var html_6e9e3c5aba334e75854279293402358c = $(`<div id="html_6e9e3c5aba334e75854279293402358c" style="width: 100.0%; height: 100.0%;">Del Ray, Keelesdale, Mount Dennis, Silverthorn Cluster 0.0</div>`)[0];
            popup_c225c95748444171a74b5a7b1b9b69dd.setContent(html_6e9e3c5aba334e75854279293402358c);
        

        circle_marker_af1d6486b52845c2a7a779f8659814ac.bindPopup(popup_c225c95748444171a74b5a7b1b9b69dd)
        ;

        
    
    
            var circle_marker_451ef029e69747ab9aa1653e2ebbe3bb = L.circleMarker(
                [43.67318529999999, -79.48726190000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_3764afe1dd7d412098698b1ffc949dff = L.popup({"maxWidth": "100%"});

        
            var html_5ad8475208474dd28a7ddbfa5e9972ae = $(`<div id="html_5ad8475208474dd28a7ddbfa5e9972ae" style="width: 100.0%; height: 100.0%;">The Junction North, Runnymede Cluster 0.0</div>`)[0];
            popup_3764afe1dd7d412098698b1ffc949dff.setContent(html_5ad8475208474dd28a7ddbfa5e9972ae);
        

        circle_marker_451ef029e69747ab9aa1653e2ebbe3bb.bindPopup(popup_3764afe1dd7d412098698b1ffc949dff)
        ;

        
    
    
            var circle_marker_58ad3143a69a46658734d7ed26b45efc = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_7dd6177903f244bda688da4d228aa38f = L.popup({"maxWidth": "100%"});

        
            var html_b7dce9dae4124db6a6bfa50af4f3734d = $(`<div id="html_b7dce9dae4124db6a6bfa50af4f3734d" style="width: 100.0%; height: 100.0%;">High Park, The Junction South Cluster 0.0</div>`)[0];
            popup_7dd6177903f244bda688da4d228aa38f.setContent(html_b7dce9dae4124db6a6bfa50af4f3734d);
        

        circle_marker_58ad3143a69a46658734d7ed26b45efc.bindPopup(popup_7dd6177903f244bda688da4d228aa38f)
        ;

        
    
    
            var circle_marker_5b99d7d691e646bcab814d8f4a2c60fb = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_e722e915698b4a98bf8a9d487284e932 = L.popup({"maxWidth": "100%"});

        
            var html_c4bbd3e470414dc7b0b3e071d8fe88c8 = $(`<div id="html_c4bbd3e470414dc7b0b3e071d8fe88c8" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles Cluster 0.0</div>`)[0];
            popup_e722e915698b4a98bf8a9d487284e932.setContent(html_c4bbd3e470414dc7b0b3e071d8fe88c8);
        

        circle_marker_5b99d7d691e646bcab814d8f4a2c60fb.bindPopup(popup_e722e915698b4a98bf8a9d487284e932)
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            var circle_marker_5b5d173f23c64207a28e0192f479b1d1 = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_34718bcc448743de8c94d7dfba0c050d = L.popup({"maxWidth": "100%"});

        
            var html_29f311f4ee9d40b598c0dbdd54f8b6df = $(`<div id="html_29f311f4ee9d40b598c0dbdd54f8b6df" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 0.0</div>`)[0];
            popup_34718bcc448743de8c94d7dfba0c050d.setContent(html_29f311f4ee9d40b598c0dbdd54f8b6df);
        

        circle_marker_5b5d173f23c64207a28e0192f479b1d1.bindPopup(popup_34718bcc448743de8c94d7dfba0c050d)
        ;

        
    
    
            var circle_marker_4c6f12c9df6d4eddac49d61b89ef49dc = L.circleMarker(
                [43.6623015, -79.3894938],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_475906710d744800929b6429ceb3860a = L.popup({"maxWidth": "100%"});

        
            var html_bb46979e32454836ac99644c1e817e76 = $(`<div id="html_bb46979e32454836ac99644c1e817e76" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park Cluster 0.0</div>`)[0];
            popup_475906710d744800929b6429ceb3860a.setContent(html_bb46979e32454836ac99644c1e817e76);
        

        circle_marker_4c6f12c9df6d4eddac49d61b89ef49dc.bindPopup(popup_475906710d744800929b6429ceb3860a)
        ;

        
    
    
            var circle_marker_37b3714dfbe54a5aa52dd24fd2e45e5f = L.circleMarker(
                [43.6369656, -79.61581899999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_a76d513239834661a490339fb8996bf4 = L.popup({"maxWidth": "100%"});

        
            var html_0035645cb5104651ae2f91c78b6006fe = $(`<div id="html_0035645cb5104651ae2f91c78b6006fe" style="width: 100.0%; height: 100.0%;">Canada Post Gateway Processing Centre Cluster 0.0</div>`)[0];
            popup_a76d513239834661a490339fb8996bf4.setContent(html_0035645cb5104651ae2f91c78b6006fe);
        

        circle_marker_37b3714dfbe54a5aa52dd24fd2e45e5f.bindPopup(popup_a76d513239834661a490339fb8996bf4)
        ;

        
    
    
            var circle_marker_f8e533a99dec455e9e8a54e9bcba8f27 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_055fbaf95ff447e494997176c30d1ddf = L.popup({"maxWidth": "100%"});

        
            var html_50c3c41a9eb0448194d42da7e8d5950a = $(`<div id="html_50c3c41a9eb0448194d42da7e8d5950a" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 0.0</div>`)[0];
            popup_055fbaf95ff447e494997176c30d1ddf.setContent(html_50c3c41a9eb0448194d42da7e8d5950a);
        

        circle_marker_f8e533a99dec455e9e8a54e9bcba8f27.bindPopup(popup_055fbaf95ff447e494997176c30d1ddf)
        ;

