Clustering on Toronto.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering on Toronto\n",
    "\n",
    "In this notebook, I'll use KMeans to cluster the boroughs in Toronto."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import\n",
    "\n",
    "I'll import the necessary libraries to do analysis on the data. I'll also import the dataset I created in the previous notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from geopy.geocoders import Nominatim\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "from sklearn.cluster import KMeans\n",
    "import folium\n",
    "import requests\n",
    "from pandas.io.json import json_normalize\n",
    "\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'll define some constants which I'll need in this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "LIMIT = 100\n",
    "RADIUS = 500\n",
    "NO_OF_CLUSTERS = 5\n",
    "CLIENT_ID = '0HH2B0MRFB2FALD3CL3SQAGF5KPCVO53DS5OEOKOP4MWUCJO'\n",
    "CLIENT_SECRET = 'D5KMPZK1RAFC0RSUS3VCUOIAIIA2KVCOWHIP1RJX3D1L0UQS'\n",
    "VERSION = '20190528'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's also import the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge, Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek, Rouge Hill, Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood, Morningside, West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  PostalCode      Borough                            Neighborhood   Latitude  \\\n",
       "0        M1B  Scarborough                          Rouge, Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek, Rouge Hill, Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood, Morningside, West Hill  43.763573   \n",
       "3        M1G  Scarborough                                  Woburn  43.770992   \n",
       "4        M1H  Scarborough                               Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv('dataset_with_coordinates.csv')\n",
    "dataset.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Neighborhoods\n",
    "\n",
    "I'll use `folium` to plot the various latitude and longitude pairs on the map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.653963, -79.387207.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto, Ontario'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"toronto_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first select the data points where the `Borough` includes the word `Toronto`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_dataset = dataset[dataset['Borough'].str.contains('Toronto')].reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the latitude and longitude values of **Toronto**, I'll define the center of the map. Then, I'll iterate through each row in the dataset and plot it on the map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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        var popup_b7026ebae3ee4c80a85dc84077127642 = L.popup({"maxWidth": "100%"});

        
            var html_9c6b5040621d4707815e60ad7c82a643 = $(`<div id="html_9c6b5040621d4707815e60ad7c82a643" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city, Downtown Toronto</div>`)[0];
            popup_b7026ebae3ee4c80a85dc84077127642.setContent(html_9c6b5040621d4707815e60ad7c82a643);
        

        circle_marker_b5b94bee18f74c5ba2cb2f0f4a7b26d5.bindPopup(popup_b7026ebae3ee4c80a85dc84077127642)
        ;

        
    
    
            var circle_marker_5254ddfbeaf245908a986f7d8fd23095 = L.circleMarker(
                [43.669542, -79.4225637],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_22d2ef0ce18d46d1b50cc3a569ca1376 = L.popup({"maxWidth": "100%"});

        
            var html_0cbb216a738b4738b2c1ec7fa73af82b = $(`<div id="html_0cbb216a738b4738b2c1ec7fa73af82b" style="width: 100.0%; height: 100.0%;">Christie, Downtown Toronto</div>`)[0];
            popup_22d2ef0ce18d46d1b50cc3a569ca1376.setContent(html_0cbb216a738b4738b2c1ec7fa73af82b);
        

        circle_marker_5254ddfbeaf245908a986f7d8fd23095.bindPopup(popup_22d2ef0ce18d46d1b50cc3a569ca1376)
        ;

        
    
    
            var circle_marker_fc5d8286fe7b4e2992fa268ab7862ee1 = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_2faa63598d444c189bb106d2a4798732 = L.popup({"maxWidth": "100%"});

        
            var html_9500fef85ff94e2a9e1b5589f3fa03eb = $(`<div id="html_9500fef85ff94e2a9e1b5589f3fa03eb" style="width: 100.0%; height: 100.0%;">Dovercourt Village, Dufferin, West Toronto</div>`)[0];
            popup_2faa63598d444c189bb106d2a4798732.setContent(html_9500fef85ff94e2a9e1b5589f3fa03eb);
        

        circle_marker_fc5d8286fe7b4e2992fa268ab7862ee1.bindPopup(popup_2faa63598d444c189bb106d2a4798732)
        ;

        
    
    
            var circle_marker_f478a6529e3a45ddb02fc3d1e64c41dc = L.circleMarker(
                [43.647926700000006, -79.4197497],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_c6d63a4e7a3a41f4beb63572b6be3320 = L.popup({"maxWidth": "100%"});

        
            var html_c4a776dc32084b31aecf9bcc6d5385cf = $(`<div id="html_c4a776dc32084b31aecf9bcc6d5385cf" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity, West Toronto</div>`)[0];
            popup_c6d63a4e7a3a41f4beb63572b6be3320.setContent(html_c4a776dc32084b31aecf9bcc6d5385cf);
        

        circle_marker_f478a6529e3a45ddb02fc3d1e64c41dc.bindPopup(popup_c6d63a4e7a3a41f4beb63572b6be3320)
        ;

        
    
    
            var circle_marker_eb38c761aafb46afa6e45505e3d9d323 = L.circleMarker(
                [43.6368472, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_b9a89475bde347e0974597201de94a68 = L.popup({"maxWidth": "100%"});

        
            var html_35c7c315138d4ac3ae03e1104327b9f0 = $(`<div id="html_35c7c315138d4ac3ae03e1104327b9f0" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village, West Toronto</div>`)[0];
            popup_b9a89475bde347e0974597201de94a68.setContent(html_35c7c315138d4ac3ae03e1104327b9f0);
        

        circle_marker_eb38c761aafb46afa6e45505e3d9d323.bindPopup(popup_b9a89475bde347e0974597201de94a68)
        ;

        
    
    
            var circle_marker_b7bf92dfc5d34720a5a9d1c49d5d2fa1 = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_bfd8ac9a6a5143e5b32de043342f277d = L.popup({"maxWidth": "100%"});

        
            var html_43139e4f0c6a4cfcbbc19f526662dfdc = $(`<div id="html_43139e4f0c6a4cfcbbc19f526662dfdc" style="width: 100.0%; height: 100.0%;">High Park, The Junction South, West Toronto</div>`)[0];
            popup_bfd8ac9a6a5143e5b32de043342f277d.setContent(html_43139e4f0c6a4cfcbbc19f526662dfdc);
        

        circle_marker_b7bf92dfc5d34720a5a9d1c49d5d2fa1.bindPopup(popup_bfd8ac9a6a5143e5b32de043342f277d)
        ;

        
    
    
            var circle_marker_0b08534024ce4434af16cd8e160139da = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_a6dc7035955545b49c7391e2e7381dcc = L.popup({"maxWidth": "100%"});

        
            var html_32670300ee03402b80914944d684d793 = $(`<div id="html_32670300ee03402b80914944d684d793" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>`)[0];
            popup_a6dc7035955545b49c7391e2e7381dcc.setContent(html_32670300ee03402b80914944d684d793);
        

        circle_marker_0b08534024ce4434af16cd8e160139da.bindPopup(popup_a6dc7035955545b49c7391e2e7381dcc)
        ;

        
    
    
            var circle_marker_e4e0c04dde9a4326950c79ac1a403180 = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_43a781217d5e487983221020a4797e99 = L.popup({"maxWidth": "100%"});

        
            var html_efa4de99efed4d1a9b68f5413abfa667 = $(`<div id="html_efa4de99efed4d1a9b68f5413abfa667" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea, West Toronto</div>`)[0];
            popup_43a781217d5e487983221020a4797e99.setContent(html_efa4de99efed4d1a9b68f5413abfa667);
        

        circle_marker_e4e0c04dde9a4326950c79ac1a403180.bindPopup(popup_43a781217d5e487983221020a4797e99)
        ;

        
    
    
            var circle_marker_deefd643a6cf4a5a95a63d3ac204f8e4 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "green", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bb3c499e13984d54ad1954783296113f);
        
    
        var popup_d1915b950ac1495d8e66ece63a11512c = L.popup({"maxWidth": "100%"});

        
            var html_3ab21c0c64054bf8b8ee36a706b50984 = $(`<div id="html_3ab21c0c64054bf8b8ee36a706b50984" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern, East Toronto</div>`)[0];
            popup_d1915b950ac1495d8e66ece63a11512c.setContent(html_3ab21c0c64054bf8b8ee36a706b50984);
        

        circle_marker_deefd643a6cf4a5a95a63d3ac204f8e4.bindPopup(popup_d1915b950ac1495d8e66ece63a11512c)
        ;

        
    
