toronto_clustering.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. Read in and clean Toronto neighbourhood table from wikipedia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np #for handling data in a vectorized manner\n",
    "import pandas as pd #for data analysis\n",
    "pd.set_option('display.max_columns', None) #ajust columns so all text can be seen\n",
    "pd.set_option('display.max_rows', None)\n",
    "import requests #for handling requests\n",
    "import matplotlib.cm as cm #for accessing colourmaps\n",
    "import matplotlib.colors as colors #for altering colors\n",
    "from sklearn.cluster import KMeans #for k-means clustering\n",
    "import folium #for map rendering\n",
    "import geocoder #for finding coordinates of sites\n",
    "import json #for handling json files\n",
    "from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Postcode', 'Borough', 'Neighbourhood'], dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M'\n",
    "data = pd.read_html(url) #read table from page\n",
    "data = data[0] #convert data to appropriate format\n",
    "data = data.query(\"'Not assigned' not in Borough\") #remove rows with no borough assigned\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.groupby(['Postcode', 'Borough'])['Neighbourhood'].apply(', '.join).reset_index() \n",
    "#combine rows with similar postcodes, grouping together the shared neighbourhoods\n",
    "\n",
    "#replace unassigned neighbourhood names with borough names\n",
    "for index, row in data.iterrows():\n",
    "   if 'Not assigned' in row['Neighbourhood']:\n",
    "      data.at[index, 'Neighbourhood'] = row['Borough']\n",
    "        \n",
    "data.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#2. Add longitudes and latitudes of each neighbourhood to dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'data' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-492f556d9102>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;31m#obtain coordinates using geocoder.arcgis\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mcode\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPostcode\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m     \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgeocoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marcgis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'{}, Toronto, Ontario'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0mlat_lng_coords\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlatlng\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'data' is not defined"
     ]
    }
   ],
   "source": [
    "latitude = [] #list of latitudes to be converted into column of dataframe\n",
    "longitude = []\n",
    "\n",
    "lat_lng_coords = None #initialise variable to none\n",
    "\n",
    "#obtain coordinates using geocoder.arcgis\n",
    "for code in data.Postcode:\n",
    "    g = geocoder.arcgis('{}, Toronto, Ontario'.format(code))\n",
    "    lat_lng_coords = g.latlng\n",
    "    latitude.append(lat_lng_coords[0])\n",
    "    longitude.append(lat_lng_coords[1])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#add latitude and longitude columns to data\n",
    "\n",
    "data['Latitude'] = latitude\n",
    "data['Longitude'] = longitude\n",
    "\n",
    "data.to_pickle('toronto_clustering') #store data in pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_pickle('toronto_clustering')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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 0x112f8a9b0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create map of Toronto using latitude and longitude values\n",
    "\n",
    "import geocoder\n",
    "\n",
    "g = geocoder.arcgis('Toronto, Ontario') \n",
    "lat_lng = g.latlng\n",
    "\n",
    "map_toronto = folium.Map(location=[lat_lng[0], lat_lng[1]], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(data['Latitude'], data['Longitude'], data['Borough'], data['Neighbourhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentials:\n",
      "CLIENT_ID: ...\n",
      "CLIENT_SECRET:...\n"
     ]
    }
   ],
   "source": [
    "#3. Prepare foursquare credentials and obtain information on venues\n",
    "\n",
    "CLIENT_ID = '...' # your Foursquare ID\n",
    "CLIENT_SECRET = '...' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentials:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676845</td>\n",
       "      <td>-79.295225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.683262</td>\n",
       "      <td>-79.355120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.667965</td>\n",
       "      <td>-79.314673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.662766</td>\n",
       "      <td>-79.334830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728160</td>\n",
       "      <td>-79.387085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M4P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville North</td>\n",
       "      <td>43.712815</td>\n",
       "      <td>-79.388526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M4R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>43.714523</td>\n",
       "      <td>-79.406960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>M4S</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Davisville</td>\n",
       "      <td>43.703395</td>\n",
       "      <td>-79.385964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>M4T</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>43.690655</td>\n",
       "      <td>-79.383561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>M4V</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>43.686083</td>\n",
       "      <td>-79.402335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>M4W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Rosedale</td>\n",
       "      <td>43.681940</td>\n",
       "      <td>-79.378474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>M4X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>43.668160</td>\n",
       "      <td>-79.366602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>43.666585</td>\n",
       "      <td>-79.381302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>43.655120</td>\n",
       "      <td>-79.362640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>M5B</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>43.657363</td>\n",
       "      <td>-79.378180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>M5C</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>St. James Town</td>\n",
       "      <td>43.651210</td>\n",
       "      <td>-79.375481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>M5E</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>43.645160</td>\n",
       "      <td>-79.373675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>M5G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>43.656091</td>\n",
       "      <td>-79.384930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>M5H</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>43.649515</td>\n",
       "      <td>-79.382503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>M5J</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>43.623470</td>\n",
       "      <td>-79.391507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>M5K</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>43.647100</td>\n",
       "      <td>-79.381531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>M5L</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>43.648205</td>\n",
       "      <td>-79.378793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>M5N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Roselawn</td>\n",
       "      <td>43.711941</td>\n",
       "      <td>-79.419120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>M5P</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>43.694785</td>\n",
       "      <td>-79.414405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>M5R</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>43.674840</td>\n",
       "      <td>-79.403698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>M5S</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>43.663110</td>\n",
       "      <td>-79.401801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M5T</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>43.653570</td>\n",
       "      <td>-79.397249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>M5V</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>43.640815</td>\n",
       "      <td>-79.399538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>M5W</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>43.648690</td>\n",
       "      <td>-79.385440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>M5X</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>43.648280</td>\n",
       "      <td>-79.381461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>M6G</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Christie</td>\n",
       "      <td>43.668781</td>\n",
       "      <td>-79.420710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>M6H</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>43.665087</td>\n",
       "      <td>-79.438705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>M6J</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>43.648485</td>\n",
       "      <td>-79.417742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>M6K</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>43.639410</td>\n",
       "      <td>-79.424362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>M6P</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>43.659975</td>\n",
       "      <td>-79.462874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>M6R</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>43.647870</td>\n",
       "      <td>-79.449762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>M6S</td>\n",
       "      <td>West Toronto</td>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>43.649885</td>\n",
       "      <td>-79.474929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>43.648690</td>\n",
       "      <td>-79.385440</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Postcode           Borough  \\\n",
       "0       M4E      East Toronto   \n",
       "1       M4K      East Toronto   \n",
       "2       M4L      East Toronto   \n",
       "3       M4M      East Toronto   \n",
       "4       M4N   Central Toronto   \n",
       "5       M4P   Central Toronto   \n",
       "6       M4R   Central Toronto   \n",
       "7       M4S   Central Toronto   \n",
       "8       M4T   Central Toronto   \n",
       "9       M4V   Central Toronto   \n",
       "10      M4W  Downtown Toronto   \n",
       "11      M4X  Downtown Toronto   \n",
       "12      M4Y  Downtown Toronto   \n",
       "13      M5A  Downtown Toronto   \n",
       "14      M5B  Downtown Toronto   \n",
       "15      M5C  Downtown Toronto   \n",
       "16      M5E  Downtown Toronto   \n",
       "17      M5G  Downtown Toronto   \n",
       "18      M5H  Downtown Toronto   \n",
       "19      M5J  Downtown Toronto   \n",
       "20      M5K  Downtown Toronto   \n",
       "21      M5L  Downtown Toronto   \n",
       "22      M5N   Central Toronto   \n",
       "23      M5P   Central Toronto   \n",
       "24      M5R   Central Toronto   \n",
       "25      M5S  Downtown Toronto   \n",
       "26      M5T  Downtown Toronto   \n",
       "27      M5V  Downtown Toronto   \n",
       "28      M5W  Downtown Toronto   \n",
       "29      M5X  Downtown Toronto   \n",
       "30      M6G  Downtown Toronto   \n",
       "31      M6H      West Toronto   \n",
       "32      M6J      West Toronto   \n",
       "33      M6K      West Toronto   \n",
       "34      M6P      West Toronto   \n",
       "35      M6R      West Toronto   \n",
       "36      M6S      West Toronto   \n",
       "37      M7Y      East Toronto   \n",
       "\n",
       "                                        Neighbourhood   Latitude  Longitude  \n",
       "0                                         The Beaches  43.676845 -79.295225  \n",
       "1                        The Danforth West, Riverdale  43.683262 -79.355120  \n",
       "2                      The Beaches West, India Bazaar  43.667965 -79.314673  \n",
       "3                                     Studio District  43.662766 -79.334830  \n",
       "4                                       Lawrence Park  43.728160 -79.387085  \n",
       "5                                    Davisville North  43.712815 -79.388526  \n",
       "6                                  North Toronto West  43.714523 -79.406960  \n",
       "7                                          Davisville  43.703395 -79.385964  \n",
       "8                         Moore Park, Summerhill East  43.690655 -79.383561  \n",
       "9   Deer Park, Forest Hill SE, Rathnelly, South Hi...  43.686083 -79.402335  \n",
       "10                                           Rosedale  43.681940 -79.378474  \n",
       "11                        Cabbagetown, St. James Town  43.668160 -79.366602  \n",
       "12                               Church and Wellesley  43.666585 -79.381302  \n",
       "13                          Harbourfront, Regent Park  43.655120 -79.362640  \n",
       "14                           Ryerson, Garden District  43.657363 -79.378180  \n",
       "15                                     St. James Town  43.651210 -79.375481  \n",
       "16                                        Berczy Park  43.645160 -79.373675  \n",
       "17                                 Central Bay Street  43.656091 -79.384930  \n",
       "18                           Adelaide, King, Richmond  43.649515 -79.382503  \n",
       "19  Harbourfront East, Toronto Islands, Union Station  43.623470 -79.391507  \n",
       "20           Design Exchange, Toronto Dominion Centre  43.647100 -79.381531  \n",
       "21                     Commerce Court, Victoria Hotel  43.648205 -79.378793  \n",
       "22                                           Roselawn  43.711941 -79.419120  \n",
       "23                Forest Hill North, Forest Hill West  43.694785 -79.414405  \n",
       "24                The Annex, North Midtown, Yorkville  43.674840 -79.403698  \n",
       "25                     Harbord, University of Toronto  43.663110 -79.401801  \n",
       "26          Chinatown, Grange Park, Kensington Market  43.653570 -79.397249  \n",
       "27  CN Tower, Bathurst Quay, Island airport, Harbo...  43.640815 -79.399538  \n",
       "28                    Stn A PO Boxes 25 The Esplanade  43.648690 -79.385440  \n",
       "29             First Canadian Place, Underground city  43.648280 -79.381461  \n",
       "30                                           Christie  43.668781 -79.420710  \n",
       "31                       Dovercourt Village, Dufferin  43.665087 -79.438705  \n",
       "32                           Little Portugal, Trinity  43.648485 -79.417742  \n",
       "33       Brockton, Exhibition Place, Parkdale Village  43.639410 -79.424362  \n",
       "34                      High Park, The Junction South  43.659975 -79.462874  \n",
       "35                             Parkdale, Roncesvalles  43.647870 -79.449762  \n",
       "36                                 Runnymede, Swansea  43.649885 -79.474929  \n",
       "37  Business Reply Mail Processing Centre 969 Eastern  43.648690 -79.385440  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#restrict neighbourhoods to those with Toronto in the name of their borough\n",
    "\n",
    "data = data[data.Borough.str.contains('Toronto', case = False)].reset_index(drop = True) #case refers to alphabet\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Beaches\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'groups'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-73236e23ae30>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     44\u001b[0m toronto_venues = getNearbyVenues(names=data['Neighbourhood'],\n\u001b[1;32m     45\u001b[0m                                  \u001b[0mlatitudes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Latitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m                                  longitudes=data['Longitude'])\n\u001b[0m\u001b[1;32m     47\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m \u001b[0mtoronto_venues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-6-73236e23ae30>\u001b[0m in \u001b[0;36mgetNearbyVenues\u001b[0;34m(names, latitudes, longitudes, radius)\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\u001b[0m         \u001b[0;31m# make the GET request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m         \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'response'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'groups'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'items'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m         \u001b[0;31m# extract relevant information for nearby venues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'groups'"
     ]
    }
   ],
   "source": [
    "#lets get the top 100 venues with in 500 m of each neighbourhood using Foursquare API\n",
    "\n",
    "LIMIT = 100 #\n",
    "\n",
    "def getNearbyVenues(names, latitudes, longitudes, radius = 500): #will pass pandas series to this function\n",
    "    venues_list = []\n",
    "    for name, lat, lng, in zip(names, latitudes, longitudes):\n",
    "        print(name)\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",
    "        # extract relevant information for nearby venues\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",
    "    #convert list into dataframe\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighbourhood', \n",
    "                  'Neighbourhood Latitude', \n",
    "                  'Neighbourhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)\n",
    "     \n",
    "toronto_venues = getNearbyVenues(names=data['Neighbourhood'],\n",
    "                                 latitudes=data['Latitude'],\n",
    "                                 longitudes=data['Longitude'])\n",
    "\n",
    "toronto_venues.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#lets analyze the neighbourhoods. We aim to create a data frame corresponding each neighbourhood\n",
    "#to its 10 most common venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Gym Pool</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indoor Play Area</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Store</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Park</th>\n",
       "      <th>Peruvian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pilates Studio</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Polish Restaurant</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighbourhood  Afghan Restaurant  American Restaurant  Antique Shop  \\\n",
       "0   The Beaches                  0                    0             0   \n",
       "1   The Beaches                  0                    0             0   \n",
       "2   The Beaches                  0                    0             0   \n",
       "3   The Beaches                  0                    0             0   \n",
       "4   The Beaches                  0                    0             0   \n",
       "\n",
       "   Art Gallery  Art Museum  Arts & Crafts Store  Asian Restaurant  \\\n",
       "0            0           0                    0                 0   \n",
       "1            0           0                    0                 0   \n",
       "2            0           0                    0                 0   \n",
       "3            0           0                    0                 0   \n",
       "4            0           0                    0                 0   \n",
       "\n",
       "   Athletics & Sports  BBQ Joint  Baby Store  Bagel Shop  Bakery  Bank  Bar  \\\n",
       "0                   0          0           0           0       0     0    0   \n",
       "1                   0          0           0           0       0     0    0   \n",
       "2                   0          0           0           0       0     0    0   \n",
       "3                   0          0           0           0       0     0    0   \n",
       "4                   0          0           0           0       0     0    0   \n",
       "\n",
       "   Basketball Stadium  Beer Bar  Beer Store  Belgian Restaurant  Bistro  \\\n",
       "0                   0         0           0                   0       0   \n",
       "1                   0         0           0                   0       0   \n",
       "2                   0         0           0                   0       0   \n",
       "3                   0         0           0                   0       0   \n",
       "4                   0         0           0                   0       0   \n",
       "\n",
       "   Bookstore  Boutique  Bowling Alley  Boxing Gym  Brazilian Restaurant  \\\n",
       "0          0         0              0           0                     0   \n",
       "1          0         0              0           0                     0   \n",
       "2          0         0              0           0                     0   \n",
       "3          0         0              0           0                     0   \n",
       "4          0         0              0           0                     0   \n",
       "\n",
       "   Breakfast Spot  Brewery  Bubble Tea Shop  Building  Burger Joint  \\\n",
       "0               0        0                0         0             0   \n",
       "1               0        0                0         0             0   \n",
       "2               0        0                0         0             0   \n",
       "3               0        0                0         0             0   \n",
       "4               0        0                0         0             0   \n",
       "\n",
       "   Burrito Place  Bus Line  Bus Stop  Butcher  Café  Camera Store  \\\n",
       "0              0         0         0        0     0             0   \n",
       "1              0         0         0        0     0             0   \n",
       "2              0         0         0        0     0             0   \n",
       "3              0         0         0        0     0             0   \n",
       "4              0         0         0        0     0             0   \n",
       "\n",
       "   Caribbean Restaurant  Cheese Shop  Chinese Restaurant  Church  \\\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",
       "   Climbing Gym  Clothing Store  Cocktail Bar  Coffee Shop  \\\n",
       "0             0               0             0            0   \n",
       "1             0               0             0            0   \n",
       "2             0               0             0            0   \n",
       "3             0               0             0            0   \n",
       "4             0               0             0            1   \n",
       "\n",
       "   College Arts Building  College Gym  College Rec Center  \\\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",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\n",
       "0                     0                        0           0             0   \n",
       "1                     0                        0           0             0   \n",
       "2                     0                        0           0             0   \n",
       "3                     0                        0           0             0   \n",
       "4                     0                        0           0             0   \n",
       "\n",
       "   Convenience Store  Cosmetics Shop  Creperie  Cuban Restaurant  \\\n",
       "0                  0               0         0                 0   \n",
       "1                  0               0         0                 0   \n",
       "2                  0               0         0                 0   \n",
       "3                  0               0         0                 0   \n",
       "4                  0               0         0                 0   \n",
       "\n",
       "   Cupcake Shop  Dance Studio  Deli / Bodega  Department Store  Dessert Shop  \\\n",
       "0             0             0              0                 0             0   \n",
       "1             0             0              0                 0             0   \n",
       "2             0             0              0                 0             0   \n",
       "3             0             0              0                 0             0   \n",
       "4             0             0              0                 0             0   \n",
       "\n",
       "   Diner  Discount Store  Dog Run  Donut Shop  Dumpling Restaurant  \\\n",
       "0      0               0        0           0                    0   \n",
       "1      0               0        0           0                    0   \n",
       "2      0               0        0           0                    0   \n",
       "3      0               0        0           0                    0   \n",
       "4      0               0        0           0                    0   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Ethiopian Restaurant  \\\n",
       "0                            0                  0                     0   \n",
       "1                            0                  0                     0   \n",
       "2                            0                  0                     0   \n",
       "3                            0                  0                     0   \n",
       "4                            0                  0                     0   \n",
       "\n",
       "   Event Space  Falafel Restaurant  Farm  Farmers Market  \\\n",
       "0            0                   0     0               0   \n",
       "1            0                   0     0               0   \n",
       "2            0                   0     0               0   \n",
       "3            0                   0     0               0   \n",
       "4            0                   0     0               0   \n",
       "\n",
       "   Fast Food Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                     0                  0            0            0   \n",
       "1                     0                  0            0            0   \n",
       "2                     0                  0            0            0   \n",
       "3                     0                  0            0            0   \n",
       "4                     0                  0            0            0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0            0     0                  0           0           0         0   \n",
       "1            0     0                  0           0           0         0   \n",
       "2            0     0                  0           0           0         0   \n",
       "3            0     0                  0           0           0         0   \n",
       "4            0     0                  0           0           0         0   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Frozen Yogurt Shop  \\\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",
       "   Furniture / Home Store  Gaming Cafe  Garden  Gastropub  Gay Bar  \\\n",
       "0                       0            0       0          0        0   \n",
       "1                       0            0       0          0        0   \n",
       "2                       0            0       0          0        0   \n",
       "3                       0            0       0          0        0   \n",
       "4                       0            0       0          0        0   \n",
       "\n",
       "   General Entertainment  General Travel  Gift Shop  Gluten-free Restaurant  \\\n",
       "0                      0               0          0                       0   \n",
       "1                      0               0          0                       0   \n",
       "2                      0               0          0                       0   \n",
       "3                      0               0          0                       0   \n",
       "4                      0               0          0                       0   \n",
       "\n",
       "   Gourmet Shop  Greek Restaurant  Grocery Store  Gym  Gym / Fitness Center  \\\n",
       "0             0                 0              0    0                     0   \n",
       "1             0                 0              0    0                     0   \n",
       "2             0                 0              0    0                     0   \n",
       "3             0                 0              0    0                     0   \n",
       "4             0                 0              0    0                     0   \n",
       "\n",
       "   Gym Pool  Harbor / Marina  Health Food Store  Historic Site  \\\n",
       "0         0                0                  0              0   \n",
       "1         0                0                  1              0   \n",
       "2         0                0                  0              0   \n",
       "3         0                0                  0              0   \n",
       "4         0                0                  0              0   \n",
       "\n",
       "   History Museum  Hobby Shop  Hookah Bar  Hostel  Hotel  Hotel Bar  \\\n",
       "0               0           0           0       0      0          0   \n",
       "1               0           0           0       0      0          0   \n",
       "2               0           0           0       0      0          0   \n",
       "3               0           0           0       0      0          0   \n",
       "4               0           0           0       0      0          0   \n",
       "\n",
       "   Hotpot Restaurant  Ice Cream Shop  Indian Restaurant  Indoor Play Area  \\\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",
       "   Intersection  Irish Pub  Italian Restaurant  Japanese Restaurant  \\\n",
       "0             0          0                   0                    0   \n",
       "1             0          0                   0                    0   \n",
       "2             0          0                   0                    0   \n",
       "3             0          0                   0                    0   \n",
       "4             0          0                   0                    0   \n",
       "\n",
       "   Jazz Club  Jewelry Store  Jewish Restaurant  Juice Bar  Korean Restaurant  \\\n",
       "0          0              0                  0          0                  0   \n",
       "1          0              0                  0          0                  0   \n",
       "2          0              0                  0          0                  0   \n",
       "3          0              0                  0          0                  0   \n",
       "4          0              0                  0          0                  0   \n",
       "\n",
       "   Lake  Latin American Restaurant  Light Rail Station  Lingerie Store  \\\n",
       "0     0                          0                   0               0   \n",
       "1     0                          0                   0               0   \n",
       "2     0                          0                   0               0   \n",
       "3     0                          0                   0               0   \n",
       "4     0                          0                   0               0   \n",
       "\n",
       "   Liquor Store  Lounge  Mac & Cheese Joint  Malay Restaurant  Market  \\\n",
       "0             0       0                   0                 0       0   \n",
       "1             0       0                   0                 0       0   \n",
       "2             0       0                   0                 0       0   \n",
       "3             0       0                   0                 0       0   \n",
       "4             0       0                   0                 0       0   \n",
       "\n",
       "   Martial Arts Dojo  Mediterranean Restaurant  Men's 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",
       "   Mexican Restaurant  Middle Eastern Restaurant  Miscellaneous Shop  \\\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",
       "   Modern European Restaurant  Molecular Gastronomy Restaurant  \\\n",
       "0                           0                                0   \n",
       "1                           0                                0   \n",
       "2                           0                                0   \n",
       "3                           0                                0   \n",
       "4                           0                                0   \n",
       "\n",
       "   Monument / Landmark  Movie Theater  Museum  Music Store  Music Venue  \\\n",
       "0                    0              0       0            0            0   \n",
       "1                    0              0       0            0            0   \n",
       "2                    0              0       0            0            0   \n",
       "3                    0              0       0            0            0   \n",
       "4                    0              0       0            0            0   \n",
       "\n",
       "   Neighborhood  New American Restaurant  Nightclub  Noodle House  Office  \\\n",
       "0             0                        0          0             0       0   \n",
       "1             0                        0          0             0       0   \n",
       "2             0                        0          0             0       0   \n",
       "3             0                        0          0             0       0   \n",
       "4             0                        0          0             0       0   \n",
       "\n",
       "   Opera House  Organic Grocery  Other Great Outdoors  Park  \\\n",
       "0            0                0                     0     0   \n",
       "1            0                0                     0     0   \n",
       "2            0                0                     0     0   \n",
       "3            0                0                     1     0   \n",
       "4            0                0                     0     0   \n",
       "\n",
       "   Peruvian Restaurant  Pet Store  Pharmacy  Pilates Studio  Pizza Place  \\\n",
       "0                    0          0         0               0            0   \n",
       "1                    0          0         0               0            0   \n",
       "2                    0          0         0               0            0   \n",
       "3                    0          0         0               0            0   \n",
       "4                    0          0         0               0            0   \n",
       "\n",
       "   Playground  Plaza  Poke Place  Polish Restaurant  Poutine Place  Pub  \\\n",
       "0           0      0           0                  0              0    0   \n",
       "1           0      0           0                  0              0    0   \n",
       "2           0      0           0                  0              0    1   \n",
       "3           0      0           0                  0              0    0   \n",
       "4           0      0           0                  0              0    0   \n",
       "\n",
       "   Ramen Restaurant  Record Shop  Restaurant  Sake Bar  Salad Place  \\\n",
       "0                 0            0           0         0            0   \n",
       "1                 0            0           0         0            0   \n",
       "2                 0            0           0         0            0   \n",
       "3                 0            0           0         0            0   \n",
       "4                 0            0           0         0            0   \n",
       "\n",
       "   Salon / Barbershop  Sandwich Place  Sculpture Garden  Seafood Restaurant  \\\n",
       "0                   0               0                 0                   0   \n",
       "1                   0               0                 0                   0   \n",
       "2                   0               0                 0                   0   \n",
       "3                   0               0                 0                   0   \n",
       "4                   0               0                 0                   0   \n",
       "\n",
       "   Shoe Store  Shopping Mall  Smoke Shop  Smoothie Shop  Snack Place  \\\n",
       "0           0              0           0              0            0   \n",
       "1           0              0           0              0            0   \n",
       "2           0              0           0              0            0   \n",
       "3           0              0           0              0            0   \n",
       "4           0              0           0              0            0   \n",
       "\n",
       "   Soccer Field  Soup Place  Southern / Soul Food Restaurant  Spa  Speakeasy  \\\n",
       "0             0           0                                0    0          0   \n",
       "1             0           0                                0    0          0   \n",
       "2             0           0                                0    0          0   \n",
       "3             0           0                                0    0          0   \n",
       "4             0           0                                0    0          0   \n",
       "\n",
       "   Sporting Goods Shop  Sports Bar  Steakhouse  Strip Club  Supermarket  \\\n",
       "0                    0           0           0           0            0   \n",
       "1                    0           0           0           0            0   \n",
       "2                    0           0           0           0            0   \n",
       "3                    0           0           0           0            0   \n",
       "4                    0           0           0           0            0   \n",
       "\n",
       "   Sushi Restaurant  Swim School  Taco Place  Tailor Shop  \\\n",
       "0                 0            0           0            0   \n",
       "1                 0            0           0            0   \n",
       "2                 0            0           0            0   \n",
       "3                 0            0           0            0   \n",
       "4                 0            0           0            0   \n",
       "\n",
       "   Taiwanese Restaurant  Tanning Salon  Tapas Restaurant  Tea Room  \\\n",
       "0                     0              0                 0         0   \n",
       "1                     0              0                 0         0   \n",
       "2                     0              0                 0         0   \n",
       "3                     0              0                 0         0   \n",
       "4                     0              0                 0         0   \n",
       "\n",
       "   Thai Restaurant  Theater  Theme Restaurant  Thrift / Vintage Store  \\\n",
       "0                0        0                 0                       0   \n",
       "1                0        0                 0                       0   \n",
       "2                0        0                 0                       0   \n",
       "3                0        0                 0                       0   \n",
       "4                0        0                 0                       0   \n",
       "\n",
       "   Toy / Game Store  Trail  Train Station  Vegetarian / Vegan Restaurant  \\\n",
       "0                 0      1              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",
       "   Video Game Store  Vietnamese Restaurant  Wine Bar  Wings Joint  Yoga Studio  \n",
       "0                 0                      0         0            0            0  \n",
       "1                 0                      0         0            0            0  \n",
       "2                 0                      0         0            0            0  \n",
       "3                 0                      0         0            0            0  \n",
       "4                 0                      0         0            0            0  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#perform one hot encoding using pd.get_dummies command\n",
    "toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\") #prefix refers to new data column name\n",
    "\n",
    "#add neighbourhood column to toronto_onehot and move it to the first column\n",
    "toronto_onehot['Neighbourhood'] = toronto_venues['Neighbourhood']\n",
    "\n",
    "#move neighborhood column to the first column\n",
    "fixed_columns = [toronto_onehot.columns[-1]] + list(toronto_onehot.columns[:-1])\n",
    "toronto_onehot = toronto_onehot[fixed_columns]\n",
    "\n",
    "toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#next group rows by neighbourhood and take mean of frequency of occurence of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bowling Alley</th>\n",