        
    
    
            var circle_marker_8b8babd2e22045188dc048414665bd02 = L.circleMarker(
                [43.6056466, -79.50132070000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_ff9d35c7a0e94fab80a8f4d3e0333d30 = L.popup({"maxWidth": "100%"});

        
            var html_70ed3f96fdde4888acb49104f6fb4198 = $(`<div id="html_70ed3f96fdde4888acb49104f6fb4198" style="width: 100.0%; height: 100.0%;">Humber Bay Shores, Mimico South, New Toronto Cluster 0.0</div>`)[0];
            popup_ff9d35c7a0e94fab80a8f4d3e0333d30.setContent(html_70ed3f96fdde4888acb49104f6fb4198);
        

        circle_marker_8b8babd2e22045188dc048414665bd02.bindPopup(popup_ff9d35c7a0e94fab80a8f4d3e0333d30)
        ;

        
    
    
            var circle_marker_4c36bfe2bbcb44a6a3cbf610ea9b6483 = L.circleMarker(
                [43.60241370000001, -79.54348409999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_650b7f6519e44351a165204d6461613c = L.popup({"maxWidth": "100%"});

        
            var html_f55c8fabbd04463b955ac3bb6d604588 = $(`<div id="html_f55c8fabbd04463b955ac3bb6d604588" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch Cluster 0.0</div>`)[0];
            popup_650b7f6519e44351a165204d6461613c.setContent(html_f55c8fabbd04463b955ac3bb6d604588);
        

        circle_marker_4c36bfe2bbcb44a6a3cbf610ea9b6483.bindPopup(popup_650b7f6519e44351a165204d6461613c)
        ;

        
    
    
            var circle_marker_7f5168b4d35a4a7ea6390d52a2412aa2 = L.circleMarker(
                [43.653653600000005, -79.5069436],
                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_bf7aaaf6df874076b8971a2eaba84ec1 = L.popup({"maxWidth": "100%"});

        
            var html_393b9936127445f0963adc4671695112 = $(`<div id="html_393b9936127445f0963adc4671695112" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North Cluster 1.0</div>`)[0];
            popup_bf7aaaf6df874076b8971a2eaba84ec1.setContent(html_393b9936127445f0963adc4671695112);
        

        circle_marker_7f5168b4d35a4a7ea6390d52a2412aa2.bindPopup(popup_bf7aaaf6df874076b8971a2eaba84ec1)
        ;

        
    
    
            var circle_marker_855664cb75684be58a55f64356d742e3 = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_cf7bcc81244744529465515abfd9f56c = L.popup({"maxWidth": "100%"});

        
            var html_318e5567df4c471db1f1a805b184153e = $(`<div id="html_318e5567df4c471db1f1a805b184153e" 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 Cluster 2.0</div>`)[0];
            popup_cf7bcc81244744529465515abfd9f56c.setContent(html_318e5567df4c471db1f1a805b184153e);
        

        circle_marker_855664cb75684be58a55f64356d742e3.bindPopup(popup_cf7bcc81244744529465515abfd9f56c)
        ;

        
    
    
            var circle_marker_4042fcd7bb494f309c4948584c562628 = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_55b6883e948a47b7baa35ff554cc0f01 = L.popup({"maxWidth": "100%"});

        
            var html_c5895382fdd440bfbd6f30040aac6696 = $(`<div id="html_c5895382fdd440bfbd6f30040aac6696" style="width: 100.0%; height: 100.0%;">Kingsway Park South West, Mimico NW, The Queensway West, Royal York South West, South of Bloor Cluster 0.0</div>`)[0];
            popup_55b6883e948a47b7baa35ff554cc0f01.setContent(html_c5895382fdd440bfbd6f30040aac6696);
        

        circle_marker_4042fcd7bb494f309c4948584c562628.bindPopup(popup_55b6883e948a47b7baa35ff554cc0f01)
        ;

        
    
    
            var circle_marker_84b431cb4548407f8dd5a6508048acde = L.circleMarker(
                [43.6509432, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_29251abb8cf34329bdb653e1b1c489cf = L.popup({"maxWidth": "100%"});

        
            var html_8d1bbdb65e434e2bbc4d0de6059601d8 = $(`<div id="html_8d1bbdb65e434e2bbc4d0de6059601d8" style="width: 100.0%; height: 100.0%;">Cloverdale, Islington, Martin Grove, Princess Gardens, West Deane Park Cluster 3.0</div>`)[0];
            popup_29251abb8cf34329bdb653e1b1c489cf.setContent(html_8d1bbdb65e434e2bbc4d0de6059601d8);
        

        circle_marker_84b431cb4548407f8dd5a6508048acde.bindPopup(popup_29251abb8cf34329bdb653e1b1c489cf)
        ;

        
    
    
            var circle_marker_724d97756e88497791e93e676d1ad809 = L.circleMarker(
                [43.6435152, -79.57720079999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8fa22f0cf69d41ffb6e408e1926d9b4d = L.popup({"maxWidth": "100%"});

        
            var html_052234f107124f2294a3aa590bdcc2d8 = $(`<div id="html_052234f107124f2294a3aa590bdcc2d8" style="width: 100.0%; height: 100.0%;">Bloordale Gardens, Eringate, Markland Wood, Old Burnhamthorpe Cluster 0.0</div>`)[0];
            popup_8fa22f0cf69d41ffb6e408e1926d9b4d.setContent(html_052234f107124f2294a3aa590bdcc2d8);
        

        circle_marker_724d97756e88497791e93e676d1ad809.bindPopup(popup_8fa22f0cf69d41ffb6e408e1926d9b4d)
        ;