</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 0x124fd9630>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_of_toronto = folium.Map(location = [latitude, longitude], zoom_start = 11)\n",
    "\n",
    "for borough, neighborhood, latitude, longitude in zip(selected_dataset['Borough'], \n",
    "                                                      selected_dataset['Neighborhood'], \n",
    "                                                      selected_dataset['Latitude'], \n",
    "                                                      selected_dataset['Longitude']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html = True)\n",
    "    folium.CircleMarker(\n",
    "        [latitude, longitude],\n",
    "        radius = 5,\n",
    "        popup = label,\n",
    "        color = 'green',\n",
    "        fill = True,\n",
    "        fill_color = '#3186cc',\n",
    "        fill_opacity = 0.7,\n",
    "        parse_html = False).add_to(map_of_toronto)  \n",
    "    \n",
    "map_of_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysing first neighborhood\n",
    "\n",
    "I'll then check out the first neighborhood in the selected dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The neighborhood I'll explore is: The Beaches\n"
     ]
    }
   ],
   "source": [
    "print(\"The neighborhood I'll explore is: {}\".format(selected_dataset.loc[0, 'Neighborhood']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latitude and longitude values of The Beaches are 43.67635739999999, -79.2930312.\n"
     ]
    }
   ],
   "source": [
    "neighborhood_name = selected_dataset.loc[0, 'Neighborhood']\n",
    "neighborhood_latitude = selected_dataset.loc[0, 'Latitude']\n",
    "neighborhood_longitude = selected_dataset.loc[0, 'Longitude']\n",
    "print('Latitude and longitude values of {} are {}, {}.'.format(neighborhood_name, \n",
    "                                                               neighborhood_latitude, \n",
    "                                                               neighborhood_longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, I'll explore top 100 venues located in **The Beaches** within a radius of 500m."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5cec4174db04f52f66c6bc2b'},\n",
       " 'response': {'suggestedFilters': {'header': 'Tap to show:',\n",
       "   'filters': [{'name': 'Open now', 'key': 'openNow'}]},\n",
       "  'headerLocation': 'The Beaches',\n",
       "  'headerFullLocation': 'The Beaches, Toronto',\n",
       "  'headerLocationGranularity': 'neighborhood',\n",
       "  'totalResults': 4,\n",
       "  'suggestedBounds': {'ne': {'lat': 43.680857404499996,\n",
       "    'lng': -79.28682091449052},\n",
       "   'sw': {'lat': 43.67185739549999, 'lng': -79.29924148550948}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4ad4c062f964a52011f820e3',\n",
       "       'name': 'The Big Carrot Natural Food Market',\n",
       "       'location': {'address': '125 Southwood Dr',\n",
       "        'lat': 43.678879,\n",
       "        'lng': -79.297734,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.678879,\n",
       "          'lng': -79.297734}],\n",
       "        'distance': 471,\n",
       "        'postalCode': 'M4E 0B8',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['125 Southwood Dr',\n",
       "         'Toronto ON M4E 0B8',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '50aa9e744b90af0d42d5de0e',\n",
       "         'name': 'Health Food Store',\n",
       "         'pluralName': 'Health Food Stores',\n",
       "         'shortName': 'Health Food Store',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/food_grocery_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '75150878'}},\n",
       "      'referralId': 'e-0-4ad4c062f964a52011f820e3-0'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b8daea1f964a520480833e3',\n",
       "       'name': 'Grover Pub and Grub',\n",
       "       'location': {'address': '676 Kingston Rd.',\n",
       "        'crossStreet': 'at Main St.',\n",
       "        'lat': 43.679181434941015,\n",
       "        'lng': -79.29721535878515,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.679181434941015,\n",
       "          'lng': -79.29721535878515}],\n",
       "        'distance': 460,\n",
       "        'postalCode': 'M4E 1R4',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['676 Kingston Rd. (at Main St.)',\n",
       "         'Toronto ON M4E 1R4',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d11b941735',\n",
       "         'name': 'Pub',\n",
       "         'pluralName': 'Pubs',\n",
       "         'shortName': 'Pub',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/pub_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b8daea1f964a520480833e3-1'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4f8f6c4de4b04e1743ea50b8',\n",
       "       'name': 'St-Denis Studios Inc.',\n",
       "       'location': {'lat': 43.675031,\n",
       "        'lng': -79.288022,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.675031,\n",
       "          'lng': -79.288022}],\n",
       "        'distance': 429,\n",
       "        'cc': 'CA',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1e5931735',\n",
       "         'name': 'Music Venue',\n",
       "         'pluralName': 'Music Venues',\n",
       "         'shortName': 'Music Venue',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/musicvenue_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4f8f6c4de4b04e1743ea50b8-2'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4df91c4bae60f95f82229ad5',\n",
       "       'name': 'Upper Beaches',\n",
       "       'location': {'lat': 43.68056321147582,\n",
       "        'lng': -79.2928688743688,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.68056321147582,\n",
       "          'lng': -79.2928688743688}],\n",
       "        'distance': 468,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['Toronto ON', 'Canada']},\n",
       "       'categories': [{'id': '4f2a25ac4b909258e854f55f',\n",
       "         'name': 'Neighborhood',\n",
       "         'pluralName': 'Neighborhoods',\n",
       "         'shortName': 'Neighborhood',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/neighborhood_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4df91c4bae60f95f82229ad5-3'}]}]}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = ('https://api.foursquare.com/v2/venues/explore?client_id={}'\n",
    "       '&client_secret={}&v={}&ll={},{}&radius={}&limit={}').format(CLIENT_ID, \n",
    "                                                                  CLIENT_SECRET, \n",
    "                                                                  VERSION, \n",
    "                                                                  neighborhood_latitude, \n",
    "                                                                  neighborhood_longitude, \n",
    "                                                                  RADIUS,\n",
    "                                                                  LIMIT)\n",
    "result = requests.get(url).json()\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'll now extract the information out of the result we got from the Foursquare API. I'll use the method `get_category_type` to get the category name."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Big Carrot Natural Food Market</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>43.678879</td>\n",
       "      <td>-79.297734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Grover Pub and Grub</td>\n",
       "      <td>Pub</td>\n",
       "      <td>43.679181</td>\n",
       "      <td>-79.297215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>St-Denis Studios Inc.</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>43.675031</td>\n",
       "      <td>-79.288022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Upper Beaches</td>\n",
       "      <td>Neighborhood</td>\n",
       "      <td>43.680563</td>\n",
       "      <td>-79.292869</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 name         categories        lat        lng\n",
       "0  The Big Carrot Natural Food Market  Health Food Store  43.678879 -79.297734\n",
       "1                 Grover Pub and Grub                Pub  43.679181 -79.297215\n",
       "2               St-Denis Studios Inc.        Music Venue  43.675031 -79.288022\n",
       "3                       Upper Beaches       Neighborhood  43.680563 -79.292869"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venues = result['response']['groups'][0]['items']\n",
    "nearby_venues = json_normalize(venues)\n",
    "\n",
    "# Filter the columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues = nearby_venues.loc[:, filtered_columns]\n",
    "\n",
    "# Filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis = 1)\n",
    "\n",
    "# Clean all column names\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 venues were returned by Foursquare.\n"
     ]
    }
   ],
   "source": [
    "print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get venues for all neighborhoods\n",
    "\n",
    "I'll get venues in all the selected boroughs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius):\n",
    "    \n",
    "    venues_list = []\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Beaches\n",
      "The Danforth West, Riverdale\n",
      "The Beaches West, India Bazaar\n",
      "Studio District\n",
      "Lawrence Park\n",
      "Davisville North\n",
      "North Toronto West\n",
      "Davisville\n",
      "Moore Park, Summerhill East\n",
      "Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West\n",
      "Rosedale\n",
      "Cabbagetown, St. James Town\n",
      "Church and Wellesley\n",
      "Harbourfront, Regent Park\n",
      "Ryerson, Garden District\n",
      "St. James Town\n",
      "Berczy Park\n",
      "Central Bay Street\n",
      "Adelaide, King, Richmond\n",
      "Harbourfront East, Toronto Islands, Union Station\n",
      "Design Exchange, Toronto Dominion Centre\n",
      "Commerce Court, Victoria Hotel\n",
      "Roselawn\n",
      "Forest Hill North, Forest Hill West\n",
      "The Annex, North Midtown, Yorkville\n",
      "Harbord, University of Toronto\n",
      "Chinatown, Grange Park, Kensington Market\n",
      "CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara\n",
      "Stn A PO Boxes 25 The Esplanade\n",
      "First Canadian Place, Underground city\n",
      "Christie\n",
      "Dovercourt Village, Dufferin\n",
      "Little Portugal, Trinity\n",
      "Brockton, Exhibition Place, Parkdale Village\n",
      "High Park, The Junction South\n",
      "Parkdale, Roncesvalles\n",
      "Runnymede, Swansea\n",
      "Business Reply Mail Processing Centre 969 Eastern\n"
     ]
    }
   ],
   "source": [
    "list_of_venues = getNearbyVenues(selected_dataset['Neighborhood'],\n",
    "                                 selected_dataset['Latitude'],\n",
    "                                 selected_dataset['Longitude'],\n",
    "                                 RADIUS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the count of venues per Neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adelaide, King, Richmond</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berczy Park</th>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brockton, Exhibition Place, Parkdale Village</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Business Reply Mail Processing Centre 969 Eastern</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cabbagetown, St. James Town</th>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Bay Street</th>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chinatown, Grange Park, Kensington Market</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christie</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Church and Wellesley</th>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commerce Court, Victoria Hotel</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Davisville</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Davisville North</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Design Exchange, Toronto Dominion Centre</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dovercourt Village, Dufferin</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>First Canadian Place, Underground city</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forest Hill North, Forest Hill West</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbord, University of Toronto</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbourfront East, Toronto Islands, Union Station</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Harbourfront, Regent Park</th>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>High Park, The Junction South</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lawrence Park</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Portugal, Trinity</th>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moore Park, Summerhill East</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Toronto West</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parkdale, Roncesvalles</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rosedale</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Roselawn</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Runnymede, Swansea</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ryerson, Garden District</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St. James Town</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stn A PO Boxes 25 The Esplanade</th>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studio District</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Annex, North Midtown, Yorkville</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Beaches</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Beaches West, India Bazaar</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Danforth West, Riverdale</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide, King, Richmond                                              100   \n",
       "Berczy Park                                                            56   \n",
       "Brockton, Exhibition Place, Parkdale Village                           19   \n",
       "Business Reply Mail Processing Centre 969 Eastern                      16   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                     14   \n",
       "Cabbagetown, St. James Town                                            40   \n",
       "Central Bay Street                                                     85   \n",
       "Chinatown, Grange Park, Kensington Market                             100   \n",
       "Christie                                                               16   \n",
       "Church and Wellesley                                                   87   \n",
       "Commerce Court, Victoria Hotel                                        100   \n",
       "Davisville                                                             36   \n",
       "Davisville North                                                        7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...                     15   \n",
       "Design Exchange, Toronto Dominion Centre                              100   \n",
       "Dovercourt Village, Dufferin                                           20   \n",