       "      <th>Boxing Gym</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Bus Stop</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farm</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Frozen Yogurt Shop</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Gym Pool</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indoor Play Area</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
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       "      <th>Museum</th>\n",
       "      <th>Music Store</th>\n",
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       "      <th>Neighborhood</th>\n",
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       "      <th>Pizza Place</th>\n",
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       "      <th>Restaurant</th>\n",
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       "      <th>Shopping Mall</th>\n",
       "      <th>Smoke Shop</th>\n",
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       "      <th>Snack Place</th>\n",
       "      <th>Soccer Field</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</th>\n",
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       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
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       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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>0.000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.000</td>\n",
       "      <td>0.010000</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.030769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.030769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.015385</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>0.030769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.046154</td>\n",
       "      <td>0.092308</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</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>0.015385</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</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>0.030769</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.030769</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>0.015385</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.030769</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",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046154</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>0.046154</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</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>0.015385</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>2</th>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</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",
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       "      <td>0.013889</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.013889</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.013889</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.013889</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.013889</td>\n",
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       "      <td>0.000</td>\n",
       "      <td>0.055556</td>\n",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
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       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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>0.01</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</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",
       "      <td>0.030000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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",
       "      <td>0.000</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",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</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",
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       "      <td>0.020000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
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       "      <td>0.015152</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.015152</td>\n",
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       "      <td>0.015152</td>\n",
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       "      <td>0.015152</td>\n",
       "      <td>0.075758</td>\n",
       "      <td>0.015152</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.015152</td>\n",
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       "      <td>0.015152</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.015152</td>\n",
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       "      <td>0.015152</td>\n",
       "      <td>0.015152</td>\n",
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       "      <td>0.015152</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Cabbagetown, St. James Town</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.051282</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</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>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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",
       "      <td>0.025641</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.051282</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>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.051282</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>0.000000</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>0.000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025641</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>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.061856</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.103093</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</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>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010309</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030928</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</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>0.010309</td>\n",
       "      <td>0.030928</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030928</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020619</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030928</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.010309</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.031579</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</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>0.021053</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.084211</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.042105</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.031579</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021053</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.042105</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>0.021053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.031579</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.042105</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021053</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010526</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>0.010526</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.010526</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.042105</td>\n",
       "      <td>0.010526</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Christie</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>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.000000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.096386</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024096</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>0.012048</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.036145</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.060241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048193</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.036145</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>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.012048</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>0.012048</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012048</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Commerce Court, Victoria Hotel</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010000</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>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.060000</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",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.030000</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>0.00</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>0.000000</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",
       "      <td>0.00</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",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</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>0.020000</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",
       "      <td>0.000</td>\n",
       "      <td>0.010000</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Davisville</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.115385</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.038462</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.038462</td>\n",
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       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <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",
       "      <td>0.000000</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",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.076923</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>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</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>0.000</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",
       "      <td>0.038462</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.038462</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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Davisville North</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.166667</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
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       "      <td>0.000</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",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.333333</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <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",
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       "      <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",
       "      <td>0.166667</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
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       "      <td>0.020000</td>\n",
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       "      <td>0.010000</td>\n",
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       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010000</td>\n",
       "      <td>0.020000</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>0.010000</td>\n",
       "      <td>0.010000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Dovercourt Village, Dufferin</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>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</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",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.117647</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.058824</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.058824</td>\n",
       "      <td>0.000000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>First Canadian Place, Underground city</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.070000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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",
       "      <td>0.000</td>\n",
       "      <td>0.010000</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.020000</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Forest Hill North, Forest Hill West</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",
       "      <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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Harbord, University of Toronto</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
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       "      <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>0.250000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
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       "      <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",
       "      <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",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
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       "      <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",
       "      <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>0.086957</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.217391</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.086957</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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",
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       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
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       "      <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",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.043478</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",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.086957</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>High Park, The Junction South</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",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.333333</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",
       "      <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",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</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",
       "      <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",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Lawrence Park</td>\n",
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       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Little Portugal, Trinity</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.333333</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.000000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>North Toronto West</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",
       "      <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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.000000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</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>0.020000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.020000</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>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.040000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.040000</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>0.020000</td>\n",
       "      <td>0.040000</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>0.020000</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>Rosedale</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",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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",
       "      <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>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.000000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Runnymede, Swansea</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",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.075000</td>\n",
       "      <td>0.025000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.050000</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>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025</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",
       "      <td>0.000000</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>0.025000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>Ryerson, Garden District</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</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>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.050000</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",
       "      <td>0.030000</td>\n",
       "      <td>0.020000</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>0.00</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>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</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>0.030000</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>0.000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.010000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</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",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.040000</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",
       "      <td>0.030000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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",
       "      <td>0.000</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",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.010000</td>\n",
       "      <td>0.030000</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>0.000000</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>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039216</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>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</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>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</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>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058824</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>0.00</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.019608</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.039216</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>0.019608</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</td>\n",
       "      <td>0.000</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",
       "      <td>0.039216</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>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019608</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>0.019608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
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       "      <td>0.034483</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>0.034483</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",
       "      <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>0.00</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.103448</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.068966</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</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>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.068966</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>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.103448</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",
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       "      <td>0.000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.0</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</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>34</th>\n",
       "      <td>The Beaches</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",
       "      <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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</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>35</th>\n",
       "      <td>The Beaches West, India Bazaar</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",
       "      <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",
       "      <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>0.00</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.052632</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",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.052632</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.052632</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",
       "      <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>0.105263</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>0.000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</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",
       "      <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",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0</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",
       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.25</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
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       "      <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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <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",
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       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighbourhood  Afghan Restaurant  \\\n",
       "0                            Adelaide, King, Richmond           0.000000   \n",
       "1                                         Berczy Park           0.000000   \n",
       "2        Brockton, Exhibition Place, Parkdale Village           0.000000   \n",
       "3   Business Reply Mail Processing Centre 969 Eastern           0.000000   \n",
       "4   CN Tower, Bathurst Quay, Island airport, Harbo...           0.000000   \n",
       "5                         Cabbagetown, St. James Town           0.000000   \n",
       "6                                  Central Bay Street           0.000000   \n",
       "7           Chinatown, Grange Park, Kensington Market           0.000000   \n",
       "8                                            Christie           0.000000   \n",
       "9                                Church and Wellesley           0.012048   \n",
       "10                     Commerce Court, Victoria Hotel           0.000000   \n",
       "11                                         Davisville           0.000000   \n",
       "12                                   Davisville North           0.000000   \n",
       "13  Deer Park, Forest Hill SE, Rathnelly, South Hi...           0.000000   \n",
       "14           Design Exchange, Toronto Dominion Centre           0.000000   \n",
       "15                       Dovercourt Village, Dufferin           0.000000   \n",
       "16             First Canadian Place, Underground city           0.000000   \n",
       "17                Forest Hill North, Forest Hill West           0.000000   \n",
       "18                     Harbord, University of Toronto           0.000000   \n",
       "19  Harbourfront East, Toronto Islands, Union Station           0.000000   \n",
       "20                          Harbourfront, Regent Park           0.000000   \n",
       "21                      High Park, The Junction South           0.000000   \n",
       "22                                      Lawrence Park           0.000000   \n",
       "23                           Little Portugal, Trinity           0.000000   \n",
       "24                        Moore Park, Summerhill East           0.000000   \n",
       "25                                 North Toronto West           0.000000   \n",
       "26                             Parkdale, Roncesvalles           0.000000   \n",
       "27                                           Rosedale           0.000000   \n",
       "28                                 Runnymede, Swansea           0.000000   \n",
       "29                           Ryerson, Garden District           0.000000   \n",
       "30                                     St. James Town           0.000000   \n",
       "31                    Stn A PO Boxes 25 The Esplanade           0.000000   \n",
       "32                                    Studio District           0.000000   \n",
       "33                The Annex, North Midtown, Yorkville           0.000000   \n",
       "34                                        The Beaches           0.000000   \n",
       "35                     The Beaches West, India Bazaar           0.000000   \n",
       "36                       The Danforth West, Riverdale           0.000000   \n",
       "\n",
       "    American Restaurant  Antique Shop  Art Gallery  Art Museum  \\\n",
       "0              0.030000      0.000000     0.010000    0.000000   \n",
       "1              0.000000      0.000000     0.015385    0.000000   \n",
       "2              0.000000      0.000000     0.027778    0.000000   \n",
       "3              0.030000      0.000000     0.000000    0.000000   \n",
       "4              0.000000      0.000000     0.000000    0.000000   \n",
       "5              0.000000      0.000000     0.000000    0.000000   \n",
       "6              0.010309      0.000000     0.010309    0.010309   \n",
       "7              0.000000      0.000000     0.010526    0.000000   \n",
       "8              0.000000      0.000000     0.000000    0.000000   \n",
       "9              0.012048      0.000000     0.000000    0.000000   \n",
       "10             0.030000      0.000000     0.010000    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             0.030000      0.000000     0.010000    0.000000   \n",
       "15             0.000000      0.000000     0.000000    0.000000   \n",
       "16             0.030000      0.000000     0.010000    0.000000   \n",
       "17             0.000000      0.000000     0.000000    0.000000   \n",
       "18             0.000000      0.000000     0.000000    0.000000   \n",
       "19             0.000000      0.000000     0.000000    0.000000   \n",
       "20             0.000000      0.000000     0.000000    0.000000   \n",
       "21             0.000000      0.000000     0.000000    0.000000   \n",
       "22             0.000000      0.000000     0.000000    0.000000   \n",
       "23             0.016393      0.000000     0.016393    0.000000   \n",
       "24             0.000000      0.000000     0.000000    0.000000   \n",
       "25             0.000000      0.000000     0.000000    0.000000   \n",
       "26             0.040000      0.000000     0.000000    0.000000   \n",
       "27             0.000000      0.000000     0.000000    0.000000   \n",
       "28             0.000000      0.000000     0.000000    0.000000   \n",
       "29             0.010000      0.000000     0.010000    0.000000   \n",
       "30             0.020000      0.000000     0.010000    0.000000   \n",
       "31             0.030000      0.000000     0.000000    0.000000   \n",
       "32             0.039216      0.019608     0.000000    0.000000   \n",
       "33             0.034483      0.000000     0.000000    0.000000   \n",
       "34             0.000000      0.000000     0.000000    0.000000   \n",
       "35             0.000000      0.000000     0.000000    0.000000   \n",
       "36             0.000000      0.000000     0.000000    0.000000   \n",
       "\n",
       "    Arts & Crafts Store  Asian Restaurant  Athletics & Sports  BBQ Joint  \\\n",
       "0              0.000000          0.030000            0.000000   0.000000   \n",
       "1              0.000000          0.000000            0.000000   0.015385   \n",
       "2              0.013889          0.000000            0.000000   0.000000   \n",
       "3              0.000000          0.020000            0.000000   0.000000   \n",
       "4              0.000000          0.015152            0.000000   0.000000   \n",
       "5              0.000000          0.000000            0.000000   0.000000   \n",
       "6              0.000000          0.000000            0.000000   0.000000   \n",
       "7              0.021053          0.000000            0.000000   0.000000   \n",
       "8              0.000000          0.000000            0.100000   0.000000   \n",
       "9              0.012048          0.000000            0.000000   0.000000   \n",
       "10             0.000000          0.010000            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          0.010000            0.000000   0.000000   \n",
       "15             0.000000          0.000000            0.058824   0.000000   \n",
       "16             0.000000          0.030000            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             0.000000          0.000000            0.000000   0.000000   \n",
       "20             0.000000          0.000000            0.000000   0.000000   \n",
       "21             0.000000          0.000000            0.000000   0.000000   \n",
       "22             0.000000          0.000000            0.000000   0.000000   \n",
       "23             0.000000          0.049180            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   0.020000   \n",
       "27             0.000000          0.000000            0.000000   0.000000   \n",
       "28             0.000000          0.000000            0.000000   0.000000   \n",
       "29             0.000000          0.000000            0.000000   0.000000   \n",
       "30             0.000000          0.010000            0.000000   0.020000   \n",
       "31             0.000000          0.020000            0.000000   0.000000   \n",
       "32             0.039216          0.000000            0.000000   0.019608   \n",
       "33             0.000000          0.000000            0.000000   0.034483   \n",
       "34             0.000000          0.000000            0.000000   0.000000   \n",
       "35             0.000000          0.000000            0.000000   0.000000   \n",
       "36             0.000000          0.000000            0.000000   0.000000   \n",
       "\n",
       "    Baby Store  Bagel Shop    Bakery      Bank       Bar  Basketball Stadium  \\\n",
       "0          0.0    0.000000  0.020000  0.000000  0.030000            0.000000   \n",
       "1          0.0    0.015385  0.030769  0.000000  0.000000            0.015385   \n",
       "2          0.0    0.000000  0.027778  0.000000  0.027778            0.000000   \n",
       "3          0.0    0.000000  0.000000  0.000000  0.040000            0.000000   \n",
       "4          0.0    0.000000  0.030303  0.000000  0.045455            0.000000   \n",
       "5          0.0    0.000000  0.051282  0.025641  0.000000            0.000000   \n",
       "6          0.0    0.000000  0.020619  0.010309  0.010309            0.000000   \n",
       "7          0.0    0.010526  0.031579  0.000000  0.052632            0.000000   \n",
       "8          0.1    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "9          0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "10         0.0    0.000000  0.020000  0.000000  0.010000            0.000000   \n",
       "11         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "12         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "13         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "14         0.0    0.000000  0.020000  0.000000  0.030000            0.010000   \n",
       "15         0.0    0.000000  0.058824  0.058824  0.058824            0.000000   \n",
       "16         0.0    0.000000  0.020000  0.000000  0.030000            0.000000   \n",
       "17         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "18         0.0    0.000000  0.055556  0.000000  0.037037            0.000000   \n",
       "19         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "20         0.0    0.000000  0.043478  0.000000  0.000000            0.000000   \n",
       "21         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "22         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "23         0.0    0.016393  0.032787  0.000000  0.065574            0.000000   \n",
       "24         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "25         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "26         0.0    0.000000  0.040000  0.020000  0.020000            0.000000   \n",
       "27         0.0    0.000000  0.000000  0.250000  0.000000            0.000000   \n",
       "28         0.0    0.000000  0.075000  0.025000  0.000000            0.000000   \n",
       "29         0.0    0.000000  0.010000  0.010000  0.010000            0.000000   \n",
       "30         0.0    0.010000  0.040000  0.000000  0.000000            0.000000   \n",
       "31         0.0    0.000000  0.000000  0.000000  0.040000            0.000000   \n",
       "32         0.0    0.000000  0.058824  0.000000  0.039216            0.000000   \n",
       "33         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "34         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "35         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "36         0.0    0.000000  0.000000  0.000000  0.000000            0.000000   \n",
       "\n",
       "    Beer Bar  Beer Store  Belgian Restaurant    Bistro  Bookstore  Boutique  \\\n",
       "0   0.010000    0.000000            0.000000  0.000000   0.020000  0.000000   \n",
       "1   0.030769    0.000000            0.015385  0.015385   0.000000  0.000000   \n",
       "2   0.027778    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "3   0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "4   0.015152    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "5   0.000000    0.025641            0.000000  0.000000   0.000000  0.000000   \n",
       "6   0.010309    0.000000            0.000000  0.000000   0.020619  0.000000   \n",
       "7   0.010526    0.000000            0.010526  0.000000   0.000000  0.000000   \n",
       "8   0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "9   0.000000    0.000000            0.000000  0.000000   0.012048  0.000000   \n",
       "10  0.030000    0.000000            0.000000  0.000000   0.010000  0.000000   \n",
       "11  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "12  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "13  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "14  0.020000    0.000000            0.000000  0.000000   0.010000  0.000000   \n",
       "15  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "16  0.020000    0.000000            0.000000  0.000000   0.010000  0.000000   \n",
       "17  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "18  0.018519    0.018519            0.000000  0.000000   0.037037  0.000000   \n",
       "19  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "20  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "21  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "22  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "23  0.000000    0.000000            0.000000  0.016393   0.000000  0.016393   \n",
       "24  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "25  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "26  0.000000    0.000000            0.000000  0.000000   0.040000  0.000000   \n",
       "27  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "28  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "29  0.010000    0.000000            0.000000  0.000000   0.020000  0.000000   \n",
       "30  0.030000    0.000000            0.000000  0.000000   0.010000  0.000000   \n",
       "31  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "32  0.000000    0.000000            0.000000  0.000000   0.000000  0.019608   \n",
       "33  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "34  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "35  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "36  0.000000    0.000000            0.000000  0.000000   0.000000  0.000000   \n",
       "\n",
       "    Bowling Alley  Boxing Gym  Brazilian Restaurant  Breakfast Spot   Brewery  \\\n",
       "0        0.000000    0.000000              0.010000        0.030000  0.000000   \n",
       "1        0.000000    0.000000              0.000000        0.030769  0.000000   \n",
       "2        0.000000    0.013889              0.000000        0.013889  0.000000   \n",
       "3        0.000000    0.000000              0.010000        0.010000  0.000000   \n",
       "4        0.000000    0.000000              0.000000        0.000000  0.015152   \n",
       "5        0.000000    0.000000              0.000000        0.025641  0.000000   \n",
       "6        0.000000    0.000000              0.000000        0.010309  0.000000   \n",
       "7        0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "8        0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "9        0.000000    0.000000              0.000000        0.012048  0.000000   \n",
       "10       0.000000    0.000000              0.000000        0.020000  0.000000   \n",
       "11       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "12       0.000000    0.000000              0.000000        0.166667  0.000000   \n",
       "13       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "14       0.000000    0.000000              0.000000        0.010000  0.000000   \n",
       "15       0.000000    0.000000              0.058824        0.000000  0.000000   \n",
       "16       0.000000    0.000000              0.000000        0.010000  0.000000   \n",
       "17       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "18       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "19       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "20       0.000000    0.000000              0.000000        0.086957  0.000000   \n",
       "21       0.333333    0.000000              0.000000        0.000000  0.000000   \n",
       "22       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "23       0.000000    0.000000              0.016393        0.000000  0.016393   \n",
       "24       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "25       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "26       0.000000    0.000000              0.000000        0.040000  0.000000   \n",
       "27       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "28       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "29       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "30       0.000000    0.000000              0.000000        0.030000  0.000000   \n",
       "31       0.000000    0.000000              0.010000        0.010000  0.000000   \n",
       "32       0.000000    0.000000              0.000000        0.000000  0.039216   \n",
       "33       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "34       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "35       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "36       0.000000    0.000000              0.000000        0.000000  0.000000   \n",
       "\n",
       "    Bubble Tea Shop  Building  Burger Joint  Burrito Place  Bus Line  \\\n",
       "0          0.000000      0.01      0.030000       0.010000      0.00   \n",
       "1          0.000000      0.00      0.000000       0.000000      0.00   \n",
       "2          0.000000      0.00      0.013889       0.000000      0.00   \n",
       "3          0.000000      0.00      0.010000       0.020000      0.00   \n",
       "4          0.000000      0.00      0.000000       0.000000      0.00   \n",
       "5          0.000000      0.00      0.000000       0.000000      0.00   \n",
       "6          0.020619      0.00      0.010309       0.000000      0.00   \n",
       "7          0.021053      0.00      0.021053       0.000000      0.00   \n",
       "8          0.000000      0.00      0.000000       0.000000      0.00   \n",
       "9          0.024096      0.00      0.024096       0.012048      0.00   \n",
       "10         0.000000      0.00      0.010000       0.000000      0.00   \n",
       "11         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "12         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "13         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "14         0.000000      0.00      0.020000       0.000000      0.00   \n",
       "15         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "16         0.000000      0.01      0.030000       0.000000      0.00   \n",
       "17         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "18         0.018519      0.00      0.000000       0.018519      0.00   \n",
       "19         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "20         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "21         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "22         0.000000      0.00      0.000000       0.000000      0.50   \n",
       "23         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "24         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "25         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "26         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "27         0.000000      0.25      0.000000       0.000000      0.00   \n",
       "28         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "29         0.010000      0.00      0.010000       0.010000      0.00   \n",