        
    
    
            var circle_marker_1bcfffd98a2c432cb817a20c80092eea = L.circleMarker(
                [43.7563033, -79.56596329999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_5e48cb1f1df840eb83f5077c701680fc = L.popup({"maxWidth": "100%"});

        
            var html_7f0dd17292414ffa997c9b7c7f0dfcac = $(`<div id="html_7f0dd17292414ffa997c9b7c7f0dfcac" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 0.0</div>`)[0];
            popup_5e48cb1f1df840eb83f5077c701680fc.setContent(html_7f0dd17292414ffa997c9b7c7f0dfcac);
        

        circle_marker_1bcfffd98a2c432cb817a20c80092eea.bindPopup(popup_5e48cb1f1df840eb83f5077c701680fc)
        ;

        
    
    
            var circle_marker_a8de5a44e5da4380b5076f4298af31c6 = L.circleMarker(
                [43.7247659, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_d1aee2a1bdb3418189bde82d781097b1 = L.popup({"maxWidth": "100%"});

        
            var html_3b19aaa1cb2a4536a4a57d9123e79bb7 = $(`<div id="html_3b19aaa1cb2a4536a4a57d9123e79bb7" style="width: 100.0%; height: 100.0%;">Emery, Humberlea Cluster 2.0</div>`)[0];
            popup_d1aee2a1bdb3418189bde82d781097b1.setContent(html_3b19aaa1cb2a4536a4a57d9123e79bb7);
        

        circle_marker_a8de5a44e5da4380b5076f4298af31c6.bindPopup(popup_d1aee2a1bdb3418189bde82d781097b1)
        ;

        
    
    
            var circle_marker_5026083e9f9b45e782dfcda7480938ff = L.circleMarker(
                [43.706876, -79.51818840000001],
                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_c05a426007db40bbb050932a9a1fdc32 = L.popup({"maxWidth": "100%"});

        
            var html_5cc0395e2a4a49dfb8aebd3eb5fe493c = $(`<div id="html_5cc0395e2a4a49dfb8aebd3eb5fe493c" style="width: 100.0%; height: 100.0%;">Weston Cluster 1.0</div>`)[0];
            popup_c05a426007db40bbb050932a9a1fdc32.setContent(html_5cc0395e2a4a49dfb8aebd3eb5fe493c);
        

        circle_marker_5026083e9f9b45e782dfcda7480938ff.bindPopup(popup_c05a426007db40bbb050932a9a1fdc32)
        ;

        
    
    
            var circle_marker_54fd02ef9fe645308935c7c3770d0d59 = L.circleMarker(
                [43.696319, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_35ef7b90f37f454da86a095b7c9af0a6 = L.popup({"maxWidth": "100%"});

        
            var html_ca1dfe369ca94269aa77dd81bd8b3b04 = $(`<div id="html_ca1dfe369ca94269aa77dd81bd8b3b04" style="width: 100.0%; height: 100.0%;">Westmount Cluster 0.0</div>`)[0];
            popup_35ef7b90f37f454da86a095b7c9af0a6.setContent(html_ca1dfe369ca94269aa77dd81bd8b3b04);
        

        circle_marker_54fd02ef9fe645308935c7c3770d0d59.bindPopup(popup_35ef7b90f37f454da86a095b7c9af0a6)
        ;

        
    
    
            var circle_marker_8e7377ba9d8f49068090f3c644b25f59 = L.circleMarker(
                [43.6889054, -79.55472440000001],
                {"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_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_8f3399b3a6974248bade21d39c63c10d = L.popup({"maxWidth": "100%"});

        
            var html_63bebfcc29f340a7ba029baefde33a53 = $(`<div id="html_63bebfcc29f340a7ba029baefde33a53" style="width: 100.0%; height: 100.0%;">Kingsview Village, Martin Grove Gardens, Richview Gardens, St. Phillips Cluster 1.0</div>`)[0];
            popup_8f3399b3a6974248bade21d39c63c10d.setContent(html_63bebfcc29f340a7ba029baefde33a53);
        

        circle_marker_8e7377ba9d8f49068090f3c644b25f59.bindPopup(popup_8f3399b3a6974248bade21d39c63c10d)
        ;

        
    
    
            var circle_marker_d3575b0e64ab4539822c771de83c5242 = L.circleMarker(
                [43.739416399999996, -79.5884369],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_93a5a5bad4584033a3ed77c599e7d352 = L.popup({"maxWidth": "100%"});

        
            var html_7d1ed80484e240ac9e51b7e09f746076 = $(`<div id="html_7d1ed80484e240ac9e51b7e09f746076" style="width: 100.0%; height: 100.0%;">Albion Gardens, Beaumond Heights, Humbergate, Jamestown, Mount Olive, Silverstone, South Steeles, Thistletown Cluster 0.0</div>`)[0];
            popup_93a5a5bad4584033a3ed77c599e7d352.setContent(html_7d1ed80484e240ac9e51b7e09f746076);
        

        circle_marker_d3575b0e64ab4539822c771de83c5242.bindPopup(popup_93a5a5bad4584033a3ed77c599e7d352)
        ;