       "First Canadian Place, Underground city                                100   \n",
       "Forest Hill North, Forest Hill West                                     5   \n",
       "Harbord, University of Toronto                                         36   \n",
       "Harbourfront East, Toronto Islands, Union Station                     100   \n",
       "Harbourfront, Regent Park                                              48   \n",
       "High Park, The Junction South                                          23   \n",
       "Lawrence Park                                                           3   \n",
       "Little Portugal, Trinity                                               62   \n",
       "Moore Park, Summerhill East                                             1   \n",
       "North Toronto West                                                     17   \n",
       "Parkdale, Roncesvalles                                                 15   \n",
       "Rosedale                                                                4   \n",
       "Roselawn                                                                2   \n",
       "Runnymede, Swansea                                                     38   \n",
       "Ryerson, Garden District                                              100   \n",
       "St. James Town                                                        100   \n",
       "Stn A PO Boxes 25 The Esplanade                                        94   \n",
       "Studio District                                                        38   \n",
       "The Annex, North Midtown, Yorkville                                    23   \n",
       "The Beaches                                                             4   \n",
       "The Beaches West, India Bazaar                                         19   \n",
       "The Danforth West, Riverdale                                           42   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Adelaide, King, Richmond                                               100   \n",
       "Berczy Park                                                             56   \n",
       "Brockton, Exhibition Place, Parkdale Village                            19   \n",
       "Business Reply Mail Processing Centre 969 Eastern                       16   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...                      14   \n",
       "Cabbagetown, St. James Town                                             40   \n",
       "Central Bay Street                                                      85   \n",
       "Chinatown, Grange Park, Kensington Market                              100   \n",
       "Christie                                                                16   \n",
       "Church and Wellesley                                                    87   \n",
       "Commerce Court, Victoria Hotel                                         100   \n",
       "Davisville                                                              36   \n",
       "Davisville North                                                         7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...                      15   \n",
       "Design Exchange, Toronto Dominion Centre                               100   \n",
       "Dovercourt Village, Dufferin                                            20   \n",
       "First Canadian Place, Underground city                                 100   \n",
       "Forest Hill North, Forest Hill West                                      5   \n",
       "Harbord, University of Toronto                                          36   \n",
       "Harbourfront East, Toronto Islands, Union Station                      100   \n",
       "Harbourfront, Regent Park                                               48   \n",
       "High Park, The Junction South                                           23   \n",
       "Lawrence Park                                                            3   \n",
       "Little Portugal, Trinity                                                62   \n",
       "Moore Park, Summerhill East                                              1   \n",
       "North Toronto West                                                      17   \n",
       "Parkdale, Roncesvalles                                                  15   \n",
       "Rosedale                                                                 4   \n",
       "Roselawn                                                                 2   \n",
       "Runnymede, Swansea                                                      38   \n",
       "Ryerson, Garden District                                               100   \n",
       "St. James Town                                                         100   \n",
       "Stn A PO Boxes 25 The Esplanade                                         94   \n",
       "Studio District                                                         38   \n",
       "The Annex, North Midtown, Yorkville                                     23   \n",
       "The Beaches                                                              4   \n",
       "The Beaches West, India Bazaar                                          19   \n",
       "The Danforth West, Riverdale                                            42   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide, King, Richmond                              100             100   \n",
       "Berczy Park                                            56              56   \n",
       "Brockton, Exhibition Place, Parkdale Village           19              19   \n",
       "Business Reply Mail Processing Centre 969 Eastern      16              16   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...     14              14   \n",
       "Cabbagetown, St. James Town                            40              40   \n",
       "Central Bay Street                                     85              85   \n",
       "Chinatown, Grange Park, Kensington Market             100             100   \n",
       "Christie                                               16              16   \n",
       "Church and Wellesley                                   87              87   \n",
       "Commerce Court, Victoria Hotel                        100             100   \n",
       "Davisville                                             36              36   \n",
       "Davisville North                                        7               7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...     15              15   \n",
       "Design Exchange, Toronto Dominion Centre              100             100   \n",
       "Dovercourt Village, Dufferin                           20              20   \n",
       "First Canadian Place, Underground city                100             100   \n",
       "Forest Hill North, Forest Hill West                     5               5   \n",
       "Harbord, University of Toronto                         36              36   \n",
       "Harbourfront East, Toronto Islands, Union Station     100             100   \n",
       "Harbourfront, Regent Park                              48              48   \n",
       "High Park, The Junction South                          23              23   \n",
       "Lawrence Park                                           3               3   \n",
       "Little Portugal, Trinity                               62              62   \n",
       "Moore Park, Summerhill East                             1               1   \n",
       "North Toronto West                                     17              17   \n",
       "Parkdale, Roncesvalles                                 15              15   \n",
       "Rosedale                                                4               4   \n",
       "Roselawn                                                2               2   \n",
       "Runnymede, Swansea                                     38              38   \n",
       "Ryerson, Garden District                              100             100   \n",
       "St. James Town                                        100             100   \n",
       "Stn A PO Boxes 25 The Esplanade                        94              94   \n",
       "Studio District                                        38              38   \n",
       "The Annex, North Midtown, Yorkville                    23              23   \n",
       "The Beaches                                             4               4   \n",
       "The Beaches West, India Bazaar                         19              19   \n",
       "The Danforth West, Riverdale                           42              42   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Adelaide, King, Richmond                                        100   \n",
       "Berczy Park                                                      56   \n",
       "Brockton, Exhibition Place, Parkdale Village                     19   \n",
       "Business Reply Mail Processing Centre 969 Eastern                16   \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...               14   \n",
       "Cabbagetown, St. James Town                                      40   \n",
       "Central Bay Street                                               85   \n",
       "Chinatown, Grange Park, Kensington Market                       100   \n",
       "Christie                                                         16   \n",
       "Church and Wellesley                                             87   \n",
       "Commerce Court, Victoria Hotel                                  100   \n",
       "Davisville                                                       36   \n",
       "Davisville North                                                  7   \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...               15   \n",
       "Design Exchange, Toronto Dominion Centre                        100   \n",
       "Dovercourt Village, Dufferin                                     20   \n",
       "First Canadian Place, Underground city                          100   \n",
       "Forest Hill North, Forest Hill West                               5   \n",
       "Harbord, University of Toronto                                   36   \n",
       "Harbourfront East, Toronto Islands, Union Station               100   \n",
       "Harbourfront, Regent Park                                        48   \n",
       "High Park, The Junction South                                    23   \n",
       "Lawrence Park                                                     3   \n",
       "Little Portugal, Trinity                                         62   \n",
       "Moore Park, Summerhill East                                       1   \n",
       "North Toronto West                                               17   \n",
       "Parkdale, Roncesvalles                                           15   \n",
       "Rosedale                                                          4   \n",
       "Roselawn                                                          2   \n",
       "Runnymede, Swansea                                               38   \n",
       "Ryerson, Garden District                                        100   \n",
       "St. James Town                                                  100   \n",
       "Stn A PO Boxes 25 The Esplanade                                  94   \n",
       "Studio District                                                  38   \n",
       "The Annex, North Midtown, Yorkville                              23   \n",
       "The Beaches                                                       4   \n",
       "The Beaches West, India Bazaar                                   19   \n",
       "The Danforth West, Riverdale                                     42   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Adelaide, King, Richmond                                       100  \n",
       "Berczy Park                                                     56  \n",
       "Brockton, Exhibition Place, Parkdale Village                    19  \n",
       "Business Reply Mail Processing Centre 969 Eastern               16  \n",
       "CN Tower, Bathurst Quay, Island airport, Harbou...              14  \n",
       "Cabbagetown, St. James Town                                     40  \n",
       "Central Bay Street                                              85  \n",
       "Chinatown, Grange Park, Kensington Market                      100  \n",
       "Christie                                                        16  \n",
       "Church and Wellesley                                            87  \n",
       "Commerce Court, Victoria Hotel                                 100  \n",
       "Davisville                                                      36  \n",
       "Davisville North                                                 7  \n",
       "Deer Park, Forest Hill SE, Rathnelly, South Hil...              15  \n",
       "Design Exchange, Toronto Dominion Centre                       100  \n",
       "Dovercourt Village, Dufferin                                    20  \n",
       "First Canadian Place, Underground city                         100  \n",
       "Forest Hill North, Forest Hill West                              5  \n",
       "Harbord, University of Toronto                                  36  \n",
       "Harbourfront East, Toronto Islands, Union Station              100  \n",
       "Harbourfront, Regent Park                                       48  \n",
       "High Park, The Junction South                                   23  \n",
       "Lawrence Park                                                    3  \n",
       "Little Portugal, Trinity                                        62  \n",
       "Moore Park, Summerhill East                                      1  \n",
       "North Toronto West                                              17  \n",
       "Parkdale, Roncesvalles                                          15  \n",
       "Rosedale                                                         4  \n",
       "Roselawn                                                         2  \n",
       "Runnymede, Swansea                                              38  \n",
       "Ryerson, Garden District                                       100  \n",
       "St. James Town                                                 100  \n",
       "Stn A PO Boxes 25 The Esplanade                                 94  \n",
       "Studio District                                                 38  \n",
       "The Annex, North Midtown, Yorkville                             23  \n",
       "The Beaches                                                      4  \n",
       "The Beaches West, India Bazaar                                  19  \n",
       "The Danforth West, Riverdale                                    42  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_of_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 239 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(list_of_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neighborhood analysis\n",
    "\n",
    "I'll next take a deep dive on each neighborhood I have identified till now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Adult Boutique</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</th>\n",
       "      <th>Airport Lounge</th>\n",