       "30         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "31         0.000000      0.00      0.010000       0.020000      0.00   \n",
       "32         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "33         0.000000      0.00      0.034483       0.000000      0.00   \n",
       "34         0.000000      0.00      0.000000       0.000000      0.00   \n",
       "35         0.000000      0.00      0.052632       0.052632      0.00   \n",
       "36         0.000000      0.00      0.000000       0.000000      0.25   \n",
       "\n",
       "    Bus Stop   Butcher      Café  Camera Store  Caribbean Restaurant  \\\n",
       "0   0.000000  0.000000  0.060000          0.00              0.000000   \n",
       "1   0.000000  0.000000  0.030769          0.00              0.000000   \n",
       "2   0.000000  0.000000  0.069444          0.00              0.013889   \n",
       "3   0.000000  0.000000  0.040000          0.00              0.000000   \n",
       "4   0.000000  0.000000  0.045455          0.00              0.015152   \n",
       "5   0.000000  0.025641  0.076923          0.00              0.000000   \n",
       "6   0.000000  0.000000  0.020619          0.00              0.000000   \n",
       "7   0.000000  0.000000  0.084211          0.00              0.021053   \n",
       "8   0.000000  0.000000  0.300000          0.00              0.000000   \n",
       "9   0.000000  0.000000  0.012048          0.00              0.000000   \n",
       "10  0.000000  0.000000  0.050000          0.00              0.000000   \n",
       "11  0.000000  0.000000  0.076923          0.00              0.000000   \n",
       "12  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "13  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "14  0.000000  0.000000  0.080000          0.00              0.000000   \n",
       "15  0.000000  0.000000  0.058824          0.00              0.000000   \n",
       "16  0.000000  0.000000  0.070000          0.00              0.000000   \n",
       "17  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "18  0.000000  0.000000  0.092593          0.00              0.000000   \n",
       "19  0.000000  0.000000  0.250000          0.00              0.000000   \n",
       "20  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "21  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "22  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "23  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "24  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "25  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "26  0.000000  0.020000  0.020000          0.00              0.000000   \n",
       "27  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "28  0.000000  0.000000  0.100000          0.00              0.000000   \n",
       "29  0.000000  0.000000  0.030000          0.00              0.000000   \n",
       "30  0.000000  0.000000  0.050000          0.01              0.000000   \n",
       "31  0.000000  0.000000  0.040000          0.00              0.000000   \n",
       "32  0.019608  0.000000  0.039216          0.00              0.000000   \n",
       "33  0.000000  0.000000  0.103448          0.00              0.000000   \n",
       "34  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "35  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "36  0.000000  0.000000  0.000000          0.00              0.000000   \n",
       "\n",
       "    Cheese Shop  Chinese Restaurant  Church  Climbing Gym  Clothing Store  \\\n",
       "0      0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "1      0.030769            0.000000    0.00      0.000000        0.015385   \n",
       "2      0.000000            0.000000    0.00      0.013889        0.000000   \n",
       "3      0.000000            0.000000    0.00      0.000000        0.010000   \n",
       "4      0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "5      0.000000            0.025641    0.00      0.000000        0.000000   \n",
       "6      0.000000            0.020619    0.00      0.000000        0.061856   \n",
       "7      0.010526            0.042105    0.00      0.000000        0.000000   \n",
       "8      0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "9      0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "10     0.000000            0.010000    0.01      0.000000        0.010000   \n",
       "11     0.000000            0.038462    0.00      0.000000        0.000000   \n",
       "12     0.000000            0.000000    0.00      0.000000        0.166667   \n",
       "13     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "14     0.000000            0.010000    0.00      0.000000        0.000000   \n",
       "15     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "16     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "17     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "18     0.018519            0.018519    0.00      0.000000        0.000000   \n",
       "19     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "20     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "21     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "22     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "23     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "24     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "25     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "26     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "27     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "28     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "29     0.000000            0.010000    0.00      0.000000        0.060000   \n",
       "30     0.010000            0.000000    0.01      0.000000        0.030000   \n",
       "31     0.000000            0.000000    0.00      0.000000        0.010000   \n",
       "32     0.000000            0.019608    0.00      0.000000        0.019608   \n",
       "33     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "34     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "35     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "36     0.000000            0.000000    0.00      0.000000        0.000000   \n",
       "\n",
       "    Cocktail Bar  Coffee Shop  College Arts Building  College Gym  \\\n",
       "0       0.000000     0.070000               0.000000     0.000000   \n",
       "1       0.046154     0.092308               0.000000     0.000000   \n",
       "2       0.013889     0.083333               0.000000     0.000000   \n",
       "3       0.000000     0.090000               0.000000     0.000000   \n",
       "4       0.000000     0.106061               0.000000     0.015152   \n",
       "5       0.000000     0.076923               0.000000     0.000000   \n",
       "6       0.000000     0.103093               0.000000     0.000000   \n",
       "7       0.021053     0.031579               0.000000     0.000000   \n",
       "8       0.000000     0.100000               0.000000     0.000000   \n",
       "9       0.000000     0.096386               0.000000     0.000000   \n",
       "10      0.020000     0.120000               0.000000     0.000000   \n",
       "11      0.000000     0.076923               0.000000     0.000000   \n",
       "12      0.000000     0.000000               0.000000     0.000000   \n",
       "13      0.000000     0.333333               0.000000     0.000000   \n",
       "14      0.010000     0.120000               0.000000     0.000000   \n",
       "15      0.000000     0.000000               0.000000     0.000000   \n",
       "16      0.000000     0.120000               0.000000     0.000000   \n",
       "17      0.000000     0.000000               0.000000     0.000000   \n",
       "18      0.000000     0.055556               0.018519     0.018519   \n",
       "19      0.000000     0.000000               0.000000     0.000000   \n",
       "20      0.000000     0.217391               0.000000     0.000000   \n",
       "21      0.000000     0.000000               0.000000     0.000000   \n",
       "22      0.000000     0.000000               0.000000     0.000000   \n",
       "23      0.049180     0.065574               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     0.080000               0.000000     0.000000   \n",
       "27      0.000000     0.000000               0.000000     0.000000   \n",
       "28      0.000000     0.100000               0.000000     0.000000   \n",
       "29      0.000000     0.110000               0.000000     0.000000   \n",
       "30      0.030000     0.080000               0.000000     0.000000   \n",
       "31      0.000000     0.090000               0.000000     0.000000   \n",
       "32      0.000000     0.039216               0.000000     0.000000   \n",
       "33      0.000000     0.068966               0.000000     0.000000   \n",
       "34      0.000000     0.166667               0.000000     0.000000   \n",
       "35      0.000000     0.000000               0.000000     0.000000   \n",
       "36      0.000000     0.000000               0.000000     0.000000   \n",
       "\n",
       "    College Rec Center  Colombian Restaurant  Comfort Food Restaurant  \\\n",
       "0                 0.00                  0.01                 0.000000   \n",
       "1                 0.00                  0.00                 0.015385   \n",
       "2                 0.00                  0.00                 0.013889   \n",
       "3                 0.00                  0.01                 0.000000   \n",
       "4                 0.00                  0.00                 0.000000   \n",
       "5                 0.00                  0.00                 0.000000   \n",
       "6                 0.00                  0.00                 0.000000   \n",
       "7                 0.00                  0.00                 0.021053   \n",
       "8                 0.00                  0.00                 0.000000   \n",
       "9                 0.00                  0.00                 0.000000   \n",
       "10                0.00                  0.00                 0.000000   \n",
       "11                0.00                  0.00                 0.000000   \n",
       "12                0.00                  0.00                 0.000000   \n",
       "13                0.00                  0.00                 0.000000   \n",
       "14                0.00                  0.00                 0.000000   \n",
       "15                0.00                  0.00                 0.000000   \n",
       "16                0.00                  0.00                 0.000000   \n",
       "17                0.00                  0.00                 0.000000   \n",
       "18                0.00                  0.00                 0.018519   \n",
       "19                0.00                  0.00                 0.000000   \n",
       "20                0.00                  0.00                 0.000000   \n",
       "21                0.00                  0.00                 0.000000   \n",
       "22                0.00                  0.00                 0.000000   \n",
       "23                0.00                  0.00                 0.000000   \n",
       "24                0.00                  0.00                 0.000000   \n",
       "25                0.00                  0.00                 0.000000   \n",
       "26                0.00                  0.00                 0.000000   \n",
       "27                0.00                  0.00                 0.000000   \n",
       "28                0.00                  0.00                 0.000000   \n",
       "29                0.01                  0.00                 0.000000   \n",
       "30                0.00                  0.00                 0.010000   \n",
       "31                0.00                  0.01                 0.000000   \n",
       "32                0.00                  0.00                 0.019608   \n",
       "33                0.00                  0.00                 0.000000   \n",
       "34                0.00                  0.00                 0.000000   \n",
       "35                0.00                  0.00                 0.000000   \n",
       "36                0.00                  0.00                 0.000000   \n",
       "\n",
       "    Comic Shop  Concert Hall  Convenience Store  Cosmetics Shop  Creperie  \\\n",
       "0     0.000000      0.020000           0.000000        0.000000  0.000000   \n",
       "1     0.000000      0.015385           0.000000        0.000000  0.015385   \n",
       "2     0.000000      0.000000           0.013889        0.000000  0.000000   \n",
       "3     0.000000      0.020000           0.000000        0.010000  0.000000   \n",
       "4     0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "5     0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "6     0.010309      0.000000           0.000000        0.020619  0.000000   \n",
       "7     0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "8     0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "9     0.000000      0.000000           0.000000        0.000000  0.012048   \n",
       "10    0.000000      0.010000           0.000000        0.010000  0.010000   \n",
       "11    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "12    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "13    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "14    0.000000      0.020000           0.000000        0.000000  0.000000   \n",
       "15    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "16    0.000000      0.020000           0.000000        0.000000  0.000000   \n",
       "17    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "18    0.000000      0.000000           0.000000        0.000000  0.018519   \n",
       "19    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "20    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "21    0.000000      0.000000           0.333333        0.000000  0.000000   \n",
       "22    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "23    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "24    0.000000      0.000000           0.333333        0.000000  0.000000   \n",
       "25    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "26    0.000000      0.020000           0.000000        0.000000  0.000000   \n",
       "27    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "28    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "29    0.010000      0.000000           0.000000        0.030000  0.000000   \n",
       "30    0.000000      0.000000           0.000000        0.030000  0.010000   \n",
       "31    0.000000      0.020000           0.000000        0.010000  0.000000   \n",
       "32    0.000000      0.000000           0.019608        0.000000  0.000000   \n",
       "33    0.000000      0.000000           0.000000        0.034483  0.000000   \n",
       "34    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "35    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "36    0.000000      0.000000           0.000000        0.000000  0.000000   \n",
       "\n",
       "    Cuban Restaurant  Cupcake Shop  Dance Studio  Deli / Bodega  \\\n",
       "0           0.000000      0.000000      0.000000       0.020000   \n",
       "1           0.000000      0.000000      0.000000       0.000000   \n",
       "2           0.000000      0.000000      0.000000       0.000000   \n",
       "3           0.000000      0.000000      0.010000       0.010000   \n",
       "4           0.000000      0.000000      0.000000       0.000000   \n",
       "5           0.000000      0.000000      0.000000       0.025641   \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      0.024096       0.000000   \n",
       "10          0.000000      0.000000      0.000000       0.030000   \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       0.030000   \n",
       "15          0.000000      0.000000      0.000000       0.000000   \n",
       "16          0.000000      0.010000      0.000000       0.030000   \n",
       "17          0.000000      0.000000      0.000000       0.000000   \n",
       "18          0.000000      0.000000      0.000000       0.000000   \n",
       "19          0.000000      0.000000      0.000000       0.000000   \n",
       "20          0.000000      0.000000      0.000000       0.043478   \n",
       "21          0.000000      0.000000      0.000000       0.000000   \n",
       "22          0.000000      0.000000      0.000000       0.000000   \n",
       "23          0.016393      0.016393      0.000000       0.016393   \n",
       "24          0.000000      0.000000      0.000000       0.000000   \n",
       "25          0.000000      0.000000      0.000000       0.000000   \n",
       "26          0.020000      0.000000      0.000000       0.000000   \n",
       "27          0.000000      0.000000      0.000000       0.000000   \n",
       "28          0.000000      0.000000      0.025000       0.000000   \n",
       "29          0.000000      0.000000      0.000000       0.000000   \n",
       "30          0.000000      0.000000      0.000000       0.000000   \n",
       "31          0.000000      0.000000      0.010000       0.010000   \n",
       "32          0.000000      0.000000      0.000000       0.019608   \n",
       "33          0.000000      0.000000      0.000000       0.000000   \n",
       "34          0.000000      0.000000      0.000000       0.000000   \n",
       "35          0.000000      0.000000      0.000000       0.000000   \n",
       "36          0.000000      0.000000      0.000000       0.000000   \n",
       "\n",
       "    Department Store  Dessert Shop     Diner  Discount Store   Dog Run  \\\n",
       "0           0.010000      0.000000  0.000000            0.00  0.000000   \n",
       "1           0.000000      0.000000  0.015385            0.00  0.000000   \n",
       "2           0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "3           0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "4           0.000000      0.000000  0.015152            0.00  0.000000   \n",
       "5           0.000000      0.000000  0.025641            0.00  0.000000   \n",
       "6           0.010309      0.010309  0.010309            0.00  0.000000   \n",
       "7           0.000000      0.010526  0.000000            0.00  0.000000   \n",
       "8           0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "9           0.000000      0.000000  0.012048            0.00  0.012048   \n",
       "10          0.010000      0.000000  0.000000            0.00  0.000000   \n",
       "11          0.000000      0.115385  0.038462            0.00  0.000000   \n",
       "12          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "13          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "14          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "15          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "16          0.010000      0.000000  0.000000            0.00  0.000000   \n",
       "17          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "18          0.000000      0.018519  0.000000            0.00  0.000000   \n",
       "19          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "20          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "21          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "22          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "23          0.000000      0.000000  0.016393            0.00  0.016393   \n",
       "24          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "25          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "26          0.000000      0.020000  0.000000            0.00  0.000000   \n",
       "27          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "28          0.000000      0.025000  0.000000            0.00  0.000000   \n",
       "29          0.010000      0.010000  0.020000            0.00  0.000000   \n",
       "30          0.010000      0.000000  0.020000            0.00  0.000000   \n",
       "31          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "32          0.000000      0.000000  0.058824            0.00  0.000000   \n",
       "33          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "34          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "35          0.000000      0.000000  0.000000            0.00  0.000000   \n",
       "36          0.000000      0.000000  0.000000            0.25  0.000000   \n",
       "\n",
       "    Donut Shop  Dumpling Restaurant  Eastern European Restaurant  \\\n",
       "0     0.000000             0.000000                     0.000000   \n",
       "1     0.000000             0.000000                     0.015385   \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     0.021053             0.042105                     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                     0.000000   \n",
       "12    0.000000             0.000000                     0.000000   \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             0.000000                     0.000000   \n",
       "17    0.000000             0.000000                     0.000000   \n",
       "18    0.000000             0.000000                     0.000000   \n",
       "19    0.000000             0.000000                     0.000000   \n",
       "20    0.000000             0.000000                     0.000000   \n",
       "21    0.000000             0.000000                     0.000000   \n",
       "22    0.000000             0.000000                     0.000000   \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                     0.060000   \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",
       "30    0.000000             0.000000                     0.000000   \n",
       "31    0.000000             0.000000                     0.000000   \n",
       "32    0.000000             0.000000                     0.000000   \n",
       "33    0.000000             0.000000                     0.000000   \n",
       "34    0.000000             0.000000                     0.000000   \n",
       "35    0.000000             0.000000                     0.000000   \n",
       "36    0.000000             0.000000                     0.000000   \n",
       "\n",
       "    Electronics Store  Ethiopian Restaurant  Event Space  Falafel Restaurant  \\\n",
       "0            0.010000              0.000000     0.000000            0.000000   \n",
       "1            0.000000              0.000000     0.000000            0.000000   \n",
       "2            0.000000              0.013889     0.013889            0.000000   \n",
       "3            0.000000              0.000000     0.000000            0.000000   \n",
       "4            0.015152              0.000000     0.000000            0.000000   \n",
       "5            0.000000              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              0.012048     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            0.018519   \n",
       "19           0.000000              0.000000     0.000000            0.000000   \n",
       "20           0.043478              0.000000     0.043478            0.000000   \n",
       "21           0.000000              0.000000     0.000000            0.000000   \n",
       "22           0.000000              0.000000     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            0.000000   \n",
       "28           0.025000              0.000000     0.000000            0.025000   \n",
       "29           0.000000              0.010000     0.000000            0.000000   \n",
       "30           0.010000              0.000000     0.000000            0.000000   \n",
       "31           0.000000              0.000000     0.000000            0.000000   \n",
       "32           0.000000              0.000000     0.000000            0.019608   \n",
       "33           0.000000              0.000000     0.000000            0.000000   \n",
       "34           0.000000              0.000000     0.000000            0.000000   \n",
       "35           0.000000              0.000000     0.000000            0.000000   \n",
       "36           0.000000              0.000000     0.000000            0.000000   \n",
       "\n",
       "        Farm  Farmers Market  Fast Food Restaurant  Fish & Chips Shop  \\\n",
       "0   0.000000        0.000000              0.000000           0.000000   \n",
       "1   0.000000        0.030769              0.000000           0.000000   \n",
       "2   0.000000        0.000000              0.000000           0.000000   \n",
       "3   0.000000        0.000000              0.010000           0.000000   \n",
       "4   0.000000        0.000000              0.000000           0.015152   \n",
       "5   0.025641        0.000000              0.000000           0.000000   \n",
       "6   0.000000        0.000000              0.010309           0.000000   \n",
       "7   0.000000        0.021053              0.000000           0.010526   \n",
       "8   0.000000        0.000000              0.000000           0.000000   \n",
       "9   0.000000        0.000000              0.024096           0.000000   \n",
       "10  0.000000        0.000000              0.010000           0.000000   \n",
       "11  0.000000        0.038462              0.038462           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              0.010000           0.000000   \n",
       "15  0.000000        0.000000              0.000000           0.000000   \n",
       "16  0.000000        0.000000              0.010000           0.000000   \n",
       "17  0.000000        0.000000              0.000000           0.000000   \n",
       "18  0.000000        0.000000              0.000000           0.018519   \n",
       "19  0.000000        0.000000              0.000000           0.000000   \n",
       "20  0.000000        0.000000              0.000000           0.000000   \n",
       "21  0.000000        0.000000              0.000000           0.000000   \n",
       "22  0.000000        0.000000              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           0.000000   \n",
       "28  0.000000        0.000000              0.000000           0.000000   \n",
       "29  0.000000        0.000000              0.020000           0.000000   \n",
       "30  0.000000        0.020000              0.010000           0.000000   \n",
       "31  0.000000        0.000000              0.010000           0.000000   \n",
       "32  0.000000        0.000000              0.000000           0.000000   \n",
       "33  0.000000        0.000000              0.000000           0.000000   \n",
       "34  0.000000        0.000000              0.000000           0.000000   \n",
       "35  0.000000        0.000000              0.052632           0.052632   \n",
       "36  0.000000        0.000000              0.000000           0.000000   \n",
       "\n",
       "    Fish Market  Flea Market  Flower Shop      Food  Food & Drink Shop  \\\n",
       "0      0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "1      0.015385     0.000000     0.000000  0.000000           0.000000   \n",
       "2      0.000000     0.000000     0.013889  0.013889           0.000000   \n",
       "3      0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "4      0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "5      0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "6      0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "7      0.010526     0.000000     0.000000  0.000000           0.000000   \n",
       "8      0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "9      0.000000     0.000000     0.000000  0.000000           0.012048   \n",
       "10     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "11     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "12     0.000000     0.000000     0.000000  0.000000           0.166667   \n",
       "13     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "14     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "15     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "16     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "17     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "18     0.000000     0.000000     0.018519  0.000000           0.000000   \n",
       "19     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "20     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "21     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "22     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "23     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "24     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "25     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "26     0.020000     0.000000     0.020000  0.000000           0.040000   \n",
       "27     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "28     0.000000     0.000000     0.025000  0.000000           0.000000   \n",
       "29     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "30     0.010000     0.000000     0.000000  0.000000           0.000000   \n",
       "31     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "32     0.000000     0.019608     0.000000  0.000000           0.000000   \n",
       "33     0.000000     0.000000     0.034483  0.000000           0.000000   \n",
       "34     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "35     0.000000     0.000000     0.000000  0.000000           0.052632   \n",
       "36     0.000000     0.000000     0.000000  0.000000           0.000000   \n",
       "\n",
       "    Food Court  Food Truck  Fountain  French Restaurant  Fried Chicken Joint  \\\n",
       "0         0.01    0.000000  0.000000           0.000000                 0.00   \n",
       "1         0.00    0.015385  0.015385           0.015385                 0.00   \n",
       "2         0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "3         0.01    0.000000  0.000000           0.000000                 0.01   \n",
       "4         0.00    0.000000  0.000000           0.015152                 0.00   \n",
       "5         0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "6         0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "7         0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "8         0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "9         0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "10        0.00    0.010000  0.010000           0.010000                 0.01   \n",
       "11        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "12        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "13        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "14        0.02    0.000000  0.000000           0.010000                 0.01   \n",
       "15        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "16        0.01    0.000000  0.000000           0.000000                 0.01   \n",
       "17        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "18        0.00    0.000000  0.000000           0.018519                 0.00   \n",
       "19        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "20        0.00    0.043478  0.000000           0.000000                 0.00   \n",
       "21        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "22        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "23        0.00    0.000000  0.000000           0.032787                 0.00   \n",
       "24        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "25        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "26        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "27        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "28        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "29        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "30        0.00    0.010000  0.010000           0.010000                 0.00   \n",
       "31        0.01    0.000000  0.000000           0.000000                 0.01   \n",
       "32        0.00    0.000000  0.000000           0.019608                 0.00   \n",
       "33        0.00    0.000000  0.000000           0.034483                 0.00   \n",
       "34        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "35        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "36        0.00    0.000000  0.000000           0.000000                 0.00   \n",
       "\n",
       "    Frozen Yogurt Shop  Furniture / Home Store  Gaming Cafe  Garden  \\\n",
       "0                0.000                0.000000     0.000000    0.01   \n",
       "1                0.000                0.000000     0.000000    0.00   \n",
       "2                0.000                0.055556     0.000000    0.00   \n",
       "3                0.000                0.000000     0.000000    0.00   \n",
       "4                0.000                0.000000     0.000000    0.00   \n",
       "5                0.000                0.000000     0.000000    0.00   \n",
       "6                0.000                0.010309     0.000000    0.00   \n",
       "7                0.000                0.010526     0.021053    0.00   \n",
       "8                0.000                0.000000     0.000000    0.00   \n",
       "9                0.000                0.000000     0.000000    0.00   \n",
       "10               0.000                0.000000     0.000000    0.00   \n",
       "11               0.000                0.000000     0.000000    0.00   \n",
       "12               0.000                0.000000     0.000000    0.00   \n",
       "13               0.000                0.000000     0.000000    0.00   \n",
       "14               0.000                0.000000     0.000000    0.00   \n",
       "15               0.000                0.058824     0.000000    0.00   \n",
       "16               0.000                0.000000     0.000000    0.00   \n",
       "17               0.000                0.000000     0.000000    0.00   \n",
       "18               0.000                0.000000     0.000000    0.00   \n",
       "19               0.000                0.000000     0.000000    0.00   \n",
       "20               0.000                0.000000     0.000000    0.00   \n",
       "21               0.000                0.000000     0.000000    0.00   \n",
       "22               0.000                0.000000     0.000000    0.00   \n",
       "23               0.000                0.000000     0.000000    0.00   \n",
       "24               0.000                0.000000     0.000000    0.00   \n",
       "25               0.000                0.000000     0.000000    0.25   \n",
       "26               0.000                0.000000     0.000000    0.00   \n",
       "27               0.000                0.000000     0.000000    0.00   \n",
       "28               0.025                0.000000     0.000000    0.00   \n",
       "29               0.000                0.020000     0.000000    0.00   \n",
       "30               0.000                0.010000     0.000000    0.00   \n",
       "31               0.000                0.000000     0.000000    0.00   \n",
       "32               0.000                0.019608     0.000000    0.00   \n",
       "33               0.000                0.034483     0.000000    0.00   \n",
       "34               0.000                0.000000     0.000000    0.00   \n",
       "35               0.000                0.000000     0.000000    0.00   \n",
       "36               0.000                0.000000     0.000000    0.00   \n",
       "\n",
       "    Gastropub   Gay Bar  General Entertainment  General Travel  Gift Shop  \\\n",
       "0    0.030000  0.000000               0.000000            0.01   0.000000   \n",
       "1    0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "2    0.000000  0.000000               0.000000            0.00   0.013889   \n",
       "3    0.020000  0.000000               0.000000            0.01   0.000000   \n",
       "4    0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "5    0.000000  0.000000               0.025641            0.00   0.000000   \n",
       "6    0.010309  0.000000               0.000000            0.00   0.000000   \n",
       "7    0.000000  0.000000               0.000000            0.00   0.010526   \n",
       "8    0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "9    0.024096  0.036145               0.012048            0.00   0.000000   \n",
       "10   0.030000  0.000000               0.000000            0.00   0.000000   \n",
       "11   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "12   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "13   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "14   0.030000  0.000000               0.000000            0.01   0.000000   \n",
       "15   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "16   0.030000  0.000000               0.000000            0.01   0.000000   \n",
       "17   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "18   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "19   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "20   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "21   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "22   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "23   0.000000  0.000000               0.000000            0.00   0.016393   \n",
       "24   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "25   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "26   0.020000  0.000000               0.000000            0.00   0.040000   \n",
       "27   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "28   0.025000  0.000000               0.000000            0.00   0.000000   \n",
       "29   0.010000  0.000000               0.000000            0.00   0.000000   \n",
       "30   0.030000  0.000000               0.000000            0.00   0.000000   \n",
       "31   0.020000  0.000000               0.000000            0.01   0.000000   \n",
       "32   0.019608  0.019608               0.000000            0.00   0.000000   \n",
       "33   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "34   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "35   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "36   0.000000  0.000000               0.000000            0.00   0.000000   \n",
       "\n",
       "    Gluten-free Restaurant  Gourmet Shop  Greek Restaurant  Grocery Store  \\\n",
       "0                     0.01      0.000000          0.010000       0.000000   \n",
       "1                     0.00      0.015385          0.015385       0.000000   \n",
       "2                     0.00      0.000000          0.000000       0.000000   \n",
       "3                     0.00      0.000000          0.010000       0.000000   \n",
       "4                     0.00      0.000000          0.000000       0.015152   \n",
       "5                     0.00      0.025641          0.000000       0.025641   \n",
       "6                     0.00      0.000000          0.000000       0.000000   \n",
       "7                     0.00      0.010526          0.000000       0.021053   \n",
       "8                     0.00      0.000000          0.000000       0.200000   \n",
       "9                     0.00      0.000000          0.000000       0.012048   \n",
       "10                    0.01      0.000000          0.000000       0.000000   \n",
       "11                    0.00      0.000000          0.000000       0.000000   \n",
       "12                    0.00      0.000000          0.000000       0.000000   \n",
       "13                    0.00      0.000000          0.000000       0.000000   \n",
       "14                    0.00      0.000000          0.010000       0.000000   \n",
       "15                    0.00      0.000000          0.000000       0.058824   \n",
       "16                    0.01      0.000000          0.010000       0.000000   \n",
       "17                    0.00      0.000000          0.000000       0.000000   \n",
       "18                    0.00      0.000000          0.018519       0.018519   \n",
       "19                    0.00      0.000000          0.000000       0.000000   \n",
       "20                    0.00      0.000000          0.000000       0.000000   \n",
       "21                    0.00      0.000000          0.000000       0.000000   \n",
       "22                    0.00      0.000000          0.000000       0.000000   \n",
       "23                    0.00      0.000000          0.016393       0.000000   \n",
       "24                    0.00      0.000000          0.000000       0.000000   \n",
       "25                    0.00      0.000000          0.000000       0.000000   \n",
       "26                    0.00      0.020000          0.000000       0.020000   \n",