        
    
    
            var circle_marker_90a79e36441849bd8015fb9fa4c86eb1 = L.circleMarker(
                [43.706748299999994, -79.5940544],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_2dc2f9fc4d26478dbf9cb5ee351cb47d);
        
    
        var popup_0f5f271d6ae3475f961e04ddf6c89259 = L.popup({"maxWidth": "100%"});

        
            var html_fee7942a54754e05b4ed5042705058cd = $(`<div id="html_fee7942a54754e05b4ed5042705058cd" style="width: 100.0%; height: 100.0%;">Northwest Cluster 0.0</div>`)[0];
            popup_0f5f271d6ae3475f961e04ddf6c89259.setContent(html_fee7942a54754e05b4ed5042705058cd);
        

        circle_marker_90a79e36441849bd8015fb9fa4c86eb1.bindPopup(popup_0f5f271d6ae3475f961e04ddf6c89259)
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11f1734e0>"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "Toronto_merged.dropna(inplace = True)\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[int(cluster) -1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster)-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "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>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Print Shop</td>\n",
       "      <td>Department Store</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",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Tech Startup</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Eastern European Restaurant</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Park</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Bus Station</td>\n",
       "      <td>Soccer Field</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Motel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>College Stadium</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Café</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Concert Hall</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Auto Garage</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Yoga Studio</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>13</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Noodle House</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Kids Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Toy / Game Store</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Tea Room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Baseball Field</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Bike Shop</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Grocery Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Frozen Yogurt Shop</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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>32</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Dumpling Restaurant</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>33</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Intersection</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>East York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>East York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Curling Ice</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>German Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Pub</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Yoga Studio</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>65</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>BBQ Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Poutine Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "      <td>Airport Gate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0.0</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>Hotel</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Fraternity House</td>\n",
       "      <td>Accessories Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Field</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Baby Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0.0</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>Liquor Store</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0.0</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>79</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Basketball Court</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Check Cashing Service</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Drugstore</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>82</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Flea Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Movie Theater</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Indie Movie Theater</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Queen's Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Mississauga</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Butcher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Wings Joint</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Supplement Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Burrito Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Video Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Dessert Shop</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",
       "      <td>Yoga Studio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Borough  Cluster Labels       1st Most Common Venue  \\\n",
       "0         Scarborough             0.0        Fast Food Restaurant   \n",
       "1         Scarborough             0.0  Construction & Landscaping   \n",
       "2         Scarborough             0.0              Medical Center   \n",
       "3         Scarborough             0.0                 Coffee Shop   \n",
       "4         Scarborough             0.0                      Lounge   \n",
       "5         Scarborough             0.0                  Playground   \n",
       "6         Scarborough             0.0                  Playground   \n",
       "7         Scarborough             0.0                      Bakery   \n",
       "8         Scarborough             0.0                       Motel   \n",
       "9         Scarborough             0.0             College Stadium   \n",
       "10        Scarborough             0.0           Indian Restaurant   \n",
       "11        Scarborough             0.0   Middle Eastern Restaurant   \n",
       "12        Scarborough             0.0          Chinese Restaurant   \n",
       "13        Scarborough             0.0                 Pizza Place   \n",
       "15        Scarborough             0.0          Chinese Restaurant   \n",
       "17         North York             0.0                     Dog Run   \n",
       "18         North York             0.0              Clothing Store   \n",
       "22         North York             0.0            Sushi Restaurant   \n",
       "24         North York             0.0                    Pharmacy   \n",
       "26         North York             0.0                        Café   \n",
       "27         North York             0.0            Asian Restaurant   \n",
       "28         North York             0.0                 Coffee Shop   \n",
       "29         North York             0.0          Falafel Restaurant   \n",
       "31         North York             0.0               Grocery Store   \n",
       "32         North York             0.0           Korean Restaurant   \n",
       "33         North York             0.0        Gym / Fitness Center   \n",
       "34         North York             0.0       Portuguese Restaurant   \n",
       "35          East York             0.0        Fast Food Restaurant   \n",
       "36          East York             0.0                    Pharmacy   \n",
       "37       East Toronto             0.0                       Trail   \n",
       "..                ...             ...                         ...   \n",
       "63    Central Toronto             0.0                      Garden   \n",
       "65    Central Toronto             0.0                        Café   \n",
       "66   Downtown Toronto             0.0                        Café   \n",
       "67   Downtown Toronto             0.0                        Café   \n",
       "68   Downtown Toronto             0.0             Airport Service   \n",
       "69   Downtown Toronto             0.0                 Coffee Shop   \n",