       "      <th>Airport Service</th>\n",
       "      <th>Airport Terminal</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</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>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College 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>Coworking Space</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>Doner Restaurant</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>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>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>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indoor Play Area</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>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>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>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Recording Studio</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>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>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Neighborhood  Adult Boutique  Afghan Restaurant  Airport  \\\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 Danforth West, Riverdale               0                  0        0   \n",
       "\n",
       "   Airport Food Court  Airport Gate  Airport Lounge  Airport Service  \\\n",
       "0                   0             0               0                0   \n",
       "1                   0             0               0                0   \n",
       "2                   0             0               0                0   \n",
       "3                   0             0               0                0   \n",
       "4                   0             0               0                0   \n",
       "\n",
       "   Airport Terminal  American Restaurant  Antique Shop  Aquarium  Art Gallery  \\\n",
       "0                 0                    0             0         0            0   \n",
       "1                 0                    0             0         0            0   \n",
       "2                 0                    0             0         0            0   \n",
       "3                 0                    0             0         0            0   \n",
       "4                 0                    0             0         0            0   \n",
       "\n",
       "   Art Museum  Arts & Crafts Store  Asian Restaurant  Athletics & Sports  \\\n",
       "0           0                    0                 0                   0   \n",
       "1           0                    0                 0                   0   \n",
       "2           0                    0                 0                   0   \n",
       "3           0                    0                 0                   0   \n",
       "4           0                    0                 0                   0   \n",
       "\n",
       "   Auto Workshop  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",
       "   Baseball Stadium  Basketball Stadium  Beach  Bed & Breakfast  Beer 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",
       "   Beer Store  Belgian Restaurant  Bistro  Boat or Ferry  Bookstore  Boutique  \\\n",
       "0           0                   0       0              0          0         0   \n",
       "1           0                   0       0              0          0         0   \n",
       "2           0                   0       0              0          0         0   \n",
       "3           0                   0       0              0          0         0   \n",
       "4           0                   0       0              0          0         0   \n",
       "\n",
       "   Brazilian Restaurant  Breakfast Spot  Brewery  Bubble Tea 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",
       "   Burger Joint  Burrito Place  Bus Line  Bus Stop  Butcher  Café  \\\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",
       "   Cajun / Creole Restaurant  Camera Store  Caribbean Restaurant  Cheese 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",
       "   Chinese Restaurant  Chocolate Shop  Church  Climbing Gym  Clothing Store  \\\n",
       "0                   0               0       0             0               0   \n",
       "1                   0               0       0             0               0   \n",
       "2                   0               0       0             0               0   \n",
       "3                   0               0       0             0               0   \n",
       "4                   0               0       0             0               0   \n",
       "\n",
       "   Cocktail Bar  Coffee Shop  College Arts Building  College Gym  \\\n",
       "0             0            0                      0            0   \n",
       "1             0            0                      0            0   \n",
       "2             0            0                      0            0   \n",
       "3             0            0                      0            0   \n",
       "4             0            0                      0            0   \n",
       "\n",
       "   College Rec Center  Colombian Restaurant  Comfort Food 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",
       "   Comic Shop  Concert Hall  Convenience Store  Cosmetics 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",
       "   Coworking Space  Creperie  Cuban Restaurant  Cupcake Shop  Dance 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   \n",
       "\n",
       "   Deli / Bodega  Department Store  Dessert Shop  Diner  Discount Store  \\\n",
       "0              0                 0             0      0               0   \n",
       "1              0                 0             0      0               0   \n",
       "2              0                 0             0      0               0   \n",
       "3              0                 0             0      0               0   \n",
       "4              0                 0             0      0               0   \n",
       "\n",
       "   Dog Run  Doner Restaurant  Donut Shop  Dumpling 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",
       "   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  Farmers Market  Fast Food 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",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                    0                  0            0            0   \n",
       "1                    0                  0            0            0   \n",
       "2                    0                  0            0            0   \n",
       "3                    0                  0            0            0   \n",
       "4                    0                  0            0            0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0            0     0                  0           0           0         0   \n",
       "1            0     0                  0           0           0         0   \n",
       "2            0     0                  0           0           0         0   \n",
       "3            0     0                  0           0           0         0   \n",
       "4            0     0                  0           0           0         0   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Fruit & Vegetable 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",
       "   Furniture / Home Store  Gaming Cafe  Garden  Garden Center  Gastropub  \\\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",
       "   Gay Bar  General Entertainment  General Travel  German 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",
       "   Gift Shop  Gluten-free Restaurant  Gourmet Shop  Greek Restaurant  \\\n",
       "0          0                       0             0                 0   \n",
       "1          0                       0             0                 0   \n",
       "2          0                       0             0                 0   \n",
       "3          0                       0             0                 0   \n",
       "4          0                       0             0                 1   \n",
       "\n",
       "   Grocery Store  Gym  Gym / Fitness Center  Harbor / Marina  \\\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",
       "   Health & Beauty Service  Health Food Store  Historic Site  History Museum  \\\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",
       "   Hobby Shop  Home Service  Hookah Bar  Hospital  Hostel  Hotel  Hotel 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",
       "   Hotpot Restaurant  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0                  0               0                  0                    0   \n",
       "1                  0               0                  0                    0   \n",
       "2                  0               0                  0                    0   \n",
       "3                  0               0                  0                    0   \n",
       "4                  0               0                  0                    0   \n",
       "\n",
       "   Indoor Play Area  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  Massage Studio  Mediterranean Restaurant  Men's Store  \\\n",
       "0                  0               0                         0            0   \n",
       "1                  0               0                         0            0   \n",
       "2                  0               0                         0            0   \n",
       "3                  0               0                         0            0   \n",
       "4                  0               0                         0            0   \n",
       "\n",
       "   Metro Station  Mexican Restaurant  Middle Eastern Restaurant  \\\n",
       "0              0                   0                          0   \n",
       "1              0                   0                          0   \n",
       "2              0                   0                          0   \n",
       "3              0                   0                          0   \n",
       "4              0                   0                          0   \n",
       "\n",
       "   Miscellaneous Shop  Modern European Restaurant  \\\n",
       "0                   0                           0   \n",
       "1                   0                           0   \n",
       "2                   0                           0   \n",
       "3                   0                           0   \n",
       "4                   0                           0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Movie Theater  \\\n",
       "0                                0                    0              0   \n",
       "1                                0                    0              0   \n",
       "2                                0                    0              0   \n",
       "3                                0                    0              0   \n",
       "4                                0                    0              0   \n",
       "\n",
       "   Museum  Music Store  Music Venue  New American Restaurant  Nightclub  \\\n",
       "0       0            0            0                        0          0   \n",
       "1       0            0            0                        0          0   \n",
       "2       0            0            1                        0          0   \n",
       "3       0            0            0                        0          0   \n",
       "4       0            0            0                        0          0   \n",
       "\n",
       "   Noodle House  Office  Opera House  Optical Shop  Organic Grocery  \\\n",
       "0             0       0            0             0                0   \n",
       "1             0       0            0             0                0   \n",
       "2             0       0            0             0                0   \n",
       "3             0       0            0             0                0   \n",
       "4             0       0            0             0                0   \n",
       "\n",
       "   Other Great Outdoors  Park  Performing Arts Venue  Persian 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",
       "   Pet Store  Pharmacy  Pizza Place  Playground  Plaza  Poke Place  Pool  \\\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",
       "   Portuguese Restaurant  Post Office  Poutine Place  Pub  Ramen Restaurant  \\\n",
       "0                      0            0              0    0                 0   \n",
       "1                      0            0              0    1                 0   \n",
       "2                      0            0              0    0                 0   \n",
       "3                      0            0              0    0                 0   \n",
       "4                      0            0              0    0                 0   \n",
       "\n",
       "   Record Shop  Recording Studio  Rental Car Location  Restaurant  Sake 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",
       "   Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\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",
       "   Sculpture Garden  Seafood Restaurant  Shoe Store  Shopping Mall  \\\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",
       "   Skate Park  Skating Rink  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",
       "   Soup Place  Southern / Soul Food Restaurant  Spa  Speakeasy  \\\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",
       "   Sporting Goods Shop  Sports Bar  Stadium  Stationery Store  Steakhouse  \\\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",
       "   Strip Club  Supermarket  Sushi Restaurant  Swim School  Taco 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",
       "   Tailor Shop  Taiwanese Restaurant  Tanning Salon  Tapas 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",
       "   Tea Room  Thai Restaurant  Theater  Theme 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",
       "   Thrift / Vintage Store  Toy / Game Store  Trail  Train Station  \\\n",
       "0                       0                 0      0              0   \n",
       "1                       0                 0      0              0   \n",
       "2                       0                 0      0              0   \n",
       "3                       0                 0      0              0   \n",
       "4                       0                 0      0              0   \n",
       "\n",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Vietnamese 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",
       "   Wine Bar  Wine Shop  Wings Joint  Women's Store  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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_onehot = pd.get_dummies(list_of_venues[['Venue Category']], prefix = \"\", prefix_sep = \"\")\n",
    "toronto_onehot = pd.concat([list_of_venues['Neighborhood'], toronto_onehot.drop(['Neighborhood'], axis = 1)], axis = 1)\n",
    "toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1685, 239)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_onehot.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, I'll take the mean of the frequency of occurrence of each category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Adult Boutique</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</th>\n",
       "      <th>Airport Lounge</th>\n",
       "      <th>Airport Service</th>\n",