       "27                    0.00      0.000000          0.000000       0.000000   \n",
       "28                    0.00      0.025000          0.025000       0.000000   \n",
       "29                    0.00      0.000000          0.010000       0.000000   \n",
       "30                    0.00      0.010000          0.000000       0.010000   \n",
       "31                    0.00      0.000000          0.010000       0.000000   \n",
       "32                    0.00      0.000000          0.000000       0.000000   \n",
       "33                    0.00      0.000000          0.000000       0.000000   \n",
       "34                    0.00      0.000000          0.000000       0.000000   \n",
       "35                    0.00      0.000000          0.000000       0.000000   \n",
       "36                    0.00      0.000000          0.000000       0.250000   \n",
       "\n",
       "         Gym  Gym / Fitness Center  Gym Pool  Harbor / Marina  \\\n",
       "0   0.030000              0.010000      0.00              0.0   \n",
       "1   0.000000              0.000000      0.00              0.0   \n",
       "2   0.013889              0.000000      0.00              0.0   \n",
       "3   0.020000              0.010000      0.00              0.0   \n",
       "4   0.000000              0.030303      0.00              0.0   \n",
       "5   0.000000              0.000000      0.00              0.0   \n",
       "6   0.010309              0.010309      0.00              0.0   \n",
       "7   0.000000              0.000000      0.00              0.0   \n",
       "8   0.000000              0.000000      0.00              0.0   \n",
       "9   0.012048              0.000000      0.00              0.0   \n",
       "10  0.030000              0.010000      0.00              0.0   \n",
       "11  0.038462              0.000000      0.00              0.0   \n",
       "12  0.166667              0.000000      0.00              0.0   \n",
       "13  0.000000              0.000000      0.00              0.0   \n",
       "14  0.020000              0.010000      0.00              0.0   \n",
       "15  0.058824              0.058824      0.00              0.0   \n",
       "16  0.030000              0.010000      0.00              0.0   \n",
       "17  0.000000              0.000000      0.00              0.0   \n",
       "18  0.037037              0.000000      0.00              0.0   \n",
       "19  0.000000              0.000000      0.00              0.5   \n",
       "20  0.000000              0.086957      0.00              0.0   \n",
       "21  0.000000              0.000000      0.00              0.0   \n",
       "22  0.000000              0.000000      0.00              0.0   \n",
       "23  0.000000              0.016393      0.00              0.0   \n",
       "24  0.333333              0.000000      0.00              0.0   \n",
       "25  0.000000              0.000000      0.25              0.0   \n",
       "26  0.020000              0.000000      0.00              0.0   \n",
       "27  0.000000              0.000000      0.00              0.0   \n",
       "28  0.025000              0.000000      0.00              0.0   \n",
       "29  0.000000              0.010000      0.00              0.0   \n",
       "30  0.010000              0.000000      0.00              0.0   \n",
       "31  0.020000              0.010000      0.00              0.0   \n",
       "32  0.000000              0.000000      0.00              0.0   \n",
       "33  0.000000              0.000000      0.00              0.0   \n",
       "34  0.000000              0.000000      0.00              0.0   \n",
       "35  0.052632              0.000000      0.00              0.0   \n",
       "36  0.000000              0.000000      0.00              0.0   \n",
       "\n",
       "    Health Food Store  Historic Site  History Museum  Hobby Shop  Hookah Bar  \\\n",
       "0            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "1            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "2            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "3            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "4            0.000000       0.015152        0.000000    0.000000        0.00   \n",
       "5            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "6            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "7            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "8            0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "9            0.000000       0.000000        0.000000    0.012048        0.00   \n",
       "10           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "11           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "12           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "13           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "14           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "15           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "16           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "17           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "18           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "19           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "20           0.043478       0.000000        0.000000    0.000000        0.00   \n",
       "21           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "22           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "23           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "24           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "25           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "26           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "27           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "28           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "29           0.000000       0.000000        0.000000    0.000000        0.01   \n",
       "30           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "31           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "32           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "33           0.000000       0.034483        0.034483    0.000000        0.00   \n",
       "34           0.166667       0.000000        0.000000    0.000000        0.00   \n",
       "35           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "36           0.000000       0.000000        0.000000    0.000000        0.00   \n",
       "\n",
       "    Hostel     Hotel  Hotel Bar  Hotpot Restaurant  Ice Cream Shop  \\\n",
       "0     0.00  0.040000   0.000000           0.000000        0.010000   \n",
       "1     0.00  0.030769   0.000000           0.000000        0.000000   \n",
       "2     0.00  0.027778   0.013889           0.000000        0.013889   \n",
       "3     0.00  0.040000   0.000000           0.000000        0.000000   \n",
       "4     0.00  0.015152   0.015152           0.000000        0.000000   \n",
       "5     0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "6     0.00  0.020619   0.000000           0.000000        0.030928   \n",
       "7     0.00  0.000000   0.010526           0.010526        0.031579   \n",
       "8     0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "9     0.00  0.024096   0.000000           0.000000        0.012048   \n",
       "10    0.00  0.060000   0.000000           0.000000        0.010000   \n",
       "11    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "12    0.00  0.166667   0.000000           0.000000        0.000000   \n",
       "13    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "14    0.00  0.060000   0.010000           0.000000        0.010000   \n",
       "15    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "16    0.00  0.070000   0.000000           0.000000        0.010000   \n",
       "17    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "18    0.00  0.018519   0.000000           0.000000        0.018519   \n",
       "19    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "20    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "21    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "22    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "23    0.00  0.000000   0.000000           0.000000        0.016393   \n",
       "24    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "25    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "26    0.00  0.000000   0.000000           0.000000        0.020000   \n",
       "27    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "28    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "29    0.00  0.020000   0.000000           0.000000        0.010000   \n",
       "30    0.01  0.050000   0.000000           0.000000        0.000000   \n",
       "31    0.00  0.040000   0.000000           0.000000        0.000000   \n",
       "32    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "33    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "34    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "35    0.00  0.000000   0.000000           0.000000        0.052632   \n",
       "36    0.00  0.000000   0.000000           0.000000        0.000000   \n",
       "\n",
       "    Indian Restaurant  Indoor Play Area  Intersection  Irish Pub  \\\n",
       "0            0.000000          0.000000      0.000000   0.000000   \n",
       "1            0.000000          0.000000      0.000000   0.015385   \n",
       "2            0.000000          0.000000      0.000000   0.000000   \n",
       "3            0.010000          0.000000      0.000000   0.000000   \n",
       "4            0.000000          0.000000      0.000000   0.015152   \n",
       "5            0.025641          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            0.012048          0.000000      0.012048   0.000000   \n",
       "10           0.000000          0.000000      0.000000   0.010000   \n",
       "11           0.038462          0.038462      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           0.000000          0.000000      0.000000   0.000000   \n",
       "20           0.000000          0.000000      0.000000   0.000000   \n",
       "21           0.000000          0.000000      0.000000   0.000000   \n",
       "22           0.000000          0.000000      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   0.000000   \n",
       "28           0.025000          0.000000      0.000000   0.000000   \n",
       "29           0.000000          0.000000      0.000000   0.000000   \n",
       "30           0.010000          0.000000      0.000000   0.000000   \n",
       "31           0.010000          0.000000      0.000000   0.000000   \n",
       "32           0.000000          0.000000      0.000000   0.000000   \n",
       "33           0.034483          0.000000      0.000000   0.000000   \n",
       "34           0.000000          0.000000      0.000000   0.000000   \n",
       "35           0.000000          0.000000      0.000000   0.000000   \n",
       "36           0.000000          0.000000      0.000000   0.000000   \n",
       "\n",
       "    Italian Restaurant  Japanese Restaurant  Jazz Club  Jewelry Store  \\\n",
       "0             0.010000             0.030000   0.000000       0.000000   \n",
       "1             0.015385             0.000000   0.015385       0.000000   \n",
       "2             0.027778             0.013889   0.000000       0.000000   \n",
       "3             0.030000             0.030000   0.010000       0.000000   \n",
       "4             0.075758             0.015152   0.000000       0.000000   \n",
       "5             0.051282             0.025641   0.000000       0.025641   \n",
       "6             0.020619             0.010309   0.000000       0.000000   \n",
       "7             0.010526             0.000000   0.000000       0.000000   \n",
       "8             0.100000             0.000000   0.000000       0.000000   \n",
       "9             0.012048             0.060241   0.000000       0.000000   \n",
       "10            0.030000             0.030000   0.010000       0.000000   \n",
       "11            0.076923             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            0.030000             0.010000   0.000000       0.000000   \n",
       "15            0.000000             0.000000   0.000000       0.000000   \n",
       "16            0.010000             0.010000   0.000000       0.000000   \n",
       "17            0.000000             0.000000   0.000000       0.000000   \n",
       "18            0.018519             0.037037   0.000000       0.000000   \n",
       "19            0.000000             0.000000   0.000000       0.000000   \n",
       "20            0.043478             0.000000   0.000000       0.000000   \n",
       "21            0.000000             0.000000   0.000000       0.000000   \n",
       "22            0.000000             0.000000   0.000000       0.000000   \n",
       "23            0.016393             0.016393   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            0.020000             0.000000   0.000000       0.000000   \n",
       "27            0.000000             0.000000   0.000000       0.000000   \n",
       "28            0.025000             0.000000   0.000000       0.000000   \n",
       "29            0.020000             0.020000   0.000000       0.000000   \n",
       "30            0.030000             0.020000   0.010000       0.000000   \n",
       "31            0.030000             0.030000   0.010000       0.000000   \n",
       "32            0.058824             0.000000   0.000000       0.000000   \n",
       "33            0.034483             0.000000   0.000000       0.000000   \n",
       "34            0.000000             0.000000   0.000000       0.000000   \n",
       "35            0.052632             0.000000   0.000000       0.000000   \n",
       "36            0.000000             0.000000   0.000000       0.000000   \n",
       "\n",
       "    Jewish Restaurant  Juice Bar  Korean Restaurant  Lake  \\\n",
       "0            0.000000   0.000000           0.000000  0.00   \n",
       "1            0.000000   0.000000           0.000000  0.00   \n",
       "2            0.000000   0.000000           0.000000  0.00   \n",
       "3            0.000000   0.010000           0.000000  0.00   \n",
       "4            0.000000   0.000000           0.000000  0.00   \n",
       "5            0.000000   0.000000           0.000000  0.00   \n",
       "6            0.000000   0.010309           0.000000  0.00   \n",
       "7            0.000000   0.000000           0.000000  0.00   \n",
       "8            0.000000   0.000000           0.000000  0.00   \n",
       "9            0.000000   0.012048           0.000000  0.00   \n",
       "10           0.000000   0.000000           0.000000  0.00   \n",
       "11           0.000000   0.000000           0.000000  0.00   \n",
       "12           0.000000   0.000000           0.000000  0.00   \n",
       "13           0.000000   0.000000           0.000000  0.00   \n",
       "14           0.000000   0.000000           0.000000  0.00   \n",
       "15           0.000000   0.000000           0.000000  0.00   \n",
       "16           0.000000   0.000000           0.000000  0.00   \n",
       "17           0.000000   0.000000           0.000000  0.00   \n",
       "18           0.000000   0.000000           0.000000  0.00   \n",
       "19           0.000000   0.000000           0.000000  0.00   \n",
       "20           0.000000   0.000000           0.000000  0.00   \n",
       "21           0.000000   0.000000           0.000000  0.00   \n",
       "22           0.000000   0.000000           0.000000  0.00   \n",
       "23           0.000000   0.016393           0.016393  0.00   \n",
       "24           0.000000   0.000000           0.000000  0.00   \n",
       "25           0.000000   0.000000           0.000000  0.00   \n",
       "26           0.000000   0.000000           0.000000  0.00   \n",
       "27           0.000000   0.000000           0.000000  0.00   \n",
       "28           0.000000   0.000000           0.000000  0.00   \n",
       "29           0.000000   0.000000           0.000000  0.01   \n",
       "30           0.000000   0.000000           0.000000  0.00   \n",
       "31           0.000000   0.010000           0.000000  0.00   \n",
       "32           0.000000   0.000000           0.000000  0.00   \n",
       "33           0.034483   0.000000           0.000000  0.00   \n",
       "34           0.000000   0.000000           0.000000  0.00   \n",
       "35           0.000000   0.000000           0.000000  0.00   \n",
       "36           0.000000   0.000000           0.000000  0.00   \n",
       "\n",
       "    Latin American Restaurant  Light Rail Station  Lingerie Store  \\\n",
       "0                    0.010000            0.000000        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                    0.015152            0.000000        0.000000   \n",
       "5                    0.000000            0.000000        0.000000   \n",
       "6                    0.000000            0.000000        0.010309   \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                   0.010000            0.000000        0.000000   \n",
       "11                   0.000000            0.000000        0.000000   \n",
       "12                   0.000000            0.000000        0.000000   \n",
       "13                   0.000000            0.333333        0.000000   \n",
       "14                   0.000000            0.000000        0.000000   \n",
       "15                   0.000000            0.000000        0.000000   \n",
       "16                   0.000000            0.000000        0.000000   \n",
       "17                   0.000000            0.000000        0.000000   \n",
       "18                   0.000000            0.000000        0.000000   \n",
       "19                   0.000000            0.000000        0.000000   \n",
       "20                   0.000000            0.000000        0.000000   \n",
       "21                   0.000000            0.000000        0.000000   \n",
       "22                   0.000000            0.000000        0.000000   \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                   0.025000            0.000000        0.000000   \n",
       "29                   0.000000            0.000000        0.020000   \n",
       "30                   0.010000            0.000000        0.000000   \n",
       "31                   0.000000            0.000000        0.000000   \n",
       "32                   0.019608            0.019608        0.000000   \n",
       "33                   0.000000            0.000000        0.000000   \n",
       "34                   0.000000            0.000000        0.000000   \n",
       "35                   0.000000            0.052632        0.000000   \n",
       "36                   0.000000            0.000000        0.000000   \n",
       "\n",
       "    Liquor Store    Lounge  Mac & Cheese Joint  Malay Restaurant    Market  \\\n",
       "0       0.000000  0.010000            0.000000          0.000000  0.000000   \n",
       "1       0.015385  0.030769            0.000000          0.000000  0.000000   \n",
       "2       0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "3       0.000000  0.020000            0.000000          0.000000  0.000000   \n",
       "4       0.000000  0.015152            0.000000          0.000000  0.015152   \n",
       "5       0.025641  0.000000            0.000000          0.000000  0.025641   \n",
       "6       0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "7       0.010526  0.000000            0.000000          0.000000  0.000000   \n",
       "8       0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "9       0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "10      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "11      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "12      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "13      0.166667  0.000000            0.000000          0.000000  0.000000   \n",
       "14      0.000000  0.020000            0.000000          0.000000  0.000000   \n",
       "15      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "16      0.000000  0.010000            0.000000          0.000000  0.000000   \n",
       "17      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "18      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "19      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "20      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "21      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "22      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "23      0.000000  0.000000            0.016393          0.016393  0.000000   \n",
       "24      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "25      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "26      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "27      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "28      0.025000  0.000000            0.000000          0.000000  0.000000   \n",
       "29      0.000000  0.010000            0.000000          0.000000  0.000000   \n",
       "30      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "31      0.000000  0.020000            0.000000          0.000000  0.000000   \n",
       "32      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "33      0.034483  0.000000            0.000000          0.000000  0.000000   \n",
       "34      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "35      0.052632  0.000000            0.000000          0.000000  0.000000   \n",
       "36      0.000000  0.000000            0.000000          0.000000  0.000000   \n",
       "\n",
       "    Martial Arts Dojo  Mediterranean Restaurant  Men's Store  \\\n",
       "0            0.000000                  0.000000     0.000000   \n",
       "1            0.000000                  0.000000     0.000000   \n",
       "2            0.000000                  0.000000     0.000000   \n",
       "3            0.000000                  0.010000     0.000000   \n",
       "4            0.000000                  0.000000     0.015152   \n",
       "5            0.000000                  0.000000     0.000000   \n",
       "6            0.000000                  0.000000     0.000000   \n",
       "7            0.010526                  0.000000     0.000000   \n",
       "8            0.000000                  0.000000     0.000000   \n",
       "9            0.000000                  0.012048     0.024096   \n",
       "10           0.000000                  0.000000     0.000000   \n",
       "11           0.000000                  0.000000     0.000000   \n",
       "12           0.000000                  0.000000     0.000000   \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                  0.000000     0.000000   \n",
       "17           0.000000                  0.000000     0.000000   \n",
       "18           0.000000                  0.000000     0.000000   \n",
       "19           0.000000                  0.000000     0.000000   \n",
       "20           0.000000                  0.000000     0.000000   \n",
       "21           0.000000                  0.000000     0.000000   \n",
       "22           0.000000                  0.000000     0.000000   \n",
       "23           0.000000                  0.000000     0.016393   \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",
       "30           0.000000                  0.000000     0.000000   \n",
       "31           0.000000                  0.010000     0.000000   \n",
       "32           0.000000                  0.000000     0.000000   \n",
       "33           0.000000                  0.000000     0.000000   \n",
       "34           0.000000                  0.000000     0.000000   \n",
       "35           0.000000                  0.000000     0.000000   \n",
       "36           0.000000                  0.000000     0.000000   \n",
       "\n",
       "    Mexican Restaurant  Middle Eastern Restaurant  Miscellaneous Shop  \\\n",
       "0             0.000000                   0.000000            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             0.015152                   0.000000            0.000000   \n",
       "5             0.000000                   0.000000            0.000000   \n",
       "6             0.010309                   0.030928            0.010309   \n",
       "7             0.042105                   0.000000            0.000000   \n",
       "8             0.000000                   0.000000            0.000000   \n",
       "9             0.012048                   0.000000            0.000000   \n",
       "10            0.000000                   0.000000            0.000000   \n",
       "11            0.000000                   0.000000            0.000000   \n",
       "12            0.000000                   0.000000            0.000000   \n",
       "13            0.000000                   0.000000            0.000000   \n",
       "14            0.000000                   0.000000            0.000000   \n",
       "15            0.000000                   0.058824            0.000000   \n",
       "16            0.000000                   0.000000            0.000000   \n",
       "17            0.000000                   0.000000            0.000000   \n",
       "18            0.000000                   0.000000            0.000000   \n",
       "19            0.000000                   0.000000            0.000000   \n",
       "20            0.043478                   0.000000            0.000000   \n",
       "21            0.000000                   0.000000            0.000000   \n",
       "22            0.000000                   0.000000            0.000000   \n",
       "23            0.000000                   0.000000            0.016393   \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            0.010000                   0.030000            0.010000   \n",
       "30            0.000000                   0.010000            0.000000   \n",
       "31            0.000000                   0.000000            0.000000   \n",
       "32            0.000000                   0.000000            0.000000   \n",
       "33            0.034483                   0.000000            0.000000   \n",
       "34            0.000000                   0.000000            0.000000   \n",
       "35            0.000000                   0.000000            0.000000   \n",
       "36            0.000000                   0.000000            0.000000   \n",
       "\n",
       "    Modern European Restaurant  Molecular Gastronomy Restaurant  \\\n",
       "0                     0.000000                         0.000000   \n",
       "1                     0.000000                         0.015385   \n",
       "2                     0.000000                         0.000000   \n",
       "3                     0.010000                         0.000000   \n",
       "4                     0.000000                         0.000000   \n",
       "5                     0.000000                         0.000000   \n",
       "6                     0.010309                         0.000000   \n",
       "7                     0.000000                         0.000000   \n",
       "8                     0.000000                         0.000000   \n",
       "9                     0.000000                         0.000000   \n",
       "10                    0.000000                         0.000000   \n",
       "11                    0.000000                         0.000000   \n",
       "12                    0.000000                         0.000000   \n",
       "13                    0.000000                         0.000000   \n",
       "14                    0.000000                         0.000000   \n",
       "15                    0.000000                         0.000000   \n",
       "16                    0.000000                         0.000000   \n",
       "17                    0.000000                         0.000000   \n",
       "18                    0.000000                         0.000000   \n",
       "19                    0.000000                         0.000000   \n",
       "20                    0.000000                         0.000000   \n",
       "21                    0.000000                         0.000000   \n",
       "22                    0.000000                         0.000000   \n",
       "23                    0.000000                         0.000000   \n",
       "24                    0.000000                         0.000000   \n",
       "25                    0.000000                         0.000000   \n",
       "26                    0.000000                         0.000000   \n",
       "27                    0.000000                         0.000000   \n",
       "28                    0.000000                         0.000000   \n",
       "29                    0.010000                         0.000000   \n",
       "30                    0.000000                         0.000000   \n",
       "31                    0.010000                         0.000000   \n",
       "32                    0.000000                         0.000000   \n",
       "33                    0.034483                         0.000000   \n",
       "34                    0.000000                         0.000000   \n",
       "35                    0.000000                         0.000000   \n",
       "36                    0.000000                         0.000000   \n",
       "\n",
       "    Monument / Landmark  Movie Theater    Museum  Music Store  Music Venue  \\\n",
       "0                  0.01       0.000000  0.000000     0.000000     0.000000   \n",
       "1                  0.00       0.000000  0.015385     0.000000     0.000000   \n",
       "2                  0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "3                  0.01       0.020000  0.000000     0.000000     0.000000   \n",
       "4                  0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "5                  0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "6                  0.00       0.010309  0.000000     0.000000     0.010309   \n",
       "7                  0.00       0.000000  0.000000     0.000000     0.010526   \n",
       "8                  0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "9                  0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "10                 0.00       0.000000  0.010000     0.000000     0.000000   \n",
       "11                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "12                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "13                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "14                 0.00       0.000000  0.010000     0.000000     0.000000   \n",
       "15                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "16                 0.01       0.000000  0.010000     0.000000     0.000000   \n",
       "17                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "18                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "19                 0.00       0.000000  0.000000     0.000000     0.250000   \n",
       "20                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "21                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "22                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "23                 0.00       0.000000  0.000000     0.000000     0.016393   \n",
       "24                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "25                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "26                 0.00       0.020000  0.000000     0.000000     0.000000   \n",
       "27                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "28                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "29                 0.00       0.010000  0.000000     0.000000     0.010000   \n",
       "30                 0.00       0.010000  0.010000     0.000000     0.000000   \n",
       "31                 0.01       0.020000  0.000000     0.000000     0.000000   \n",
       "32                 0.00       0.000000  0.000000     0.019608     0.000000   \n",
       "33                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "34                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "35                 0.00       0.052632  0.000000     0.000000     0.000000   \n",
       "36                 0.00       0.000000  0.000000     0.000000     0.000000   \n",
       "\n",
       "    Neighborhood  New American Restaurant  Nightclub  Noodle House    Office  \\\n",
       "0       0.010000                 0.010000   0.000000      0.010000  0.000000   \n",
       "1       0.000000                 0.000000   0.015385      0.000000  0.000000   \n",
       "2       0.000000                 0.013889   0.013889      0.000000  0.000000   \n",
       "3       0.000000                 0.000000   0.010000      0.010000  0.000000   \n",
       "4       0.000000                 0.015152   0.000000      0.000000  0.015152   \n",
       "5       0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "6       0.010309                 0.000000   0.000000      0.000000  0.010309   \n",
       "7       0.000000                 0.000000   0.000000      0.010526  0.000000   \n",
       "8       0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "9       0.000000                 0.000000   0.012048      0.000000  0.000000   \n",
       "10      0.000000                 0.010000   0.000000      0.000000  0.000000   \n",
       "11      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "12      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "13      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "14      0.000000                 0.010000   0.000000      0.000000  0.000000   \n",
       "15      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "16      0.000000                 0.010000   0.000000      0.000000  0.000000   \n",
       "17      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "18      0.000000                 0.000000   0.000000      0.018519  0.000000   \n",
       "19      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "20      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "21      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "22      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "23      0.000000                 0.032787   0.000000      0.000000  0.000000   \n",
       "24      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "25      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "26      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "27      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "28      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "29      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "30      0.000000                 0.010000   0.000000      0.000000  0.000000   \n",
       "31      0.000000                 0.000000   0.010000      0.010000  0.000000   \n",
       "32      0.019608                 0.000000   0.000000      0.000000  0.000000   \n",
       "33      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "34      0.166667                 0.000000   0.000000      0.000000  0.000000   \n",
       "35      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "36      0.000000                 0.000000   0.000000      0.000000  0.000000   \n",
       "\n",
       "    Opera House  Organic Grocery  Other Great Outdoors      Park  \\\n",
       "0          0.01         0.000000              0.000000  0.000000   \n",
       "1          0.00         0.000000              0.000000  0.015385   \n",
       "2          0.00         0.000000              0.000000  0.000000   \n",
       "3          0.01         0.000000              0.000000  0.010000   \n",
       "4          0.00         0.000000              0.000000  0.030303   \n",
       "5          0.00         0.000000              0.000000  0.025641   \n",
       "6          0.00         0.000000              0.000000  0.010309   \n",
       "7          0.00         0.010526              0.000000  0.021053   \n",
       "8          0.00         0.000000              0.000000  0.000000   \n",
       "9          0.00         0.000000              0.000000  0.012048   \n",
       "10         0.00         0.000000              0.000000  0.010000   \n",
       "11         0.00         0.000000              0.000000  0.038462   \n",
       "12         0.00         0.000000              0.000000  0.166667   \n",
       "13         0.00         0.000000              0.000000  0.000000   \n",
       "14         0.00         0.000000              0.000000  0.000000   \n",
       "15         0.00         0.000000              0.000000  0.117647   \n",
       "16         0.00         0.000000              0.000000  0.000000   \n",
       "17         0.00         0.000000              0.000000  1.000000   \n",
       "18         0.00         0.000000              0.000000  0.018519   \n",
       "19         0.00         0.000000              0.000000  0.000000   \n",
       "20         0.00         0.000000              0.000000  0.000000   \n",
       "21         0.00         0.000000              0.000000  0.333333   \n",
       "22         0.00         0.000000              0.000000  0.000000   \n",
       "23         0.00         0.000000              0.000000  0.016393   \n",
       "24         0.00         0.000000              0.000000  0.000000   \n",
       "25         0.00         0.000000              0.000000  0.250000   \n",
       "26         0.00         0.000000              0.000000  0.020000   \n",
       "27         0.00         0.000000              0.000000  0.250000   \n",
       "28         0.00         0.000000              0.000000  0.025000   \n",
       "29         0.00         0.000000              0.010000  0.000000   \n",
       "30         0.00         0.000000              0.000000  0.020000   \n",
       "31         0.01         0.000000              0.000000  0.010000   \n",
       "32         0.00         0.000000              0.000000  0.019608   \n",
       "33         0.00         0.000000              0.000000  0.000000   \n",
       "34         0.00         0.000000              0.166667  0.000000   \n",
       "35         0.00         0.000000              0.000000  0.052632   \n",
       "36         0.00         0.000000              0.000000  0.250000   \n",
       "\n",
       "    Peruvian Restaurant  Pet Store  Pharmacy  Pilates Studio  Pizza Place  \\\n",
       "0              0.000000   0.000000  0.000000           0.000     0.020000   \n",
       "1              0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "2              0.000000   0.013889  0.000000           0.000     0.000000   \n",
       "3              0.000000   0.000000  0.000000           0.000     0.030000   \n",
       "4              0.015152   0.015152  0.000000           0.000     0.015152   \n",
       "5              0.000000   0.025641  0.025641           0.000     0.051282   \n",
       "6              0.000000   0.000000  0.000000           0.000     0.010309   \n",
       "7              0.000000   0.000000  0.000000           0.000     0.010526   \n",
       "8              0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "9              0.000000   0.000000  0.000000           0.000     0.012048   \n",
       "10             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "11             0.000000   0.000000  0.000000           0.000     0.076923   \n",
       "12             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "13             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "14             0.000000   0.000000  0.000000           0.000     0.020000   \n",
       "15             0.000000   0.058824  0.058824           0.000     0.058824   \n",
       "16             0.000000   0.000000  0.000000           0.000     0.020000   \n",
       "17             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "18             0.000000   0.000000  0.018519           0.000     0.018519   \n",
       "19             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "20             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "21             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "22             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "23             0.000000   0.000000  0.000000           0.000     0.032787   \n",
       "24             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "25             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "26             0.000000   0.000000  0.020000           0.000     0.040000   \n",
       "27             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "28             0.000000   0.025000  0.025000           0.025     0.050000   \n",