       "70   Downtown Toronto             0.0                 Coffee Shop   \n",
       "71         North York             0.0              Clothing Store   \n",
       "73               York             0.0                       Field   \n",
       "75   Downtown Toronto             0.0               Grocery Store   \n",
       "76       West Toronto             0.0                 Supermarket   \n",
       "77       West Toronto             0.0                         Bar   \n",
       "78       West Toronto             0.0                 Coffee Shop   \n",
       "79         North York             0.0                        Park   \n",
       "80               York             0.0                  Restaurant   \n",
       "81               York             0.0           Convenience Store   \n",
       "82       West Toronto             0.0                         Bar   \n",
       "83       West Toronto             0.0              Breakfast Spot   \n",
       "84       West Toronto             0.0                 Coffee Shop   \n",
       "85       Queen's Park             0.0                 Coffee Shop   \n",
       "86        Mississauga             0.0                       Hotel   \n",
       "87       East Toronto             0.0                 Yoga Studio   \n",
       "88          Etobicoke             0.0                         Gym   \n",
       "89          Etobicoke             0.0                 Pizza Place   \n",
       "92          Etobicoke             0.0              Discount Store   \n",
       "95          Etobicoke             0.0                    Pharmacy   \n",
       "96         North York             0.0                    Pharmacy   \n",
       "99          Etobicoke             0.0                 Pizza Place   \n",
       "101         Etobicoke             0.0               Grocery Store   \n",
       "102         Etobicoke             0.0                   Drugstore   \n",
       "\n",
       "             2nd Most Common Venue      3rd Most Common Venue  \\\n",
       "0                       Print Shop           Department Store   \n",
       "1                              Bar                Yoga Studio   \n",
       "2                Electronics Store                        Spa   \n",
       "3                Korean Restaurant          Convenience Store   \n",
       "4                           Bakery           Hakka Restaurant   \n",
       "5                      Yoga Studio                  Drugstore   \n",
       "6                      Coffee Shop             Discount Store   \n",
       "7                         Bus Line                       Park   \n",
       "8              American Restaurant                Yoga Studio   \n",
       "9            General Entertainment               Skating Rink   \n",
       "10           Vietnamese Restaurant  Latin American Restaurant   \n",
       "11                     Auto Garage             Breakfast Spot   \n",
       "12                          Lounge             Sandwich Place   \n",
       "13            Fast Food Restaurant        Fried Chicken Joint   \n",
       "15            Fast Food Restaurant                   Pharmacy   \n",
       "17                     Golf Course                       Pool   \n",
       "18            Fast Food Restaurant                Coffee Shop   \n",
       "22                      Restaurant                Coffee Shop   \n",
       "24                     Pizza Place              Grocery Store   \n",
       "26            Gym / Fitness Center        Japanese Restaurant   \n",
       "27                             Gym                Coffee Shop   \n",
       "28                  Sandwich Place       Fast Food Restaurant   \n",
       "29            Caribbean Restaurant             Massage Studio   \n",
       "31                            Bank              Shopping Mall   \n",
       "32                      Food Truck               Home Service   \n",
       "33                   Grocery Store               Liquor Store   \n",
       "34                     Coffee Shop               Hockey Arena   \n",
       "35                     Pizza Place                   Pharmacy   \n",
       "36              Athletics & Sports             Cosmetics Shop   \n",
       "37               Health Food Store       Other Great Outdoors   \n",
       "..                             ...                        ...   \n",
       "63                  Ice Cream Shop                Yoga Studio   \n",
       "65                  Sandwich Place                Coffee Shop   \n",
       "66                      Restaurant                        Bar   \n",
       "67   Vegetarian / Vegan Restaurant         Mexican Restaurant   \n",
       "68                Airport Terminal             Airport Lounge   \n",
       "69                            Café                 Restaurant   \n",
       "70                            Café                 Steakhouse   \n",
       "71          Furniture / Home Store              Women's Store   \n",
       "73                    Hockey Arena               Tennis Court   \n",
       "75                            Café                       Park   \n",
       "76                        Pharmacy                     Bakery   \n",
       "77                     Men's Store           Asian Restaurant   \n",
       "78                  Breakfast Spot                       Café   \n",
       "79                   Deli / Bodega                     Bakery   \n",
       "80                  Sandwich Place             Discount Store   \n",
       "81                     Pizza Place              Grocery Store   \n",
       "82                            Café         Mexican Restaurant   \n",
       "83                       Gift Shop                  Bookstore   \n",
       "84                     Pizza Place                       Café   \n",
       "85                Sushi Restaurant                        Gym   \n",
       "86                     Coffee Shop       Gym / Fitness Center   \n",
       "87                   Garden Center                 Restaurant   \n",
       "88             American Restaurant               Liquor Store   \n",
       "89                     Coffee Shop                        Gym   \n",
       "92                    Burger Joint                Wings Joint   \n",
       "95                      Beer Store          Convenience Store   \n",
       "96             Empanada Restaurant                Pizza Place   \n",
       "99              Chinese Restaurant                Coffee Shop   \n",
       "101                   Liquor Store        Fried Chicken Joint   \n",
       "102            Rental Car Location                        Bar   \n",
       "\n",
       "           4th Most Common Venue      5th Most Common Venue  \\\n",
       "0             Dim Sum Restaurant                      Diner   \n",
       "1                      Drugstore                      Diner   \n",
       "2                    Pizza Place             Breakfast Spot   \n",
       "3    Eastern European Restaurant             Discount Store   \n",
       "4             Athletics & Sports                       Bank   \n",
       "5             Dim Sum Restaurant                      Diner   \n",
       "6               Department Store                Yoga Studio   \n",
       "7                  Metro Station               Intersection   \n",
       "8             Dim Sum Restaurant                      Diner   \n",
       "9                           Café                 Comic Shop   \n",
       "10            Chinese Restaurant                  Pet Store   \n",
       "11                        Bakery              Shopping Mall   \n",
       "12                Breakfast Spot                Yoga Studio   \n",
       "13                      Pharmacy         Italian Restaurant   \n",
       "15                 Grocery Store             Breakfast Spot   \n",
       "17      Mediterranean Restaurant                Yoga Studio   \n",
       "18                    Restaurant                 Kids Store   \n",
       "22              Ramen Restaurant             Sandwich Place   \n",
       "24                   Coffee Shop             Discount Store   \n",
       "26          Caribbean Restaurant             Baseball Field   \n",