       "      <th>Airport Terminal</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</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>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College 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>Coworking Space</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>Doner Restaurant</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>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>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>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Indoor Play Area</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>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>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>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Recording Studio</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>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>Wine Shop</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.00</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>0.01</td>\n",
       "      <td>0.020000</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>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.050000</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.060000</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.020000</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>0.01</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>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.00</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>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.020000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</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>0.010000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.040000</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>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</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>0.000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</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>0.017857</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.017857</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
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       "      <td>0.017857</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>0.0625</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>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.0625</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>0.00</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.125000</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>0.000</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>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</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>0.0625</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>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.214286</td>\n",
       "      <td>0.142857</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.071429</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Cabbagetown, St. James Town</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.075000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>0.00</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>0.00</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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",
       "      <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>0.025000</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>0.00</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>0.000000</td>\n",
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       "      <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",
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       "      <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>0.00000</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.00</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.025000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.025000</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>0.00</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>0.000000</td>\n",
       "      <td>0.025</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>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.025000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.025</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>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025000</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.025</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023529</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>0.000000</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>0.023529</td>\n",
       "      <td>0.035294</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>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.164706</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>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011765</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>0.011765</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.011765</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047059</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</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>0.000000</td>\n",
       "      <td>0.000</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>0.023529</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</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>0.011765</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011765</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.040000</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>0.01</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>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</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>0.040000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.000000</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>0.01</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.000000</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>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</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>0.00</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>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>0.000000</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>0.0625</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0625</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>0.000000</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>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.187500</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>0.062500</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>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.187500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</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>0.062500</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>0.00</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.062500</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>0.00</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</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>0.00</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</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>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022989</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>0.011494</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>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.00</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>0.011494</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.068966</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</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>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.022989</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</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>0.011494</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>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000</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>0.022989</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</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>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.057471</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.011494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.00</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>0.010000</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>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.070000</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>0.010000</td>\n",
       "      <td>0.110000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</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>0.00</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>0.000000</td>\n",
       "      <td>0.010000</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>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.030000</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>0.01</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>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</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>0.010000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.00</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.055556</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>0.055556</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>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.027778</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>0.027778</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>0.027778</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>0.027778</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</td>\n",
       "      <td>0.027778</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</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>0.00</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
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       "      <td>0.027778</td>\n",
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       "      <td>0.055556</td>\n",
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       "      <td>0.027778</td>\n",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Davisville North</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
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       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Design Exchange, Toronto Dominion Centre</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>0.030000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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",
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       "      <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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.070000</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>0.000000</td>\n",
       "      <td>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.010000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.030000</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>0.01</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>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.01</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>0.030000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.020000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</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>0.010000</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>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.01</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Dovercourt Village, Dufferin</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
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       "      <td>0.050000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.100000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</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>0.00</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</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>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.090000</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>0.090000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.010000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.030000</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>0.01</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>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040000</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.020000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</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>0.010000</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>0.00</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>0.020000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</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>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.01</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>0.000000</td>\n",
       "      <td>0.00</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>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.200000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.200</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</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>0.00</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Harbord, University of Toronto</td>\n",
       "      <td>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",
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       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.111111</td>\n",
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       "      <td>0.000000</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",
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       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.027778</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
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       "      <td>0.027778</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</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>0.027778</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.0000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.055556</td>\n",
       "      <td>0.055556</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>0.00</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.000</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>0.027778</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027778</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.027778</td>\n",
       "    </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",
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       "      <td>0.05</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.010000</td>\n",
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       "      <td>0.02</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000</td>\n",
       "      <td>0.040000</td>\n",