       "29             0.000000   0.000000  0.000000           0.000     0.010000   \n",
       "30             0.000000   0.000000  0.000000           0.000     0.010000   \n",
       "31             0.000000   0.000000  0.000000           0.000     0.030000   \n",
       "32             0.000000   0.019608  0.000000           0.000     0.039216   \n",
       "33             0.000000   0.000000  0.034483           0.000     0.068966   \n",
       "34             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "35             0.000000   0.052632  0.000000           0.000     0.052632   \n",
       "36             0.000000   0.000000  0.000000           0.000     0.000000   \n",
       "\n",
       "    Playground     Plaza  Poke Place  Polish Restaurant  Poutine Place  \\\n",
       "0     0.000000  0.010000    0.000000           0.000000       0.000000   \n",
       "1     0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "2     0.000000  0.000000    0.000000           0.000000       0.027778   \n",
       "3     0.000000  0.010000    0.000000           0.000000       0.000000   \n",
       "4     0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "5     0.025641  0.000000    0.000000           0.000000       0.000000   \n",
       "6     0.000000  0.030928    0.010309           0.000000       0.000000   \n",
       "7     0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "8     0.100000  0.000000    0.000000           0.000000       0.000000   \n",
       "9     0.000000  0.000000    0.000000           0.012048       0.000000   \n",
       "10    0.000000  0.000000    0.010000           0.000000       0.000000   \n",
       "11    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "12    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "13    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "14    0.000000  0.010000    0.000000           0.000000       0.000000   \n",
       "15    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "16    0.000000  0.010000    0.000000           0.000000       0.000000   \n",
       "17    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "18    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "19    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "20    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "21    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "22    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "23    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "24    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "25    0.250000  0.000000    0.000000           0.000000       0.000000   \n",
       "26    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "27    0.250000  0.000000    0.000000           0.000000       0.000000   \n",
       "28    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "29    0.000000  0.020000    0.000000           0.000000       0.010000   \n",
       "30    0.000000  0.000000    0.010000           0.000000       0.000000   \n",
       "31    0.000000  0.010000    0.000000           0.000000       0.000000   \n",
       "32    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "33    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "34    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "35    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "36    0.000000  0.000000    0.000000           0.000000       0.000000   \n",
       "\n",
       "         Pub  Ramen Restaurant  Record Shop  Restaurant  Sake Bar  \\\n",
       "0   0.010000          0.000000     0.000000    0.030000  0.000000   \n",
       "1   0.015385          0.000000     0.000000    0.046154  0.000000   \n",
       "2   0.013889          0.000000     0.000000    0.041667  0.000000   \n",
       "3   0.020000          0.000000     0.010000    0.030000  0.000000   \n",
       "4   0.030303          0.015152     0.000000    0.045455  0.000000   \n",
       "5   0.025641          0.000000     0.000000    0.051282  0.000000   \n",
       "6   0.010309          0.010309     0.000000    0.010309  0.000000   \n",
       "7   0.000000          0.010526     0.010526    0.010526  0.000000   \n",
       "8   0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "9   0.024096          0.012048     0.000000    0.048193  0.012048   \n",
       "10  0.010000          0.000000     0.000000    0.060000  0.000000   \n",
       "11  0.000000          0.000000     0.000000    0.038462  0.000000   \n",
       "12  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "13  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "14  0.010000          0.000000     0.000000    0.050000  0.000000   \n",
       "15  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "16  0.010000          0.000000     0.000000    0.040000  0.000000   \n",
       "17  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "18  0.018519          0.018519     0.000000    0.055556  0.000000   \n",
       "19  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "20  0.043478          0.000000     0.000000    0.086957  0.000000   \n",
       "21  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "22  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "23  0.000000          0.000000     0.016393    0.049180  0.000000   \n",
       "24  0.000000          0.000000     0.000000    0.333333  0.000000   \n",
       "25  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "26  0.020000          0.000000     0.000000    0.040000  0.000000   \n",
       "27  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "28  0.025000          0.000000     0.000000    0.025000  0.000000   \n",
       "29  0.010000          0.020000     0.000000    0.020000  0.000000   \n",
       "30  0.000000          0.000000     0.000000    0.060000  0.000000   \n",
       "31  0.020000          0.000000     0.010000    0.030000  0.000000   \n",
       "32  0.019608          0.000000     0.000000    0.000000  0.000000   \n",
       "33  0.034483          0.000000     0.000000    0.034483  0.000000   \n",
       "34  0.166667          0.000000     0.000000    0.000000  0.000000   \n",
       "35  0.052632          0.000000     0.000000    0.000000  0.000000   \n",
       "36  0.000000          0.000000     0.000000    0.000000  0.000000   \n",
       "\n",
       "    Salad Place  Salon / Barbershop  Sandwich Place  Sculpture Garden  \\\n",
       "0      0.030000            0.010000        0.010000          0.000000   \n",
       "1      0.000000            0.000000        0.000000          0.000000   \n",
       "2      0.000000            0.000000        0.041667          0.000000   \n",
       "3      0.000000            0.010000        0.010000          0.000000   \n",
       "4      0.000000            0.000000        0.030303          0.000000   \n",
       "5      0.000000            0.000000        0.025641          0.000000   \n",
       "6      0.000000            0.000000        0.020619          0.000000   \n",
       "7      0.000000            0.000000        0.000000          0.000000   \n",
       "8      0.000000            0.000000        0.000000          0.000000   \n",
       "9      0.012048            0.012048        0.000000          0.012048   \n",
       "10     0.010000            0.000000        0.010000          0.000000   \n",
       "11     0.000000            0.000000        0.076923          0.000000   \n",
       "12     0.000000            0.000000        0.000000          0.000000   \n",
       "13     0.000000            0.000000        0.000000          0.000000   \n",
       "14     0.010000            0.000000        0.010000          0.000000   \n",
       "15     0.000000            0.000000        0.000000          0.000000   \n",
       "16     0.020000            0.000000        0.010000          0.000000   \n",
       "17     0.000000            0.000000        0.000000          0.000000   \n",
       "18     0.000000            0.000000        0.000000          0.000000   \n",
       "19     0.000000            0.000000        0.000000          0.000000   \n",
       "20     0.000000            0.000000        0.000000          0.000000   \n",
       "21     0.000000            0.000000        0.000000          0.000000   \n",
       "22     0.000000            0.000000        0.000000          0.000000   \n",
       "23     0.000000            0.016393        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        0.020000          0.000000   \n",
       "27     0.000000            0.000000        0.000000          0.000000   \n",
       "28     0.000000            0.000000        0.000000          0.000000   \n",
       "29     0.000000            0.000000        0.010000          0.000000   \n",
       "30     0.000000            0.000000        0.000000          0.000000   \n",
       "31     0.000000            0.010000        0.010000          0.000000   \n",
       "32     0.000000            0.000000        0.000000          0.000000   \n",
       "33     0.000000            0.000000        0.103448          0.000000   \n",
       "34     0.000000            0.000000        0.000000          0.000000   \n",
       "35     0.000000            0.000000        0.105263          0.000000   \n",
       "36     0.000000            0.000000        0.000000          0.000000   \n",
       "\n",
       "    Seafood Restaurant  Shoe Store  Shopping Mall  Smoke Shop  Smoothie Shop  \\\n",
       "0             0.030000    0.000000       0.000000    0.010000       0.000000   \n",
       "1             0.046154    0.000000       0.015385    0.000000       0.000000   \n",
       "2             0.013889    0.013889       0.000000    0.000000       0.013889   \n",
       "3             0.010000    0.000000       0.000000    0.010000       0.000000   \n",
       "4             0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "5             0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "6             0.010309    0.010309       0.010309    0.000000       0.000000   \n",
       "7             0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "8             0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "9             0.000000    0.000000       0.000000    0.024096       0.000000   \n",
       "10            0.020000    0.000000       0.010000    0.000000       0.000000   \n",
       "11            0.038462    0.000000       0.000000    0.000000       0.000000   \n",
       "12            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "13            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "14            0.020000    0.000000       0.010000    0.000000       0.000000   \n",
       "15            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "16            0.030000    0.000000       0.010000    0.000000       0.000000   \n",
       "17            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "18            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "19            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "20            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "21            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "22            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "23            0.016393    0.000000       0.000000    0.000000       0.000000   \n",
       "24            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "25            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "26            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "27            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "28            0.000000    0.025000       0.000000    0.000000       0.000000   \n",
       "29            0.010000    0.010000       0.010000    0.010000       0.000000   \n",
       "30            0.030000    0.000000       0.000000    0.000000       0.010000   \n",
       "31            0.010000    0.000000       0.000000    0.010000       0.000000   \n",
       "32            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "33            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "34            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "35            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "36            0.000000    0.000000       0.000000    0.000000       0.000000   \n",
       "\n",
       "    Snack Place  Soccer Field  Soup Place  Southern / Soul Food Restaurant  \\\n",
       "0      0.000000         0.000    0.010000                         0.000000   \n",
       "1      0.000000         0.000    0.000000                         0.000000   \n",
       "2      0.000000         0.000    0.013889                         0.000000   \n",
       "3      0.000000         0.000    0.000000                         0.000000   \n",
       "4      0.000000         0.000    0.000000                         0.000000   \n",
       "5      0.025641         0.000    0.000000                         0.000000   \n",
       "6      0.000000         0.000    0.000000                         0.000000   \n",
       "7      0.010526         0.000    0.000000                         0.000000   \n",
       "8      0.000000         0.000    0.000000                         0.000000   \n",
       "9      0.000000         0.000    0.000000                         0.000000   \n",
       "10     0.000000         0.000    0.010000                         0.000000   \n",
       "11     0.000000         0.000    0.000000                         0.000000   \n",
       "12     0.000000         0.000    0.000000                         0.000000   \n",
       "13     0.000000         0.000    0.000000                         0.000000   \n",
       "14     0.000000         0.000    0.010000                         0.000000   \n",
       "15     0.000000         0.000    0.000000                         0.000000   \n",
       "16     0.000000         0.000    0.010000                         0.000000   \n",
       "17     0.000000         0.000    0.000000                         0.000000   \n",
       "18     0.000000         0.000    0.000000                         0.000000   \n",
       "19     0.000000         0.000    0.000000                         0.000000   \n",
       "20     0.000000         0.000    0.000000                         0.000000   \n",
       "21     0.000000         0.000    0.000000                         0.000000   \n",
       "22     0.000000         0.000    0.000000                         0.000000   \n",
       "23     0.000000         0.000    0.000000                         0.016393   \n",
       "24     0.000000         0.000    0.000000                         0.000000   \n",
       "25     0.000000         0.000    0.000000                         0.000000   \n",
       "26     0.000000         0.000    0.000000                         0.000000   \n",
       "27     0.000000         0.000    0.000000                         0.000000   \n",
       "28     0.000000         0.025    0.000000                         0.000000   \n",
       "29     0.000000         0.000    0.000000                         0.000000   \n",
       "30     0.000000         0.000    0.000000                         0.000000   \n",
       "31     0.000000         0.000    0.000000                         0.000000   \n",
       "32     0.019608         0.000    0.000000                         0.000000   \n",
       "33     0.000000         0.000    0.000000                         0.000000   \n",
       "34     0.000000         0.000    0.000000                         0.000000   \n",
       "35     0.000000         0.000    0.000000                         0.000000   \n",
       "36     0.000000         0.000    0.000000                         0.000000   \n",
       "\n",
       "         Spa  Speakeasy  Sporting Goods Shop  Sports Bar  Steakhouse  \\\n",
       "0   0.000000   0.010000             0.000000    0.000000    0.030000   \n",
       "1   0.000000   0.000000             0.000000    0.000000    0.030769   \n",
       "2   0.027778   0.000000             0.000000    0.013889    0.000000   \n",
       "3   0.010000   0.010000             0.000000    0.000000    0.040000   \n",
       "4   0.015152   0.030303             0.000000    0.000000    0.015152   \n",
       "5   0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "6   0.020619   0.000000             0.020619    0.000000    0.010309   \n",
       "7   0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "8   0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "9   0.000000   0.000000             0.000000    0.012048    0.012048   \n",
       "10  0.000000   0.000000             0.010000    0.000000    0.030000   \n",
       "11  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "12  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "13  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "14  0.010000   0.010000             0.010000    0.000000    0.020000   \n",
       "15  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "16  0.000000   0.010000             0.000000    0.000000    0.030000   \n",
       "17  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "18  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "19  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "20  0.043478   0.000000             0.000000    0.000000    0.000000   \n",
       "21  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "22  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "23  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "24  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "25  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "26  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "27  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "28  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "29  0.010000   0.000000             0.020000    0.000000    0.010000   \n",
       "30  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "31  0.010000   0.010000             0.000000    0.000000    0.040000   \n",
       "32  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "33  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "34  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "35  0.000000   0.000000             0.000000    0.000000    0.052632   \n",
       "36  0.000000   0.000000             0.000000    0.000000    0.000000   \n",
       "\n",
       "    Strip Club  Supermarket  Sushi Restaurant  Swim School  Taco Place  \\\n",
       "0     0.000000     0.000000          0.020000          0.0    0.000000   \n",
       "1     0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "2     0.000000     0.027778          0.000000          0.0    0.000000   \n",
       "3     0.000000     0.000000          0.030000          0.0    0.010000   \n",
       "4     0.000000     0.000000          0.015152          0.0    0.000000   \n",
       "5     0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "6     0.000000     0.000000          0.020619          0.0    0.000000   \n",
       "7     0.000000     0.000000          0.000000          0.0    0.010526   \n",
       "8     0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "9     0.012048     0.000000          0.036145          0.0    0.000000   \n",
       "10    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "11    0.000000     0.000000          0.038462          0.0    0.000000   \n",
       "12    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "13    0.000000     0.166667          0.000000          0.0    0.000000   \n",
       "14    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "15    0.000000     0.058824          0.000000          0.0    0.000000   \n",
       "16    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "17    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "18    0.000000     0.000000          0.018519          0.0    0.000000   \n",
       "19    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "20    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "21    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "22    0.000000     0.000000          0.000000          0.5    0.000000   \n",
       "23    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "24    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "25    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "26    0.000000     0.000000          0.040000          0.0    0.000000   \n",
       "27    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "28    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "29    0.000000     0.000000          0.000000          0.0    0.010000   \n",
       "30    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "31    0.000000     0.000000          0.030000          0.0    0.010000   \n",
       "32    0.000000     0.000000          0.039216          0.0    0.000000   \n",
       "33    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "34    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "35    0.000000     0.000000          0.052632          0.0    0.000000   \n",
       "36    0.000000     0.000000          0.000000          0.0    0.000000   \n",
       "\n",
       "    Tailor Shop  Taiwanese Restaurant  Tanning Salon  Tapas Restaurant  \\\n",
       "0      0.000000              0.000000       0.000000          0.000000   \n",
       "1      0.015385              0.000000       0.000000          0.000000   \n",
       "2      0.000000              0.000000       0.000000          0.013889   \n",
       "3      0.000000              0.000000       0.000000          0.000000   \n",
       "4      0.000000              0.000000       0.000000          0.000000   \n",
       "5      0.000000              0.025641       0.000000          0.000000   \n",
       "6      0.000000              0.000000       0.010309          0.000000   \n",
       "7      0.000000              0.000000       0.000000          0.010526   \n",
       "8      0.000000              0.000000       0.000000          0.000000   \n",
       "9      0.000000              0.000000       0.000000          0.000000   \n",
       "10     0.010000              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     0.000000              0.000000       0.000000          0.000000   \n",
       "20     0.000000              0.000000       0.000000          0.000000   \n",
       "21     0.000000              0.000000       0.000000          0.000000   \n",
       "22     0.000000              0.000000       0.000000          0.000000   \n",
       "23     0.000000              0.000000       0.000000          0.016393   \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          0.000000   \n",
       "28     0.000000              0.000000       0.000000          0.000000   \n",
       "29     0.000000              0.000000       0.010000          0.000000   \n",
       "30     0.010000              0.000000       0.000000          0.000000   \n",
       "31     0.000000              0.000000       0.000000          0.000000   \n",
       "32     0.000000              0.000000       0.000000          0.019608   \n",
       "33     0.000000              0.000000       0.000000          0.000000   \n",
       "34     0.000000              0.000000       0.000000          0.000000   \n",
       "35     0.000000              0.000000       0.000000          0.000000   \n",
       "36     0.000000              0.000000       0.000000          0.000000   \n",
       "\n",
       "    Tea Room  Thai Restaurant   Theater  Theme Restaurant  \\\n",
       "0   0.010000         0.020000  0.000000          0.000000   \n",
       "1   0.015385         0.015385  0.000000          0.000000   \n",
       "2   0.013889         0.000000  0.013889          0.000000   \n",
       "3   0.010000         0.030000  0.020000          0.000000   \n",
       "4   0.000000         0.015152  0.000000          0.000000   \n",
       "5   0.000000         0.025641  0.000000          0.000000   \n",
       "6   0.030928         0.010309  0.010309          0.000000   \n",
       "7   0.010526         0.010526  0.000000          0.000000   \n",
       "8   0.000000         0.000000  0.000000          0.000000   \n",
       "9   0.012048         0.012048  0.012048          0.012048   \n",
       "10  0.010000         0.020000  0.000000          0.000000   \n",
       "11  0.000000         0.038462  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  0.010000         0.020000  0.010000          0.000000   \n",
       "15  0.000000         0.000000  0.000000          0.000000   \n",
       "16  0.020000         0.020000  0.000000          0.000000   \n",
       "17  0.000000         0.000000  0.000000          0.000000   \n",
       "18  0.000000         0.018519  0.000000          0.000000   \n",
       "19  0.000000         0.000000  0.000000          0.000000   \n",
       "20  0.000000         0.043478  0.000000          0.000000   \n",
       "21  0.000000         0.000000  0.000000          0.000000   \n",
       "22  0.000000         0.000000  0.000000          0.000000   \n",
       "23  0.000000         0.000000  0.016393          0.000000   \n",
       "24  0.000000         0.000000  0.000000          0.000000   \n",
       "25  0.000000         0.000000  0.000000          0.000000   \n",
       "26  0.020000         0.040000  0.000000          0.000000   \n",
       "27  0.000000         0.000000  0.000000          0.000000   \n",
       "28  0.025000         0.025000  0.000000          0.000000   \n",
       "29  0.020000         0.010000  0.020000          0.000000   \n",
       "30  0.000000         0.010000  0.010000          0.000000   \n",
       "31  0.010000         0.030000  0.020000          0.000000   \n",
       "32  0.000000         0.019608  0.000000          0.000000   \n",
       "33  0.000000         0.000000  0.000000          0.000000   \n",
       "34  0.000000         0.000000  0.000000          0.000000   \n",
       "35  0.000000         0.000000  0.000000          0.000000   \n",
       "36  0.000000         0.000000  0.000000          0.000000   \n",
       "\n",
       "    Thrift / Vintage Store  Toy / Game Store     Trail  Train Station  \\\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                 0.000000          0.000000  0.000000       0.000000   \n",
       "4                 0.000000          0.000000  0.000000       0.015152   \n",
       "5                 0.000000          0.000000  0.000000       0.000000   \n",
       "6                 0.000000          0.010309  0.000000       0.000000   \n",
       "7                 0.010526          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          0.038462  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       0.010000   \n",
       "15                0.000000          0.000000  0.000000       0.000000   \n",
       "16                0.000000          0.000000  0.000000       0.010000   \n",
       "17                0.000000          0.000000  0.000000       0.000000   \n",
       "18                0.000000          0.000000  0.000000       0.000000   \n",
       "19                0.000000          0.000000  0.000000       0.000000   \n",
       "20                0.000000          0.000000  0.000000       0.000000   \n",
       "21                0.000000          0.000000  0.000000       0.000000   \n",
       "22                0.000000          0.000000  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       0.000000   \n",
       "28                0.000000          0.000000  0.025000       0.000000   \n",
       "29                0.000000          0.010000  0.000000       0.000000   \n",
       "30                0.000000          0.000000  0.000000       0.000000   \n",
       "31                0.000000          0.000000  0.000000       0.000000   \n",
       "32                0.000000          0.000000  0.000000       0.000000   \n",
       "33                0.000000          0.000000  0.000000       0.000000   \n",
       "34                0.000000          0.000000  0.166667       0.000000   \n",
       "35                0.000000          0.000000  0.000000       0.000000   \n",
       "36                0.000000          0.000000  0.000000       0.000000   \n",
       "\n",
       "    Vegetarian / Vegan Restaurant  Video Game Store  Vietnamese Restaurant  \\\n",
       "0                        0.010000          0.000000               0.000000   \n",
       "1                        0.015385          0.000000               0.000000   \n",
       "2                        0.027778          0.000000               0.013889   \n",
       "3                        0.020000          0.000000               0.000000   \n",
       "4                        0.015152          0.000000               0.000000   \n",
       "5                        0.000000          0.000000               0.000000   \n",
       "6                        0.010309          0.010309               0.010309   \n",
       "7                        0.052632          0.000000               0.042105   \n",
       "8                        0.000000          0.000000               0.000000   \n",
       "9                        0.000000          0.012048               0.012048   \n",
       "10                       0.010000          0.000000               0.000000   \n",
       "11                       0.000000          0.000000               0.000000   \n",
       "12                       0.000000          0.000000               0.000000   \n",
       "13                       0.000000          0.000000               0.000000   \n",
       "14                       0.010000          0.000000               0.000000   \n",
       "15                       0.000000          0.000000               0.000000   \n",
       "16                       0.010000          0.000000               0.000000   \n",
       "17                       0.000000          0.000000               0.000000   \n",
       "18                       0.018519          0.018519               0.000000   \n",
       "19                       0.000000          0.000000               0.000000   \n",
       "20                       0.000000          0.000000               0.000000   \n",
       "21                       0.000000          0.000000               0.000000   \n",
       "22                       0.000000          0.000000               0.000000   \n",
       "23                       0.000000          0.000000               0.032787   \n",
       "24                       0.000000          0.000000               0.000000   \n",
       "25                       0.000000          0.000000               0.000000   \n",
       "26                       0.000000          0.000000               0.020000   \n",
       "27                       0.000000          0.000000               0.000000   \n",
       "28                       0.025000          0.000000               0.000000   \n",
       "29                       0.010000          0.010000               0.010000   \n",
       "30                       0.010000          0.000000               0.000000   \n",
       "31                       0.020000          0.000000               0.000000   \n",
       "32                       0.000000          0.000000               0.019608   \n",
       "33                       0.034483          0.000000               0.000000   \n",
       "34                       0.000000          0.000000               0.000000   \n",
       "35                       0.000000          0.000000               0.000000   \n",
       "36                       0.000000          0.000000               0.000000   \n",
       "\n",
       "    Wine Bar  Wings Joint  Yoga Studio  \n",
       "0   0.010000     0.000000     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     0.015152  \n",
       "5   0.000000     0.000000     0.000000  \n",
       "6   0.010309     0.000000     0.000000  \n",
       "7   0.010526     0.000000     0.000000  \n",
       "8   0.000000     0.000000     0.000000  \n",
       "9   0.000000     0.012048     0.000000  \n",
       "10  0.010000     0.000000     0.000000  \n",
       "11  0.000000     0.000000     0.000000  \n",
       "12  0.000000     0.000000     0.000000  \n",
       "13  0.000000     0.000000     0.000000  \n",
       "14  0.010000     0.000000     0.000000  \n",
       "15  0.000000     0.000000     0.000000  \n",
       "16  0.010000     0.000000     0.000000  \n",
       "17  0.000000     0.000000     0.000000  \n",
       "18  0.000000     0.018519     0.018519  \n",
       "19  0.000000     0.000000     0.000000  \n",
       "20  0.000000     0.000000     0.043478  \n",
       "21  0.000000     0.000000     0.000000  \n",
       "22  0.000000     0.000000     0.000000  \n",
       "23  0.016393     0.000000     0.016393  \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  0.010000     0.000000     0.000000  \n",
       "30  0.010000     0.000000     0.000000  \n",
       "31  0.000000     0.000000     0.000000  \n",
       "32  0.000000     0.000000     0.000000  \n",
       "33  0.000000     0.000000     0.000000  \n",
       "34  0.000000     0.000000     0.000000  \n",
       "35  0.000000     0.000000     0.000000  \n",
       "36  0.000000     0.000000     0.000000  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby('Neighbourhood').mean().reset_index()\n",
    "toronto_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#lets write a function to sort the venues in descending order\n",
    "\n",
    "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",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Poutine Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       Neighbourhood 1st Most Common Venue  \\\n",
       "0                           Adelaide, King, Richmond           Coffee Shop   \n",
       "1                                        Berczy Park           Coffee Shop   \n",
       "2       Brockton, Exhibition Place, Parkdale Village           Coffee Shop   \n",
       "3  Business Reply Mail Processing Centre 969 Eastern           Coffee Shop   \n",
       "4  CN Tower, Bathurst Quay, Island airport, Harbo...           Coffee Shop   \n",
       "\n",
       "  2nd Most Common Venue   3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                  Café                   Hotel             Gastropub   \n",
       "1    Seafood Restaurant              Restaurant          Cocktail Bar   \n",
       "2                  Café  Furniture / Home Store        Sandwich Place   \n",
       "3                 Hotel                    Café            Steakhouse   \n",
       "4    Italian Restaurant                     Bar            Restaurant   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0                   Bar   Japanese Restaurant          Burger Joint   \n",
       "1                 Hotel                  Café            Steakhouse   \n",
       "2            Restaurant                Bakery    Italian Restaurant   \n",
       "3                   Bar            Restaurant           Pizza Place   \n",
       "4                  Café                Bakery        Sandwich Place   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0            Restaurant    Seafood Restaurant         Breakfast Spot  \n",
       "1              Beer Bar           Cheese Shop         Farmers Market  \n",
       "2           Supermarket              Beer Bar          Poutine Place  \n",
       "3   American Restaurant    Italian Restaurant        Thai Restaurant  \n",
       "4             Speakeasy                  Park                    Pub  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create dataframe displaying top 10 venues for each neighbourhood\n",
    "\n",
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd'] #for 1'st', 2'nd', and 3'rd' for columns in to be made dataframe\n",
    " \n",
    "#create column names\n",
    "columns = ['Neighbourhood']\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 new dataframe\n",
    "neighbourhoods_venues_sorted = pd.DataFrame(columns = columns)\n",
    "neighbourhoods_venues_sorted['Neighbourhood'] = toronto_grouped['Neighbourhood']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    neighbourhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n",
    "    \n",
    "neighbourhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#4. Cluster the neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 3, 0, 2, 0, 2, 1,\n",
       "       0, 2, 2, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1], dtype=int32)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters = 4 #no, of clusters\n",
    "toronto_grouped_clusters = toronto_grouped.drop(['Neighbourhood'], 1) #drop neighbourhoods column\n",
    "kmeans = KMeans(n_clusters= clusters, random_state=0).fit(toronto_grouped_clusters) #run kmeans algorithm\n",
    "kmeans.labels_ #check cluster labels generated for each row in the dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create new datafame which includes clusters as well as top 10 venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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>index</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676845</td>\n",
       "      <td>-79.295225</td>\n",
       "      <td>0</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.683262</td>\n",
       "      <td>-79.355120</td>\n",
       "      <td>1</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.667965</td>\n",
       "      <td>-79.314673</td>\n",
       "      <td>0</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.662766</td>\n",
       "      <td>-79.334830</td>\n",
       "      <td>0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728160</td>\n",
       "      <td>-79.387085</td>\n",
       "      <td>1</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index Postcode          Borough                   Neighbourhood   Latitude  \\\n",
       "0      0      M4E     East Toronto                     The Beaches  43.676845   \n",
       "1      1      M4K     East Toronto    The Danforth West, Riverdale  43.683262   \n",
       "2      2      M4L     East Toronto  The Beaches West, India Bazaar  43.667965   \n",
       "3      3      M4M     East Toronto                 Studio District  43.662766   \n",
       "4      4      M4N  Central Toronto                   Lawrence Park  43.728160   \n",
       "\n",
       "   Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0 -79.295225               0     Health Food Store  Other Great Outdoors   \n",
       "1 -79.355120               1                  Park              Bus Line   \n",
       "2 -79.314673               0        Sandwich Place                   Gym   \n",
       "3 -79.334830               0                Bakery                 Diner   \n",
       "4 -79.387085               1              Bus Line           Swim School   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "0                 Trail                   Pub           Coffee Shop   \n",
       "1         Grocery Store        Discount Store           Yoga Studio   \n",
       "2        Ice Cream Shop     Fish & Chips Shop         Burrito Place   \n",
       "3    Italian Restaurant           Coffee Shop   American Restaurant   \n",
       "4           Yoga Studio     Electronics Store           Flea Market   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0          Neighborhood   Dumpling Restaurant     Fish & Chips Shop   \n",
       "1     Electronics Store           Fish Market     Fish & Chips Shop   \n",
       "2          Burger Joint          Liquor Store    Light Rail Station   \n",
       "3           Pizza Place                  Café      Sushi Restaurant   \n",
       "4           Fish Market     Fish & Chips Shop  Fast Food Restaurant   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "0  Fast Food Restaurant         Farmers Market  \n",
       "1  Fast Food Restaurant         Farmers Market  \n",
       "2     Food & Drink Shop             Steakhouse  \n",
       "3   Arts & Crafts Store                Brewery  \n",
       "4        Farmers Market                   Farm  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbourhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_) #insert column at index 0\n",
    "toronto_merged = data\n",
    "toronto_merged = toronto_merged.join(neighbourhoods_venues_sorted.set_index('Neighbourhood'), on = 'Neighbourhood')\n",
    "toronto_merged = toronto_merged.dropna().reset_index() \n",
    "#a row of NaNs was added in the process which needs to be dropped\n",
    "toronto_merged['Cluster Labels'] = toronto_merged['Cluster Labels'].astype('int') \n",
    "#in this process the 'Cluster Labels' integers values were converted to floats, so convert back to nan\n",
    "toronto_merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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            var html_a20861c2920d40569ee22e9b2427be29 = $(`<div id="html_a20861c2920d40569ee22e9b2427be29" style="width: 100.0%; height: 100.0%;">Cabbagetown, St. James Town Cluster 0</div>`)[0];
            popup_adbc7ce8c6f5443a8397d24069b682ff.setContent(html_a20861c2920d40569ee22e9b2427be29);
        