       "27                    Beer Store             Sandwich Place   \n",
       "28                 Deli / Bodega  Middle Eastern Restaurant   \n",
       "29                   Coffee Shop         Miscellaneous Shop   \n",
       "31                   Yoga Studio                  Drugstore   \n",
       "32                Baseball Field        Dumpling Restaurant   \n",
       "33            Athletics & Sports             Discount Store   \n",
       "34                  Intersection                  Drugstore   \n",
       "35                     Gastropub                       Café   \n",
       "36                   Curling Ice                   Bus Stop   \n",
       "37                           Pub                 Donut Shop   \n",
       "..                           ...                        ...   \n",
       "63                    Donut Shop         Dim Sum Restaurant   \n",
       "65                   Pizza Place          Indian Restaurant   \n",
       "66            Italian Restaurant        Japanese Restaurant   \n",
       "67                   Coffee Shop                     Bakery   \n",
       "68               Harbor / Marina                Coffee Shop   \n",
       "69            Italian Restaurant                   Beer Bar   \n",
       "70                    Restaurant                      Hotel   \n",
       "71                   Coffee Shop                   Boutique   \n",
       "73                         Trail       Ethiopian Restaurant   \n",
       "75             Convenience Store                 Restaurant   \n",
       "76          Gym / Fitness Center                       Pool   \n",
       "77                   Coffee Shop                     Bakery   \n",
       "78                  Climbing Gym                    Stadium   \n",
       "79    Construction & Landscaping           Basketball Court   \n",
       "80         Check Cashing Service              Deli / Bodega   \n",
       "81                      Bus Line                  Drugstore   \n",
       "82                         Diner         Italian Restaurant   \n",
       "83   Eastern European Restaurant                       Bank   \n",
       "84            Italian Restaurant                      Diner   \n",
       "85           Japanese Restaurant                       Park   \n",
       "86      Mediterranean Restaurant        Fried Chicken Joint   \n",
       "87                    Skate Park              Auto Workshop   \n",
       "88          Fast Food Restaurant         Seafood Restaurant   \n",
       "89                      Pharmacy               Skating Rink   \n",
       "92                           Gym              Grocery Store   \n",
       "95                          Café                Pizza Place   \n",
       "96                 Grocery Store               Dance Studio   \n",
       "99                Sandwich Place               Intersection   \n",
       "101                     Pharmacy                Video Store   \n",
       "102                 Dessert Shop                      Diner   \n",
       "\n",
       "       6th Most Common Venue      7th Most Common Venue  \\\n",
       "0             Discount Store                    Dog Run   \n",
       "1             Discount Store                    Dog Run   \n",
       "2               Tech Startup               Intersection   \n",
       "3                    Dog Run           Doner Restaurant   \n",
       "4       Caribbean Restaurant            Thai Restaurant   \n",
       "5             Discount Store                    Dog Run   \n",
       "6                 Donut Shop         Dim Sum Restaurant   \n",
       "7                Bus Station               Soccer Field   \n",
       "8             Discount Store                    Dog Run   \n",
       "9               Concert Hall                Event Space   \n",
       "10   Comfort Food Restaurant                 Comic Shop   \n",
       "11            Sandwich Place                 Donut Shop   \n",
       "12            Discount Store                    Dog Run   \n",
       "13                      Bank               Noodle House   \n",
       "15               Pizza Place                Coffee Shop   \n",
       "17                Donut Shop         Dim Sum Restaurant   \n",
       "18                    Bakery           Toy / Game Store   \n",
       "22       Japanese Restaurant                       Café   \n",
       "24                Donut Shop               Dessert Shop   \n",
       "26                Donut Shop                      Diner   \n",
       "27       Japanese Restaurant        Sporting Goods Shop   \n",
       "28               Supermarket                 Restaurant   \n",
       "29                       Bar              Metro Station   \n",
       "31                     Diner             Discount Store   \n",
       "32            Discount Store                    Dog Run   \n",
       "33               Yoga Studio                  Drugstore   \n",
       "34        Dim Sum Restaurant                      Diner   \n",
       "35                      Bank               Intersection   \n",
       "36              Skating Rink                 Beer Store   \n",
       "37              Dessert Shop         Dim Sum Restaurant   \n",
       "..                       ...                        ...   \n",
       "63                     Diner             Discount Store   \n",
       "65                       Pub          Jewish Restaurant   \n",
       "66                 Bookstore                     Bakery   \n",
       "67                       Bar        Dumpling Restaurant   \n",
       "68                     Plane                        Bar   \n",
       "69        Seafood Restaurant                      Hotel   \n",
       "70                       Bar           Asian Restaurant   \n",
       "71        Miscellaneous Shop           Fraternity House   \n",
       "73       Empanada Restaurant          Electronics Store   \n",
       "75        Italian Restaurant                      Diner   \n",
       "76              Liquor Store                    Brewery   \n",
       "77                Restaurant                Pizza Place   \n",
       "78             Burrito Place                 Restaurant   \n",
       "79               Yoga Studio        Dumpling Restaurant   \n",
       "80              Dessert Shop         Dim Sum Restaurant   \n",
       "81                     Diner             Discount Store   \n",
       "82                    Bakery  Cajun / Creole Restaurant   \n",
       "83                Restaurant                        Bar   \n",
       "84          Sushi Restaurant               Gourmet Shop   \n",
       "85                     Diner      Portuguese Restaurant   \n",
       "86            Sandwich Place              Burrito Place   \n",
       "87             Burrito Place       Fast Food Restaurant   \n",
       "88            Sandwich Place         Mexican Restaurant   \n",
       "89            Sandwich Place               Dance Studio   \n",
       "92                    Bakery       Fast Food Restaurant   \n",
       "95              Liquor Store                Event Space   \n",
       "96                       Gym          Electronics Store   \n",
       "99               Yoga Studio         Dim Sum Restaurant   \n",
       "101              Pizza Place                Coffee Shop   \n",
       "102           Discount Store                    Dog Run   \n",
       "\n",
       "           8th Most Common Venue        9th Most Common Venue  \\\n",
       "0               Doner Restaurant                   Donut Shop   \n",
       "1               Doner Restaurant                   Donut Shop   \n",
       "2            Rental Car Location           Mexican Restaurant   \n",
       "3                     Donut Shop                    Drugstore   \n",
       "4            Fried Chicken Joint             Doner Restaurant   \n",
       "5               Doner Restaurant                   Donut Shop   \n",
       "6                          Diner                      Dog Run   \n",
       "7           Fast Food Restaurant          Dumpling Restaurant   \n",
       "8               Doner Restaurant                   Donut Shop   \n",
       "9           Ethiopian Restaurant          Empanada Restaurant   \n",