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       "      <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>0.000000</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>0.000000</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>0.010000</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>0.00</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.030000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.01</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>0.040000</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>0.01</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>0.000</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>0.01</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>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.030000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</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>0.0000</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>0.010000</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.01</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Harbourfront, Regent Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.020833</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>0.020833</td>\n",
       "      <td>0.000000</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>0.041667</td>\n",
       "      <td>0.020833</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>0.000</td>\n",
       "      <td>0.041667</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>0.020833</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>0.00</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>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</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>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020833</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>0.020833</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>0.00</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>0.000000</td>\n",
       "      <td>0.000</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>0.041667</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.020833</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>0.00</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>0.062500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</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>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.020833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>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>0.000</td>\n",
       "      <td>0.00</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>0.00000</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>0.00</td>\n",
       "      <td>0.020833</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",
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       "      <td>0.000000</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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",
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       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.00</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>0.00</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",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.043478</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>0.00</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>0.000000</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>0.00</td>\n",
       "      <td>0.00</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>0.043478</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>0.00</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",
       "      <td>0.000</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>0.086957</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</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>0.043478</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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",
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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>0.00</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>0.333333</td>\n",
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       "      <td>0.000000</td>\n",
       "      <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>0.000000</td>\n",
       "      <td>0.000000</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>0.00</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</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>1.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.00</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>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.176471</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.117647</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>0.058824</td>\n",
       "      <td>0.058824</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>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.058824</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.000</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>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.058824</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Parkdale, Roncesvalles</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.066667</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</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>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.133333</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.066667</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>0.00</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066667</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.25000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Roselawn</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.00</td>\n",
       "      <td>0.000</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>0.00</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>0.0000</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>0.00</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>0.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</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>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</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>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.078947</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>0.078947</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>0.026316</td>\n",
       "      <td>0.026316</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>0.052632</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.026316</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>0.00</td>\n",
       "      <td>0.026316</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>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.026316</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>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</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>0.000</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>0.00</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>0.00</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>0.026316</td>\n",
       "      <td>0.078947</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</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>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</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>0.052632</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</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>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Ryerson, Garden District</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>0.000000</td>\n",
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       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</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>0.00</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
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       "      <td>0.010000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
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       "      <td>0.01</td>\n",
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       "      <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",
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       "      <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>0.000000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.010000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.010000</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>0.010000</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>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.010000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</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>0.010000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0000</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>0.010000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.01</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>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.030000</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>0.00</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>0.010000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.060000</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>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.070000</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>0.040000</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>0.020000</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>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</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>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.030000</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>0.00</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>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.00</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>0.020000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000</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>0.000000</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>0.000</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>0.010000</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>0.000000</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>0.00</td>\n",
       "      <td>0.00</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>0.020000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010000</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>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>0.000000</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>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.00</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>0.000000</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>0.000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Stn A PO Boxes 25 The Esplanade</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.031915</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</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>0.000</td>\n",
       "      <td>0.042553</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.031915</td>\n",
       "      <td>0.106383</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</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>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.010638</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>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.031915</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>0.010638</td>\n",
       "      <td>0.031915</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000</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>0.010638</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.010638</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.021277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.042553</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031915</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.010638</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010638</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.026316</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.105263</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078947</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.052632</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052632</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>0.00</td>\n",
       "      <td>0.026316</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>0.000</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>0.026316</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>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.0000</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>0.026316</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.026316</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",
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       "      <td>0.026316</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>0.00000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.026316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>The Annex, North Midtown, Yorkville</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.043478</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.043478</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>0.043478</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.130435</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</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>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>0.000</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>0.000000</td>\n",
       "      <td>0.000</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>0.00</td>\n",
       "      <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>0.00</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>0.000</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>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.0000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</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>0.000000</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.052632</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.052632</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>0.052632</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</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>0.052632</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>0.00</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>0.000</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>0.00</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.052632</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>0.000</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>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</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>0.000000</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>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</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>0.023810</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>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.023810</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.095238</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.023810</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>0.000000</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.02381</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</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>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.214286</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000</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>0.00</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>0.00</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>0.023810</td>\n",