        circle_marker_b6d1606c582e4646b4b9619381e5df20.bindPopup(popup_adbc7ce8c6f5443a8397d24069b682ff)
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            var circle_marker_0378fc285b4940d9805d9f4f6d2e48c8 = L.circleMarker(
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        var popup_a6aee3b4e81d4415a2d888a64238237e = L.popup({"maxWidth": "100%"});

        
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            popup_a6aee3b4e81d4415a2d888a64238237e.setContent(html_a15ac6cb9032465bad761813129e072a);
        

        circle_marker_0378fc285b4940d9805d9f4f6d2e48c8.bindPopup(popup_a6aee3b4e81d4415a2d888a64238237e)
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            var circle_marker_e855e70e375643fcb9d9e9ee5c86c9ed = L.circleMarker(
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        var popup_026a35f54d3e49a4a45957110bb4e4a5 = L.popup({"maxWidth": "100%"});

        
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            popup_026a35f54d3e49a4a45957110bb4e4a5.setContent(html_b29813f6725447168bbd4f1cea25f812);
        

        circle_marker_e855e70e375643fcb9d9e9ee5c86c9ed.bindPopup(popup_026a35f54d3e49a4a45957110bb4e4a5)
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            var circle_marker_1207e8942877446e9ba3f95b641240b0 = L.circleMarker(
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        var popup_1aabc16783a74a51a2f6593851fe9808 = L.popup({"maxWidth": "100%"});