       "10          Ethiopian Restaurant          Empanada Restaurant   \n",
       "11                Discount Store                      Dog Run   \n",
       "12              Doner Restaurant                   Donut Shop   \n",
       "13               Thai Restaurant           Chinese Restaurant   \n",
       "15           American Restaurant               Sandwich Place   \n",
       "17                         Diner               Discount Store   \n",
       "18                 Metro Station          Japanese Restaurant   \n",
       "22             Electronics Store                   Steakhouse   \n",
       "24            Dim Sum Restaurant                        Diner   \n",
       "26                Discount Store                      Dog Run   \n",
       "27                     Bike Shop                   Smoke Shop   \n",
       "28           Fried Chicken Joint           Frozen Yogurt Shop   \n",
       "29                    Donut Shop               Discount Store   \n",
       "31                       Dog Run             Doner Restaurant   \n",
       "32              Doner Restaurant                   Donut Shop   \n",
       "33                         Diner                      Dog Run   \n",
       "34                Discount Store                      Dog Run   \n",
       "35            Athletics & Sports               Breakfast Spot   \n",
       "36                          Park                    Gift Shop   \n",
       "37                         Diner               Discount Store   \n",
       "..                           ...                          ...   \n",
       "63                       Dog Run             Doner Restaurant   \n",
       "65                  Burger Joint          American Restaurant   \n",
       "66            Chinese Restaurant                Poutine Place   \n",
       "67            Chinese Restaurant        Vietnamese Restaurant   \n",
       "68                 Boat or Ferry             Sculpture Garden   \n",
       "69                  Cocktail Bar                  Art Gallery   \n",
       "70           American Restaurant                       Bakery   \n",
       "71             Accessories Store                  Event Space   \n",
       "73                   Event Space  Eastern European Restaurant   \n",
       "75                     Nightclub                  Coffee Shop   \n",
       "76          Fast Food Restaurant               Discount Store   \n",
       "77                          Café                 Cocktail Bar   \n",
       "78          Caribbean Restaurant                  Yoga Studio   \n",
       "79                       Dog Run             Doner Restaurant   \n",
       "80                         Diner                      Dog Run   \n",
       "81                       Dog Run             Doner Restaurant   \n",
       "82           Fried Chicken Joint       Furniture / Home Store   \n",
       "83                  Dessert Shop                      Dog Run   \n",
       "84     Latin American Restaurant          Indie Movie Theater   \n",
       "85                           Bar                         Café   \n",
       "86           American Restaurant          Dumpling Restaurant   \n",
       "87                Farmers Market                          Spa   \n",
       "88                    Restaurant                         Café   \n",
       "89                          Pool                          Pub   \n",
       "92               Supplement Shop            Convenience Store   \n",
       "95          Ethiopian Restaurant          Empanada Restaurant   \n",
       "96   Eastern European Restaurant          Dumpling Restaurant   \n",
       "99                         Diner               Discount Store   \n",
       "101         Fast Food Restaurant                   Beer Store   \n",
       "102             Doner Restaurant                   Donut Shop   \n",
       "\n",
       "     10th Most Common Venue  \n",
       "0                 Drugstore  \n",
       "1       Dumpling Restaurant  \n",
       "2            Discount Store  \n",
       "3       Dumpling Restaurant  \n",
       "4            Discount Store  \n",
       "5       Dumpling Restaurant  \n",
       "6          Doner Restaurant  \n",
       "7                 Drugstore  \n",
       "8                 Drugstore  \n",
       "9         Electronics Store  \n",
       "10        Electronics Store  \n",
       "11         Doner Restaurant  \n",
       "12                Drugstore  \n",
       "13                  Dog Run  \n",
       "15   Thrift / Vintage Store  \n",
       "17         Doner Restaurant  \n",
       "18                 Tea Room  \n",
       "22                    Hotel  \n",
       "24                  Dog Run  \n",
       "26         Doner Restaurant  \n",
       "27            Grocery Store  \n",
       "28                    Diner  \n",
       "29                  Dog Run  \n",
       "31               Donut Shop  \n",
       "32                Drugstore  \n",
       "33         Doner Restaurant  \n",
       "34         Doner Restaurant  \n",
       "35     Gym / Fitness Center  \n",
       "36        German Restaurant  \n",
       "37                  Dog Run  \n",
       "..                      ...  \n",
       "63                Drugstore  \n",
       "65                BBQ Joint  \n",
       "66             Dessert Shop  \n",
       "67     Caribbean Restaurant  \n",
       "68             Airport Gate  \n",
       "69                   Bakery  \n",
       "70       Seafood Restaurant  \n",
       "71    Vietnamese Restaurant  \n",
       "73      Dumpling Restaurant  \n",
       "75               Baby Store  \n",
       "76                     Café  \n",
       "77    Vietnamese Restaurant  \n",
       "78                   Bakery  \n",
       "79               Donut Shop  \n",
       "80         Doner Restaurant  \n",
       "81               Donut Shop  \n",
       "82              Flea Market  \n",
       "83            Movie Theater  \n",
       "84                      Bar  \n",
       "85       Italian Restaurant  \n",
       "86                Drugstore  \n",
       "87                  Butcher  \n",
       "88                   Bakery  \n",
       "89              Yoga Studio  \n",
       "92            Burrito Place  \n",
       "95        Electronics Store  \n",
       "96                Drugstore  \n",
       "99                  Dog Run  \n",
       "101          Sandwich Place  \n",
       "102             Yoga Studio  \n",
       "\n",
       "[82 rows x 12 columns]"
      ]
     },
     "execution_count": 183,
     "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": 184,
   "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>14</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Yoga Studio</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>23</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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>25</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Other Repair Shop</td>\n",
       "      <td>Yoga Studio</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>East York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling 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>44</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Yoga Studio</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>50</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Building</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Yoga Studio</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Yoga Studio</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>72</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Market</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>River</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Department Store</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mobile Phone Shop</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "14        Scarborough             1.0                  Park   \n",
       "23         North York             1.0                  Park   \n",
       "25         North York             1.0  Fast Food Restaurant   \n",
       "30         North York             1.0                  Park   \n",