       "      <td>0.000</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</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>0.0000</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>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>0.000</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>0.000000</td>\n",
       "      <td>0.02381</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.023810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Adult Boutique  \\\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        0.011494   \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                                           Roselawn        0.000000   \n",
       "29                                 Runnymede, Swansea        0.000000   \n",
       "30                           Ryerson, Garden District        0.000000   \n",
       "31                                     St. James Town        0.000000   \n",
       "32                    Stn A PO Boxes 25 The Esplanade        0.000000   \n",
       "33                                    Studio District        0.000000   \n",
       "34                The Annex, North Midtown, Yorkville        0.000000   \n",
       "35                                        The Beaches        0.000000   \n",
       "36                     The Beaches West, India Bazaar        0.000000   \n",
       "37                       The Danforth West, Riverdale        0.000000   \n",
       "\n",
       "    Afghan Restaurant   Airport  Airport Food Court  Airport Gate  \\\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  0.071429            0.071429      0.071429   \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            0.011494  0.000000            0.000000      0.000000   \n",
       "10           0.000000  0.000000            0.000000      0.000000   \n",
       "11           0.000000  0.000000            0.000000      0.000000   \n",
       "12           0.000000  0.000000            0.000000      0.000000   \n",
       "13           0.000000  0.000000            0.000000      0.000000   \n",
       "14           0.000000  0.000000            0.000000      0.000000   \n",
       "15           0.000000  0.000000            0.000000      0.000000   \n",
       "16           0.000000  0.000000            0.000000      0.000000   \n",
       "17           0.000000  0.000000            0.000000      0.000000   \n",
       "18           0.000000  0.000000            0.000000      0.000000   \n",
       "19           0.000000  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            0.000000      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            0.000000      0.000000   \n",
       "35           0.000000  0.000000            0.000000      0.000000   \n",
       "36           0.000000  0.000000            0.000000      0.000000   \n",
       "37           0.000000  0.000000            0.000000      0.000000   \n",
       "\n",
       "    Airport Lounge  Airport Service  Airport Terminal  American Restaurant  \\\n",
       "0         0.000000         0.000000          0.000000             0.040000   \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         0.142857         0.214286          0.142857             0.000000   \n",
       "5         0.000000         0.000000          0.000000             0.000000   \n",
       "6         0.000000         0.000000          0.000000             0.011765   \n",
       "7         0.000000         0.000000          0.000000             0.000000   \n",
       "8         0.000000         0.000000          0.000000             0.000000   \n",
       "9         0.000000         0.000000          0.000000             0.011494   \n",
       "10        0.000000         0.000000          0.000000             0.040000   \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             0.066667   \n",
       "14        0.000000         0.000000          0.000000             0.030000   \n",
       "15        0.000000         0.000000          0.000000             0.000000   \n",
       "16        0.000000         0.000000          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             0.000000   \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          0.000000             0.000000   \n",
       "30        0.000000         0.000000          0.000000             0.010000   \n",
       "31        0.000000         0.000000          0.000000             0.020000   \n",
       "32        0.000000         0.000000          0.000000             0.000000   \n",
       "33        0.000000         0.000000          0.000000             0.052632   \n",
       "34        0.000000         0.000000          0.000000             0.043478   \n",
       "35        0.000000         0.000000          0.000000             0.000000   \n",
       "36        0.000000         0.000000          0.000000             0.000000   \n",
       "37        0.000000         0.000000          0.000000             0.023810   \n",
       "\n",
       "    Antique Shop  Aquarium  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0       0.000000      0.00     0.010000    0.010000             0.000000   \n",
       "1       0.000000      0.00     0.017857    0.000000             0.000000   \n",
       "2       0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "3       0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "4       0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "5       0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "6       0.000000      0.00     0.000000    0.011765             0.011765   \n",
       "7       0.000000      0.00     0.000000    0.000000             0.010000   \n",
       "8       0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "9       0.000000      0.00     0.000000    0.000000             0.011494   \n",
       "10      0.000000      0.00     0.010000    0.000000             0.000000   \n",
       "11      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "12      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "13      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "14      0.000000      0.00     0.010000    0.000000             0.000000   \n",
       "15      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "16      0.000000      0.00     0.010000    0.000000             0.000000   \n",
       "17      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "18      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "19      0.000000      0.05     0.010000    0.000000             0.000000   \n",
       "20      0.020833      0.00     0.020833    0.000000             0.000000   \n",
       "21      0.043478      0.00     0.000000    0.000000             0.043478   \n",
       "22      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "23      0.000000      0.00     0.016129    0.000000             0.000000   \n",
       "24      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "25      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "26      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "27      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "28      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "29      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "30      0.000000      0.00     0.010000    0.000000             0.000000   \n",
       "31      0.000000      0.00     0.010000    0.000000             0.000000   \n",
       "32      0.010638      0.00     0.021277    0.000000             0.000000   \n",
       "33      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "34      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "35      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "36      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "37      0.000000      0.00     0.000000    0.000000             0.000000   \n",
       "\n",
       "    Asian Restaurant  Athletics & Sports  Auto Workshop  BBQ Joint  \\\n",
       "0           0.020000              0.0000         0.0000   0.000000   \n",
       "1           0.000000              0.0000         0.0000   0.000000   \n",
       "2           0.000000              0.0000         0.0000   0.000000   \n",
       "3           0.000000              0.0000         0.0625   0.000000   \n",
       "4           0.000000              0.0000         0.0000   0.000000   \n",
       "5           0.000000              0.0000         0.0000   0.000000   \n",
       "6           0.000000              0.0000         0.0000   0.000000   \n",
       "7           0.000000              0.0000         0.0000   0.000000   \n",
       "8           0.000000              0.0625         0.0000   0.000000   \n",
       "9           0.000000              0.0000         0.0000   0.000000   \n",
       "10          0.000000              0.0000         0.0000   0.000000   \n",
       "11          0.000000              0.0000         0.0000   0.000000   \n",
       "12          0.000000              0.0000         0.0000   0.000000   \n",
       "13          0.000000              0.0000         0.0000   0.000000   \n",
       "14          0.010000              0.0000         0.0000   0.000000   \n",
       "15          0.000000              0.0000         0.0000   0.000000   \n",
       "16          0.020000              0.0000         0.0000   0.000000   \n",
       "17          0.000000              0.0000         0.0000   0.000000   \n",
       "18          0.000000              0.0000         0.0000   0.000000   \n",
       "19          0.000000              0.0000         0.0000   0.000000   \n",
       "20          0.000000              0.0000         0.0000   0.000000   \n",
       "21          0.000000              0.0000         0.0000   0.000000   \n",
       "22          0.000000              0.0000         0.0000   0.000000   \n",
       "23          0.048387              0.0000         0.0000   0.000000   \n",
       "24          0.000000              0.0000         0.0000   0.000000   \n",
       "25          0.000000              0.0000         0.0000   0.000000   \n",
       "26          0.000000              0.0000         0.0000   0.000000   \n",
       "27          0.000000              0.0000         0.0000   0.000000   \n",
       "28          0.000000              0.0000         0.0000   0.000000   \n",
       "29          0.000000              0.0000         0.0000   0.000000   \n",
       "30          0.000000              0.0000         0.0000   0.000000   \n",
       "31          0.000000              0.0000         0.0000   0.010000   \n",
       "32          0.000000              0.0000         0.0000   0.000000   \n",
       "33          0.000000              0.0000         0.0000   0.000000   \n",
       "34          0.000000              0.0000         0.0000   0.043478   \n",
       "35          0.000000              0.0000         0.0000   0.000000   \n",
       "36          0.000000              0.0000         0.0000   0.000000   \n",
       "37          0.000000              0.0000         0.0000   0.000000   \n",
       "\n",
       "    Baby Store  Bagel Shop    Bakery      Bank       Bar  Baseball Stadium  \\\n",
       "0       0.0000    0.000000  0.030000  0.000000  0.040000              0.00   \n",
       "1       0.0000    0.017857  0.035714  0.000000  0.000000              0.00   \n",
       "2       0.0000    0.000000  0.000000  0.000000  0.052632              0.00   \n",
       "3       0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "4       0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "5       0.0000    0.000000  0.075000  0.025000  0.000000              0.00   \n",
       "6       0.0000    0.000000  0.023529  0.000000  0.023529              0.00   \n",
       "7       0.0000    0.010000  0.040000  0.000000  0.040000              0.00   \n",
       "8       0.0625    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "9       0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "10      0.0000    0.000000  0.030000  0.010000  0.020000              0.00   \n",
       "11      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "12      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "13      0.0000    0.066667  0.000000  0.000000  0.000000              0.00   \n",
       "14      0.0000    0.000000  0.030000  0.000000  0.020000              0.00   \n",
       "15      0.0000    0.000000  0.100000  0.050000  0.050000              0.00   \n",
       "16      0.0000    0.000000  0.030000  0.000000  0.030000              0.00   \n",
       "17      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "18      0.0000    0.000000  0.055556  0.000000  0.055556              0.00   \n",
       "19      0.0000    0.000000  0.030000  0.010000  0.020000              0.02   \n",
       "20      0.0000    0.000000  0.062500  0.020833  0.000000              0.00   \n",
       "21      0.0000    0.000000  0.043478  0.000000  0.086957              0.00   \n",
       "22      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "23      0.0000    0.000000  0.032258  0.000000  0.129032              0.00   \n",
       "24      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "25      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "26      0.0000    0.000000  0.000000  0.066667  0.066667              0.00   \n",
       "27      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "28      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "29      0.0000    0.000000  0.000000  0.000000  0.026316              0.00   \n",
       "30      0.0000    0.000000  0.020000  0.010000  0.010000              0.00   \n",
       "31      0.0000    0.010000  0.030000  0.010000  0.000000              0.00   \n",
       "32      0.0000    0.010638  0.021277  0.000000  0.000000              0.00   \n",
       "33      0.0000    0.000000  0.052632  0.026316  0.026316              0.00   \n",
       "34      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "35      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "36      0.0000    0.000000  0.000000  0.000000  0.000000              0.00   \n",
       "37      0.0000    0.000000  0.023810  0.000000  0.000000              0.00   \n",
       "\n",
       "    Basketball Stadium     Beach  Bed & Breakfast  Beer Bar  Beer Store  \\\n",
       "0             0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "1             0.017857  0.017857             0.00  0.035714    0.000000   \n",
       "2             0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "3             0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "4             0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "5             0.000000  0.000000             0.00  0.000000    0.025000   \n",
       "6             0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "7             0.000000  0.000000             0.01  0.010000    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  0.000000             0.00  0.020000    0.000000   \n",
       "11            0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "12            0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "13            0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "14            0.010000  0.000000             0.00  0.020000    0.000000   \n",
       "15            0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "16            0.000000  0.000000             0.00  0.020000    0.000000   \n",
       "17            0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "18            0.000000  0.000000             0.00  0.027778    0.027778   \n",