        
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            popup_1aabc16783a74a51a2f6593851fe9808.setContent(html_96e41d22d94b42799b909299d8c9dfba);
        

        circle_marker_1207e8942877446e9ba3f95b641240b0.bindPopup(popup_1aabc16783a74a51a2f6593851fe9808)
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            var circle_marker_6f640dc1da774031a730624e358e58f3 = L.circleMarker(
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        var popup_58cbb6c63d694ec6b27d1043aba57c75 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_6f640dc1da774031a730624e358e58f3.bindPopup(popup_58cbb6c63d694ec6b27d1043aba57c75)
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            var circle_marker_4bf7b6c29f8f4a3da9b0a687950ac360 = L.circleMarker(
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        var popup_a4d3e2b6a1354e538024aebb14083394 = L.popup({"maxWidth": "100%"});

        
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            popup_a4d3e2b6a1354e538024aebb14083394.setContent(html_ad404c03e41c4ec6821df07f77029f4d);
        

        circle_marker_4bf7b6c29f8f4a3da9b0a687950ac360.bindPopup(popup_a4d3e2b6a1354e538024aebb14083394)
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            var circle_marker_c306ab02f735453eb86f1ed380c5e0fb = 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_489ac9ce1ea9414199e7788c2cc3970c = L.popup({"maxWidth": "100%"});

        
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            popup_489ac9ce1ea9414199e7788c2cc3970c.setContent(html_ea9ee3dbf1b84e3ca4c1b9cd999db17c);
        

        circle_marker_c306ab02f735453eb86f1ed380c5e0fb.bindPopup(popup_489ac9ce1ea9414199e7788c2cc3970c)
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            var circle_marker_b5aef82d50294f49b8fbf367fa936e89 = L.circleMarker(
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            ).addTo(map_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_1f02c5ae194344929dcde3846ba786b6 = L.popup({"maxWidth": "100%"});

        
            var html_983c178428584ff4a62d3a88e1b0dab6 = $(`<div id="html_983c178428584ff4a62d3a88e1b0dab6" style="width: 100.0%; height: 100.0%;">Adelaide, King, Richmond Cluster 0</div>`)[0];
            popup_1f02c5ae194344929dcde3846ba786b6.setContent(html_983c178428584ff4a62d3a88e1b0dab6);
        

        circle_marker_b5aef82d50294f49b8fbf367fa936e89.bindPopup(popup_1f02c5ae194344929dcde3846ba786b6)
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            var circle_marker_0578d2d8c5454030955f7e6fb30c7165 = L.circleMarker(
                [43.623470000000054, -79.39150736399995],
                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_bc2da079964844879a20669c2415b84f = L.popup({"maxWidth": "100%"});

        
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        circle_marker_0578d2d8c5454030955f7e6fb30c7165.bindPopup(popup_bc2da079964844879a20669c2415b84f)
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            var circle_marker_4abe1cf2131a4bf18d09475daae7d79d = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_92d3df9acdc94401bc62b4975f5cf22d = L.popup({"maxWidth": "100%"});

        
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            popup_92d3df9acdc94401bc62b4975f5cf22d.setContent(html_d12869dd64664d4ba565795c2966e30b);
        

        circle_marker_4abe1cf2131a4bf18d09475daae7d79d.bindPopup(popup_92d3df9acdc94401bc62b4975f5cf22d)
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            var circle_marker_693258475f9b49f5a0c93f50fac82c4a = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_06123ef8dce94f769479cc6f3cb8bc0d = L.popup({"maxWidth": "100%"});

        
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            popup_06123ef8dce94f769479cc6f3cb8bc0d.setContent(html_03ab1cd1628548538b32d6db58a0c9d5);
        

        circle_marker_693258475f9b49f5a0c93f50fac82c4a.bindPopup(popup_06123ef8dce94f769479cc6f3cb8bc0d)
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            var circle_marker_73aa83f666e34aa0addd27e2c6ecbb84 = L.circleMarker(
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        var popup_7717757cbdec4629b4da5fc2f7491e4b = L.popup({"maxWidth": "100%"});

        
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        circle_marker_73aa83f666e34aa0addd27e2c6ecbb84.bindPopup(popup_7717757cbdec4629b4da5fc2f7491e4b)
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            var circle_marker_781dcc682fee4c9cb11e49f165b9d490 = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_bb4acf22c4334c37811e14739ad941a7 = L.popup({"maxWidth": "100%"});

        
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            popup_bb4acf22c4334c37811e14739ad941a7.setContent(html_5a7221de8dea4763bdce289010433afe);
        

        circle_marker_781dcc682fee4c9cb11e49f165b9d490.bindPopup(popup_bb4acf22c4334c37811e14739ad941a7)
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            var circle_marker_1ba00ba19d33492baaa8376a8ca7da20 = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_8cc64fc36cc4474e8cf5159d9bc09e3b = L.popup({"maxWidth": "100%"});

        
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            popup_8cc64fc36cc4474e8cf5159d9bc09e3b.setContent(html_41c18b2982534922885352cb0701d932);
        

        circle_marker_1ba00ba19d33492baaa8376a8ca7da20.bindPopup(popup_8cc64fc36cc4474e8cf5159d9bc09e3b)
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            var circle_marker_cefe12f3fea74a348b6928f91381d7e9 = L.circleMarker(
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            ).addTo(map_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_00b124b1b4884cfb8ddb6d4c634a74d2 = L.popup({"maxWidth": "100%"});

        
            var html_66b5db60552348a9b880587c710c4a1e = $(`<div id="html_66b5db60552348a9b880587c710c4a1e" style="width: 100.0%; height: 100.0%;">Chinatown, Grange Park, Kensington Market Cluster 0</div>`)[0];
            popup_00b124b1b4884cfb8ddb6d4c634a74d2.setContent(html_66b5db60552348a9b880587c710c4a1e);
        

        circle_marker_cefe12f3fea74a348b6928f91381d7e9.bindPopup(popup_00b124b1b4884cfb8ddb6d4c634a74d2)
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            var circle_marker_8ac90c8be22042cd85af08b93b6bcc73 = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_1f89f61fe8d94cd0a579b3f916b8f53a = L.popup({"maxWidth": "100%"});

        
            var html_63e62b714e684b6094f57f6250e4a1fa = $(`<div id="html_63e62b714e684b6094f57f6250e4a1fa" style="width: 100.0%; height: 100.0%;">CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara Cluster 0</div>`)[0];
            popup_1f89f61fe8d94cd0a579b3f916b8f53a.setContent(html_63e62b714e684b6094f57f6250e4a1fa);
        