       "40          East York             1.0                  Park   \n",
       "44    Central Toronto             1.0                  Park   \n",
       "50   Downtown Toronto             1.0                  Park   \n",
       "64    Central Toronto             1.0                 Trail   \n",
       "72         North York             1.0           Pizza Place   \n",
       "74               York             1.0                  Park   \n",
       "90          Etobicoke             1.0                 River   \n",
       "98               York             1.0                  Park   \n",
       "100         Etobicoke             1.0           Pizza Place   \n",
       "\n",
       "    2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "14             Playground      Asian Restaurant           Yoga Studio   \n",
       "23                   Bank     Convenience Store                   Bar   \n",
       "25                   Park     Food & Drink Shop  Ethiopian Restaurant   \n",
       "30                Airport     Other Repair Shop           Yoga Studio   \n",
       "40            Coffee Shop     Convenience Store           Yoga Studio   \n",
       "44               Bus Line           Swim School           Yoga Studio   \n",
       "50             Playground              Building                 Trail   \n",
       "64                   Park      Sushi Restaurant         Jewelry Store   \n",
       "72                   Park   Japanese Restaurant                   Pub   \n",
       "74               Pharmacy         Women's Store  Fast Food Restaurant   \n",
       "90                   Park                  Pool      Doner Restaurant   \n",
       "98            Yoga Studio             Drugstore    Dim Sum Restaurant   \n",
       "100                  Park     Mobile Phone Shop              Bus Line   \n",
       "\n",
       "    5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "14             Donut Shop    Dim Sum Restaurant                 Diner   \n",
       "23            Yoga Studio             Drugstore        Discount Store   \n",
       "25            Event Space   Empanada Restaurant     Electronics Store   \n",
       "30              Drugstore    Dim Sum Restaurant                 Diner   \n",
       "40    Dumpling Restaurant                 Diner        Discount Store   \n",
       "44             Donut Shop                 Diner        Discount Store   \n",
       "50            Yoga Studio            Donut Shop    Dim Sum Restaurant   \n",
       "64            Yoga Studio                 Diner        Discount Store   \n",
       "72            Yoga Studio      Doner Restaurant    Dim Sum Restaurant   \n",
       "74                 Market            Donut Shop    Dim Sum Restaurant   \n",
       "90       Department Store          Dessert Shop    Dim Sum Restaurant   \n",
       "98                  Diner        Discount Store               Dog Run   \n",
       "100           Yoga Studio            Donut Shop                 Diner   \n",
       "\n",
       "           8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "14                Discount Store               Dog Run       Doner Restaurant  \n",
       "23                       Dog Run      Doner Restaurant             Donut Shop  \n",
       "25   Eastern European Restaurant   Dumpling Restaurant       Department Store  \n",
       "30                Discount Store               Dog Run       Doner Restaurant  \n",
       "40                       Dog Run      Doner Restaurant             Donut Shop  \n",
       "44                       Dog Run      Doner Restaurant              Drugstore  \n",
       "50                         Diner        Discount Store                Dog Run  \n",
       "64                       Dog Run      Doner Restaurant             Donut Shop  \n",
       "72                         Diner        Discount Store                Dog Run  \n",
       "74                         Diner        Discount Store                Dog Run  \n",
       "90                         Diner        Discount Store                Dog Run  \n",
       "98              Doner Restaurant            Donut Shop    Dumpling Restaurant  \n",
       "100               Discount Store               Dog Run       Doner Restaurant  "
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <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>91</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>North York</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Yoga Studio</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",
       "      <td>Drugstore</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
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      "text/plain": [
       "       Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "91   Etobicoke             2.0        Baseball Field           Yoga Studio   \n",
       "97  North York             2.0        Baseball Field           Yoga Studio   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "91                 Diner        Discount Store               Dog Run   \n",
       "97                 Diner        Discount Store               Dog Run   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "91      Doner Restaurant            Donut Shop             Drugstore   \n",
       "97      Doner Restaurant            Donut Shop             Drugstore   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "91   Dumpling Restaurant           Dessert Shop  \n",
       "97   Dumpling Restaurant           Dessert Shop  "
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "execution_count": 186,
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      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <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>19</th>\n",
       "      <td>North York</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</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>94</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Drugstore</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",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "19  North York             3.0                  Café   Japanese Restaurant   \n",
       "94   Etobicoke             3.0                  Bank           Yoga Studio   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "19                  Bank    Chinese Restaurant    Dim Sum Restaurant   \n",
       "94             Drugstore                 Diner        Discount Store   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "19        Discount Store               Dog Run      Doner Restaurant   \n",
       "94               Dog Run      Doner Restaurant            Donut Shop   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "19            Donut Shop              Drugstore  \n",
       "94   Dumpling Restaurant           Dessert Shop  "
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "Toronto_merged.loc[Toronto_merged['Cluster Labels'] == 3, Toronto_merged.columns[[1] + list(range(5, Toronto_merged.shape[1]))]]"
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   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
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     "data": {
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>North York</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Cafeteria</td>\n",
       "      <td>Yoga Studio</td>\n",
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       "      <td>Dim Sum Restaurant</td>\n",
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      "text/plain": [
       "       Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "20  North York             4.0             Cafeteria           Yoga Studio   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "20             Drugstore    Dim Sum Restaurant                 Diner   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "20        Discount Store               Dog Run      Doner Restaurant   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "20            Donut Shop    Dumpling Restaurant  "
      ]
     },
     "execution_count": 187,
     "metadata": {},
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    }
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