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            var circle_marker_734e992f0b0e459bbb67b49e92efa3f9 = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_c2a71c20861a480dbbfe5efffdc49447 = L.popup({"maxWidth": "100%"});

        
            var html_0485e07ac77d4843b1f51332597f2db7 = $(`<div id="html_0485e07ac77d4843b1f51332597f2db7" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade Cluster 0</div>`)[0];
            popup_c2a71c20861a480dbbfe5efffdc49447.setContent(html_0485e07ac77d4843b1f51332597f2db7);
        

        circle_marker_734e992f0b0e459bbb67b49e92efa3f9.bindPopup(popup_c2a71c20861a480dbbfe5efffdc49447)
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            var circle_marker_cdd9e3d3dd52429cbe73dee4acb8057d = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_ef4dcc27dbb6492098eaaf1b4291a732 = L.popup({"maxWidth": "100%"});

        
            var html_bb6099a21fd74ee9a8e876bed2160017 = $(`<div id="html_bb6099a21fd74ee9a8e876bed2160017" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 0</div>`)[0];
            popup_ef4dcc27dbb6492098eaaf1b4291a732.setContent(html_bb6099a21fd74ee9a8e876bed2160017);
        

        circle_marker_cdd9e3d3dd52429cbe73dee4acb8057d.bindPopup(popup_ef4dcc27dbb6492098eaaf1b4291a732)
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            var circle_marker_593cb6ccd7b54bf1b8a85f418cbd3370 = L.circleMarker(
                [43.66878132800008, -79.42070999999999],
                {"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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_661b3a0c2bfa45dc91abc8c247e9e0c0 = L.popup({"maxWidth": "100%"});

        
            var html_266191664cf64fe686a8cfd7caad33f0 = $(`<div id="html_266191664cf64fe686a8cfd7caad33f0" style="width: 100.0%; height: 100.0%;">Christie Cluster 0</div>`)[0];
            popup_661b3a0c2bfa45dc91abc8c247e9e0c0.setContent(html_266191664cf64fe686a8cfd7caad33f0);
        

        circle_marker_593cb6ccd7b54bf1b8a85f418cbd3370.bindPopup(popup_661b3a0c2bfa45dc91abc8c247e9e0c0)
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            var circle_marker_9914d42f513248dc8d9bd56a322b58f9 = 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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_ce0a2058d58e4fe882ad1adf1950bd04 = L.popup({"maxWidth": "100%"});

        
            var html_8a88a00dfd7c43268c8b870e1688939a = $(`<div id="html_8a88a00dfd7c43268c8b870e1688939a" style="width: 100.0%; height: 100.0%;">Dovercourt Village, Dufferin Cluster 0</div>`)[0];
            popup_ce0a2058d58e4fe882ad1adf1950bd04.setContent(html_8a88a00dfd7c43268c8b870e1688939a);
        

        circle_marker_9914d42f513248dc8d9bd56a322b58f9.bindPopup(popup_ce0a2058d58e4fe882ad1adf1950bd04)
        ;

        
    
    
            var circle_marker_aaffd6427dc6485daf74cf898850600a = L.circleMarker(
                [43.64848500000005, -79.41774150899994],
                {"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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_010e070488c5402bae2dc5c3bc443acf = L.popup({"maxWidth": "100%"});

        
            var html_8614f8edb9da4d84b2c5407e687c2476 = $(`<div id="html_8614f8edb9da4d84b2c5407e687c2476" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 0</div>`)[0];
            popup_010e070488c5402bae2dc5c3bc443acf.setContent(html_8614f8edb9da4d84b2c5407e687c2476);
        

        circle_marker_aaffd6427dc6485daf74cf898850600a.bindPopup(popup_010e070488c5402bae2dc5c3bc443acf)
        ;

        
    
    
            var circle_marker_7646152ee4d7442f8b8c1b22e517887d = L.circleMarker(
                [43.639410000000055, -79.42436201999999],
                {"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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_cace3da7cc6847c5b245a2676dc4bfd4 = L.popup({"maxWidth": "100%"});

        
            var html_02d511ec11d64023929f04390e27706b = $(`<div id="html_02d511ec11d64023929f04390e27706b" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village Cluster 0</div>`)[0];
            popup_cace3da7cc6847c5b245a2676dc4bfd4.setContent(html_02d511ec11d64023929f04390e27706b);
        

        circle_marker_7646152ee4d7442f8b8c1b22e517887d.bindPopup(popup_cace3da7cc6847c5b245a2676dc4bfd4)
        ;

        
    
    
            var circle_marker_b2302312f8f44e109b98f26d4ac2609d = L.circleMarker(
                [43.65997500000003, -79.46287357999995],
                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_ac0e06a37936483780ac931d96aa5c32 = L.popup({"maxWidth": "100%"});

        
            var html_0b209939fff9420f9c57eee7fb8ec9e2 = $(`<div id="html_0b209939fff9420f9c57eee7fb8ec9e2" style="width: 100.0%; height: 100.0%;">High Park, The Junction South Cluster 2</div>`)[0];
            popup_ac0e06a37936483780ac931d96aa5c32.setContent(html_0b209939fff9420f9c57eee7fb8ec9e2);
        

        circle_marker_b2302312f8f44e109b98f26d4ac2609d.bindPopup(popup_ac0e06a37936483780ac931d96aa5c32)
        ;

        
    
    
            var circle_marker_7a92a38965494a9f9ee51c3cd1f5e69b = L.circleMarker(
                [43.64787000000007, -79.44976249999996],
                {"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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_7165eece746b4076a5db516213f83efe = L.popup({"maxWidth": "100%"});

        
            var html_2e651f1934964adfa762f0f621cd94af = $(`<div id="html_2e651f1934964adfa762f0f621cd94af" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles Cluster 0</div>`)[0];
            popup_7165eece746b4076a5db516213f83efe.setContent(html_2e651f1934964adfa762f0f621cd94af);
        

        circle_marker_7a92a38965494a9f9ee51c3cd1f5e69b.bindPopup(popup_7165eece746b4076a5db516213f83efe)
        ;

        
    
    
            var circle_marker_6bc0b66a08944197b5c7451510330abd = L.circleMarker(
                [43.64988500000004, -79.47492879599997],
                {"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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_66d7fbef5c79406497e7a1bfc9465a36 = L.popup({"maxWidth": "100%"});

        
            var html_3218b0838c7445069fa08a91da30ac37 = $(`<div id="html_3218b0838c7445069fa08a91da30ac37" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 0</div>`)[0];
            popup_66d7fbef5c79406497e7a1bfc9465a36.setContent(html_3218b0838c7445069fa08a91da30ac37);
        

        circle_marker_6bc0b66a08944197b5c7451510330abd.bindPopup(popup_66d7fbef5c79406497e7a1bfc9465a36)
        ;

        
    
    
            var circle_marker_a6db4f5e4dc745f7bd52caa83705e4d8 = L.circleMarker(
                [43.648690000000045, -79.38543999999996],
                {"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_b4398bf557214fb8883c86caab6ee7f8);
        
    
        var popup_a9e15e00d8234cb1a49cc55ce842d6b1 = L.popup({"maxWidth": "100%"});

        
            var html_86c84562db784b69817dcfdb03dc7d3a = $(`<div id="html_86c84562db784b69817dcfdb03dc7d3a" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 0</div>`)[0];
            popup_a9e15e00d8234cb1a49cc55ce842d6b1.setContent(html_86c84562db784b69817dcfdb03dc7d3a);
        

        circle_marker_a6db4f5e4dc745f7bd52caa83705e4d8.bindPopup(popup_a9e15e00d8234cb1a49cc55ce842d6b1)
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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 0x1162a6ef0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#visualize clusters\n",
    "\n",
    "g = geocoder.arcgis('Toronto, Ontario') #arcgis api seems to be more reliable than google\n",
    "lat_lng = g.latlng\n",
    "\n",
    "map_clusters = folium.Map(location=[lat_lng[0], lat_lng[1]], zoom_start=10)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(clusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(clusters)]\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['Neighbourhood'], toronto_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#5. Compare clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Deer Park, Forest Hill SE, Rathnelly, South Hi...</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Men's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Event Space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ryerson, Garden District</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Chinatown, Grange Park, Kensington Market</td>\n",
       "      <td>Café</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Christie</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Dovercourt Village, Dufferin</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Brazilian Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Little Portugal, Trinity</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Poutine Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Park</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pilates Studio</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighbourhood 1st Most Common Venue  \\\n",
       "0                                         The Beaches     Health Food Store   \n",
       "2                      The Beaches West, India Bazaar        Sandwich Place   \n",
       "3                                     Studio District                Bakery   \n",
       "7                                          Davisville          Dessert Shop   \n",
       "9   Deer Park, Forest Hill SE, Rathnelly, South Hi...    Light Rail Station   \n",
       "11                        Cabbagetown, St. James Town                  Café   \n",
       "12                               Church and Wellesley           Coffee Shop   \n",
       "13                          Harbourfront, Regent Park           Coffee Shop   \n",
       "14                           Ryerson, Garden District           Coffee Shop   \n",
       "15                                     St. James Town           Coffee Shop   \n",
       "16                                        Berczy Park           Coffee Shop   \n",
       "17                                 Central Bay Street           Coffee Shop   \n",
       "18                           Adelaide, King, Richmond           Coffee Shop   \n",
       "20           Design Exchange, Toronto Dominion Centre           Coffee Shop   \n",
       "21                     Commerce Court, Victoria Hotel           Coffee Shop   \n",
       "23                The Annex, North Midtown, Yorkville        Sandwich Place   \n",
       "24                     Harbord, University of Toronto                  Café   \n",
       "25          Chinatown, Grange Park, Kensington Market                  Café   \n",
       "26  CN Tower, Bathurst Quay, Island airport, Harbo...           Coffee Shop   \n",
       "27                    Stn A PO Boxes 25 The Esplanade           Coffee Shop   \n",
       "28             First Canadian Place, Underground city           Coffee Shop   \n",
       "29                                           Christie                  Café   \n",
       "30                       Dovercourt Village, Dufferin                  Park   \n",
       "31                           Little Portugal, Trinity                   Bar   \n",
       "32       Brockton, Exhibition Place, Parkdale Village           Coffee Shop   \n",
       "34                             Parkdale, Roncesvalles           Coffee Shop   \n",
       "35                                 Runnymede, Swansea                  Café   \n",
       "36  Business Reply Mail Processing Centre 969 Eastern           Coffee Shop   \n",
       "\n",
       "            2nd Most Common Venue   3rd Most Common Venue  \\\n",
       "0            Other Great Outdoors                   Trail   \n",
       "2                             Gym          Ice Cream Shop   \n",
       "3                           Diner      Italian Restaurant   \n",
       "7                  Sandwich Place                    Café   \n",
       "9                     Coffee Shop            Liquor Store   \n",
       "11                    Coffee Shop                  Bakery   \n",
       "12            Japanese Restaurant              Restaurant   \n",
       "13           Gym / Fitness Center          Breakfast Spot   \n",
       "14                 Clothing Store                    Café   \n",
       "15                     Restaurant                    Café   \n",
       "16             Seafood Restaurant              Restaurant   \n",
       "17                 Clothing Store                   Plaza   \n",
       "18                           Café                   Hotel   \n",
       "20                           Café                   Hotel   \n",
       "21                     Restaurant                   Hotel   \n",
       "23                           Café             Pizza Place   \n",
       "24                    Coffee Shop              Restaurant   \n",
       "25  Vegetarian / Vegan Restaurant                     Bar   \n",
       "26             Italian Restaurant                     Bar   \n",
       "27                          Hotel                    Café   \n",
       "28                           Café                   Hotel   \n",
       "29                  Grocery Store      Italian Restaurant   \n",
       "30                       Pharmacy             Pizza Place   \n",
       "31                    Coffee Shop            Cocktail Bar   \n",
       "32                           Café  Furniture / Home Store   \n",
       "34    Eastern European Restaurant               Bookstore   \n",
       "35                    Coffee Shop                  Bakery   \n",
       "36                          Hotel                    Café   \n",
       "\n",
       "        4th Most Common Venue 5th Most Common Venue  \\\n",
       "0                         Pub           Coffee Shop   \n",
       "2           Fish & Chips Shop         Burrito Place   \n",
       "3                 Coffee Shop   American Restaurant   \n",
       "7                 Pizza Place    Italian Restaurant   \n",
       "9                 Supermarket           Yoga Studio   \n",
       "11         Italian Restaurant            Restaurant   \n",
       "12           Sushi Restaurant               Gay Bar   \n",
       "13                 Restaurant           Yoga Studio   \n",
       "14  Middle Eastern Restaurant        Cosmetics Shop   \n",
       "15                      Hotel                Bakery   \n",
       "16               Cocktail Bar                 Hotel   \n",
       "17                   Tea Room        Ice Cream Shop   \n",
       "18                  Gastropub                   Bar   \n",
       "20                 Restaurant   American Restaurant   \n",
       "21                       Café              Beer Bar   \n",
       "23                Coffee Shop          Liquor Store   \n",
       "24                     Bakery                   Bar   \n",
       "25      Vietnamese Restaurant    Mexican Restaurant   \n",
       "26                 Restaurant                  Café   \n",
       "27                 Steakhouse                   Bar   \n",
       "28                 Restaurant      Asian Restaurant   \n",
       "29                 Playground            Baby Store   \n",
       "30  Middle Eastern Restaurant  Brazilian Restaurant   \n",
       "31                 Restaurant      Asian Restaurant   \n",
       "32             Sandwich Place            Restaurant   \n",
       "34          Food & Drink Shop      Sushi Restaurant   \n",
       "35                Pizza Place                  Park   \n",
       "36                 Steakhouse                   Bar   \n",
       "\n",
       "        6th Most Common Venue    7th Most Common Venue  8th Most Common Venue  \\\n",
       "0                Neighborhood      Dumpling Restaurant      Fish & Chips Shop   \n",
       "2                Burger Joint             Liquor Store     Light Rail Station   \n",
       "3                 Pizza Place                     Café       Sushi Restaurant   \n",
       "7                 Coffee Shop                      Gym      Indian Restaurant   \n",
       "9        Ethiopian Restaurant              Flea Market            Fish Market   \n",
       "11                Pizza Place                Pet Store                Butcher   \n",
       "12                 Smoke Shop                Gastropub   Fast Food Restaurant   \n",
       "13                     Bakery                      Spa     Mexican Restaurant   \n",
       "14           Ramen Restaurant                 Tea Room             Restaurant   \n",
       "15             Breakfast Spot             Cocktail Bar         Clothing Store   \n",
       "16                       Café               Steakhouse               Beer Bar   \n",
       "17  Middle Eastern Restaurant       Italian Restaurant                    Spa   \n",
       "18        Japanese Restaurant             Burger Joint             Restaurant   \n",
       "20                  Gastropub            Deli / Bodega     Italian Restaurant   \n",
       "21        Japanese Restaurant                      Gym             Steakhouse   \n",
       "23                 Restaurant              Flower Shop     Mexican Restaurant   \n",
       "24                        Gym      Japanese Restaurant              Bookstore   \n",
       "25        Dumpling Restaurant       Chinese Restaurant            Coffee Shop   \n",
       "26                     Bakery           Sandwich Place              Speakeasy   \n",
       "27                 Restaurant              Pizza Place    American Restaurant   \n",
       "28         Seafood Restaurant             Burger Joint          Deli / Bodega   \n",
       "29         Athletics & Sports              Coffee Shop   Fast Food Restaurant   \n",
       "30                Supermarket   Furniture / Home Store                    Bar   \n",
       "31                     Bakery  New American Restaurant  Vietnamese Restaurant   \n",
       "32                     Bakery       Italian Restaurant            Supermarket   \n",
       "34                 Restaurant                   Bakery        Thai Restaurant   \n",
       "35               Dance Studio               Restaurant                    Pub   \n",
       "36                 Restaurant              Pizza Place    American Restaurant   \n",
       "\n",
       "   9th Most Common Venue       10th Most Common Venue  \n",
       "0   Fast Food Restaurant               Farmers Market  \n",
       "2      Food & Drink Shop                   Steakhouse  \n",
       "3    Arts & Crafts Store                      Brewery  \n",
       "7   Fast Food Restaurant           Seafood Restaurant  \n",
       "9      Fish & Chips Shop         Fast Food Restaurant  \n",
       "11        Sandwich Place           Chinese Restaurant  \n",
       "12          Dance Studio                  Men's Store  \n",
       "13            Food Truck                  Event Space  \n",
       "14  Fast Food Restaurant          Japanese Restaurant  \n",
       "15        Cosmetics Shop           Italian Restaurant  \n",
       "16           Cheese Shop               Farmers Market  \n",
       "17   Sporting Goods Shop                       Bakery  \n",
       "18    Seafood Restaurant               Breakfast Spot  \n",
       "20                   Bar                 Burger Joint  \n",
       "21    Italian Restaurant                    Gastropub  \n",
       "23                   Pub            Jewish Restaurant  \n",
       "24      Greek Restaurant                  Cheese Shop  \n",
       "25                Bakery               Ice Cream Shop  \n",
       "26                  Park                          Pub  \n",
       "27    Italian Restaurant              Thai Restaurant  \n",
       "28            Steakhouse                          Bar  \n",
       "29     Fish & Chips Shop  Eastern European Restaurant  \n",
       "30                  Bank                       Bakery  \n",
       "31           Pizza Place            French Restaurant  \n",
       "32              Beer Bar                Poutine Place  \n",
       "34           Pizza Place               Breakfast Spot  \n",
       "35        Pilates Studio                     Pharmacy  \n",
       "36    Italian Restaurant              Thai Restaurant  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cluster 0, defined by mainly restaurents and bars, concentrated by the seafront i.e. the centre of town. Coffee shops\n",
    "#and cafes are very common\n",
    "\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 0, toronto_merged.columns[[3] + list(range(7, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Neighbourhood 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "1  The Danforth West, Riverdale                  Park              Bus Line   \n",
       "4                 Lawrence Park              Bus Line           Swim School   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "1         Grocery Store        Discount Store           Yoga Studio   \n",
       "4           Yoga Studio     Electronics Store           Flea Market   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "1     Electronics Store           Fish Market     Fish & Chips Shop   \n",
       "4           Fish Market     Fish & Chips Shop  Fast Food Restaurant   \n",
       "\n",
       "  9th Most Common Venue 10th Most Common Venue  \n",
       "1  Fast Food Restaurant         Farmers Market  \n",
       "4        Farmers Market                   Farm  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cluster 1, the only areas where bus lines are amongst the most common venues, are far out of town\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 1, toronto_merged.columns[[3] + list(range(7, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>North Toronto West</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Gym Pool</td>\n",
       "      <td>Park</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Moore Park, Summerhill East</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Rosedale</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Building</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Harbourfront East, Toronto Islands, Union Station</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Café</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>High Park, The Junction South</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bowling Alley</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighbourhood 1st Most Common Venue  \\\n",
       "5                                    Davisville North        Clothing Store   \n",
       "6                                  North Toronto West            Playground   \n",
       "8                         Moore Park, Summerhill East     Convenience Store   \n",
       "10                                           Rosedale                  Bank   \n",
       "19  Harbourfront East, Toronto Islands, Union Station       Harbor / Marina   \n",
       "33                      High Park, The Junction South     Convenience Store   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue        4th Most Common Venue  \\\n",
       "5                  Hotel        Breakfast Spot                          Gym   \n",
       "6               Gym Pool                  Park                       Garden   \n",
       "8                    Gym            Restaurant          Dumpling Restaurant   \n",
       "10                  Park            Playground                     Building   \n",
       "19           Music Venue                  Café  Eastern European Restaurant   \n",
       "33                  Park         Bowling Alley                  Yoga Studio   \n",
       "\n",
       "          5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "5             Food & Drink Shop                  Park         Deli / Bodega   \n",
       "6                   Yoga Studio   Dumpling Restaurant     Fish & Chips Shop   \n",
       "8                   Fish Market     Fish & Chips Shop  Fast Food Restaurant   \n",
       "10  Eastern European Restaurant           Flea Market           Fish Market   \n",
       "19                  Fish Market     Fish & Chips Shop  Fast Food Restaurant   \n",
       "33            Electronics Store           Flea Market           Fish Market   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "5   Ethiopian Restaurant           Flea Market            Fish Market  \n",
       "6   Fast Food Restaurant        Farmers Market                   Farm  \n",
       "8         Farmers Market                  Farm     Falafel Restaurant  \n",
       "10     Fish & Chips Shop  Fast Food Restaurant         Farmers Market  \n",
       "19        Farmers Market                  Farm     Falafel Restaurant  \n",
       "33     Fish & Chips Shop  Fast Food Restaurant         Farmers Market  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cluster 2, areas far out of town but with many shops and exercise areas such as playgrounds, parks, gyms etc.\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 2, toronto_merged.columns[[3] + list(range(7, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Forest Hill North, Forest Hill West</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Farm</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Neighbourhood 1st Most Common Venue  \\\n",
       "22  Forest Hill North, Forest Hill West                  Park   \n",
       "\n",
       "   2nd Most Common Venue        3rd Most Common Venue 4th Most Common Venue  \\\n",
       "22           Yoga Studio  Eastern European Restaurant           Flea Market   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "22           Fish Market     Fish & Chips Shop  Fast Food Restaurant   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "22        Farmers Market                  Farm     Falafel Restaurant  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cluster 3, areas with not too many amenities but with bus lines not a common venue, could be grouped with cluster 1\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 3, toronto_merged.columns[[3] + list(range(7, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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