       "19            0.010000  0.000000             0.00  0.010000    0.000000   \n",
       "20            0.000000  0.000000             0.00  0.000000    0.020833   \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  0.000000             0.00  0.000000    0.000000   \n",
       "30            0.000000  0.000000             0.00  0.010000    0.000000   \n",
       "31            0.000000  0.000000             0.00  0.020000    0.000000   \n",
       "32            0.010638  0.000000             0.00  0.031915    0.000000   \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",
       "37            0.000000  0.000000             0.00  0.000000    0.000000   \n",
       "\n",
       "    Belgian Restaurant    Bistro  Boat or Ferry  Bookstore  Boutique  \\\n",
       "0             0.000000  0.000000       0.000000   0.010000  0.000000   \n",
       "1             0.017857  0.017857       0.000000   0.000000  0.000000   \n",
       "2             0.000000  0.000000       0.000000   0.000000  0.000000   \n",
       "3             0.000000  0.000000       0.000000   0.000000  0.000000   \n",
       "4             0.000000  0.000000       0.071429   0.000000  0.071429   \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             0.010000  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   0.011494  0.000000   \n",
       "10            0.000000  0.000000       0.000000   0.010000  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  0.000000       0.000000   0.010000  0.000000   \n",
       "15            0.000000  0.000000       0.000000   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   0.055556  0.000000   \n",
       "19            0.000000  0.010000       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   0.043478  0.000000   \n",
       "22            0.000000  0.000000       0.000000   0.000000  0.000000   \n",
       "23            0.000000  0.016129       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   0.066667  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   0.026316  0.000000   \n",
       "30            0.000000  0.000000       0.000000   0.010000  0.000000   \n",
       "31            0.000000  0.000000       0.000000   0.010000  0.000000   \n",
       "32            0.010638  0.010638       0.000000   0.010638  0.000000   \n",
       "33            0.000000  0.000000       0.000000   0.026316  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",
       "37            0.000000  0.000000       0.000000   0.023810  0.000000   \n",
       "\n",
       "    Brazilian Restaurant  Breakfast Spot   Brewery  Bubble Tea Shop  \\\n",
       "0                   0.01        0.020000  0.000000         0.000000   \n",
       "1                   0.00        0.017857  0.000000         0.000000   \n",
       "2                   0.00        0.105263  0.000000         0.000000   \n",
       "3                   0.00        0.000000  0.062500         0.000000   \n",
       "4                   0.00        0.000000  0.000000         0.000000   \n",
       "5                   0.00        0.025000  0.000000         0.000000   \n",
       "6                   0.00        0.000000  0.000000         0.023529   \n",
       "7                   0.00        0.010000  0.010000         0.010000   \n",
       "8                   0.00        0.000000  0.000000         0.000000   \n",
       "9                   0.00        0.011494  0.000000         0.022989   \n",
       "10                  0.00        0.010000  0.000000         0.000000   \n",
       "11                  0.00        0.000000  0.027778         0.000000   \n",
       "12                  0.00        0.142857  0.000000         0.000000   \n",
       "13                  0.00        0.000000  0.000000         0.000000   \n",
       "14                  0.00        0.010000  0.000000         0.000000   \n",
       "15                  0.00        0.000000  0.050000         0.000000   \n",
       "16                  0.01        0.010000  0.000000         0.000000   \n",
       "17                  0.00        0.000000  0.000000         0.000000   \n",
       "18                  0.00        0.000000  0.000000         0.000000   \n",
       "19                  0.00        0.000000  0.030000         0.010000   \n",
       "20                  0.00        0.041667  0.020833         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  0.016129         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        0.133333  0.000000         0.000000   \n",
       "27                  0.00        0.000000  0.000000         0.000000   \n",
       "28                  0.00        0.000000  0.000000         0.000000   \n",
       "29                  0.00        0.000000  0.000000         0.000000   \n",
       "30                  0.00        0.000000  0.000000         0.020000   \n",
       "31                  0.00        0.030000  0.000000         0.000000   \n",
       "32                  0.00        0.021277  0.000000         0.000000   \n",
       "33                  0.00        0.000000  0.026316         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  0.052632         0.000000   \n",
       "37                  0.00        0.000000  0.023810         0.023810   \n",
       "\n",
       "    Burger Joint  Burrito Place  Bus Line  Bus Stop  Butcher      Café  \\\n",
       "0       0.030000       0.010000  0.000000      0.00    0.000  0.050000   \n",
       "1       0.000000       0.000000  0.000000      0.00    0.000  0.035714   \n",
       "2       0.000000       0.052632  0.000000      0.00    0.000  0.105263   \n",
       "3       0.000000       0.062500  0.000000      0.00    0.000  0.000000   \n",
       "4       0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "5       0.000000       0.000000  0.000000      0.00    0.025  0.050000   \n",
       "6       0.035294       0.000000  0.000000      0.00    0.000  0.058824   \n",
       "7       0.020000       0.010000  0.000000      0.00    0.000  0.080000   \n",
       "8       0.000000       0.000000  0.000000      0.00    0.000  0.187500   \n",
       "9       0.022989       0.011494  0.000000      0.00    0.000  0.022989   \n",
       "10      0.010000       0.000000  0.000000      0.00    0.000  0.070000   \n",
       "11      0.000000       0.000000  0.000000      0.00    0.000  0.055556   \n",
       "12      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "13      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "14      0.020000       0.000000  0.000000      0.00    0.000  0.070000   \n",
       "15      0.000000       0.000000  0.000000      0.05    0.000  0.050000   \n",
       "16      0.030000       0.010000  0.000000      0.00    0.000  0.090000   \n",
       "17      0.000000       0.000000  0.200000      0.00    0.000  0.000000   \n",
       "18      0.000000       0.000000  0.000000      0.00    0.000  0.111111   \n",
       "19      0.000000       0.000000  0.000000      0.00    0.000  0.040000   \n",
       "20      0.000000       0.000000  0.000000      0.00    0.000  0.041667   \n",
       "21      0.000000       0.000000  0.000000      0.00    0.000  0.086957   \n",
       "22      0.000000       0.000000  0.333333      0.00    0.000  0.000000   \n",
       "23      0.000000       0.000000  0.000000      0.00    0.000  0.032258   \n",
       "24      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "25      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "26      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "27      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "28      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "29      0.000000       0.026316  0.000000      0.00    0.000  0.078947   \n",
       "30      0.010000       0.010000  0.000000      0.00    0.000  0.040000   \n",
       "31      0.000000       0.000000  0.000000      0.00    0.000  0.060000   \n",
       "32      0.000000       0.000000  0.000000      0.00    0.000  0.042553   \n",
       "33      0.000000       0.000000  0.000000      0.00    0.000  0.105263   \n",
       "34      0.043478       0.000000  0.000000      0.00    0.000  0.130435   \n",
       "35      0.000000       0.000000  0.000000      0.00    0.000  0.000000   \n",
       "36      0.052632       0.052632  0.000000      0.00    0.000  0.000000   \n",
       "37      0.000000       0.000000  0.000000      0.00    0.000  0.023810   \n",
       "\n",
       "    Cajun / Creole Restaurant  Camera Store  Caribbean Restaurant  \\\n",
       "0                    0.000000          0.00              0.000000   \n",
       "1                    0.000000          0.00              0.000000   \n",
       "2                    0.000000          0.00              0.052632   \n",
       "3                    0.000000          0.00              0.000000   \n",
       "4                    0.000000          0.00              0.000000   \n",
       "5                    0.000000          0.00              0.025000   \n",
       "6                    0.000000          0.00              0.000000   \n",
       "7                    0.000000          0.00              0.020000   \n",
       "8                    0.000000          0.00              0.000000   \n",
       "9                    0.000000          0.00              0.011494   \n",
       "10                   0.000000          0.00              0.000000   \n",
       "11                   0.000000          0.00              0.000000   \n",
       "12                   0.000000          0.00              0.000000   \n",
       "13                   0.000000          0.00              0.000000   \n",
       "14                   0.000000          0.00              0.000000   \n",
       "15                   0.000000          0.00              0.000000   \n",
       "16                   0.000000          0.00              0.000000   \n",
       "17                   0.000000          0.00              0.000000   \n",
       "18                   0.000000          0.00              0.000000   \n",
       "19                   0.000000          0.00              0.000000   \n",
       "20                   0.000000          0.00              0.000000   \n",
       "21                   0.043478          0.00              0.000000   \n",
       "22                   0.000000          0.00              0.000000   \n",
       "23                   0.000000          0.00              0.000000   \n",
       "24                   0.000000          0.00              0.000000   \n",
       "25                   0.000000          0.00              0.000000   \n",
       "26                   0.000000          0.00              0.000000   \n",
       "27                   0.000000          0.00              0.000000   \n",
       "28                   0.000000          0.00              0.000000   \n",
       "29                   0.000000          0.00              0.000000   \n",
       "30                   0.000000          0.00              0.000000   \n",
       "31                   0.000000          0.01              0.000000   \n",
       "32                   0.000000          0.00              0.000000   \n",
       "33                   0.000000          0.00              0.000000   \n",
       "34                   0.000000          0.00              0.000000   \n",
       "35                   0.000000          0.00              0.000000   \n",
       "36                   0.000000          0.00              0.000000   \n",
       "37                   0.000000          0.00              0.023810   \n",
       "\n",
       "    Cheese Shop  Chinese Restaurant  Chocolate Shop    Church  Climbing Gym  \\\n",
       "0      0.000000            0.000000        0.000000  0.000000      0.000000   \n",
       "1      0.035714            0.000000        0.000000  0.000000      0.000000   \n",
       "2      0.000000            0.000000        0.000000  0.000000      0.052632   \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            0.025000        0.000000  0.000000      0.000000   \n",
       "6      0.000000            0.023529        0.000000  0.000000      0.000000   \n",
       "7      0.010000            0.030000        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     0.000000            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            0.000000        0.000000  0.000000      0.000000   \n",
       "17     0.000000            0.000000        0.000000  0.000000      0.000000   \n",
       "18     0.000000            0.027778        0.000000  0.000000      0.000000   \n",
       "19     0.000000            0.010000        0.000000  0.000000      0.000000   \n",
       "20     0.000000            0.000000        0.020833  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            0.058824        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     0.010000            0.000000        0.000000  0.010000      0.000000   \n",
       "32     0.021277            0.000000        0.000000  0.010638      0.000000   \n",
       "33     0.026316            0.026316        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",
       "37     0.000000            0.000000        0.000000  0.000000      0.000000   \n",
       "\n",
       "    Clothing Store  Cocktail Bar  Coffee Shop  College Arts Building  \\\n",
       "0         0.010000      0.010000     0.060000               0.000000   \n",
       "1         0.017857      0.053571     0.071429               0.000000   \n",
       "2         0.000000      0.000000     0.105263               0.000000   \n",
       "3         0.000000      0.000000     0.000000               0.000000   \n",
       "4         0.000000      0.000000     0.000000               0.000000   \n",
       "5         0.000000      0.000000     0.100000               0.000000   \n",
       "6         0.011765      0.000000     0.164706               0.000000   \n",
       "7         0.000000      0.020000     0.040000               0.000000   \n",
       "8         0.000000      0.000000     0.062500               0.000000   \n",
       "9         0.000000      0.000000     0.068966               0.000000   \n",
       "10        0.000000      0.010000     0.110000               0.000000   \n",
       "11        0.000000      0.000000     0.055556               0.000000   \n",
       "12        0.142857      0.000000     0.000000               0.000000   \n",
       "13        0.000000      0.000000     0.133333               0.000000   \n",
       "14        0.000000      0.010000     0.120000               0.000000   \n",
       "15        0.000000      0.000000     0.000000               0.000000   \n",
       "16        0.000000      0.000000     0.090000               0.000000   \n",
       "17        0.000000      0.000000     0.000000               0.000000   \n",
       "18        0.000000      0.000000     0.027778               0.027778   \n",
       "19        0.000000      0.000000     0.120000               0.000000   \n",
       "20        0.000000      0.000000     0.166667               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      0.032258     0.048387               0.000000   \n",
       "24        0.000000      0.000000     0.000000               0.000000   \n",
       "25        0.176471      0.000000     0.117647               0.000000   \n",
       "26        0.000000      0.000000     0.066667               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     0.078947               0.000000   \n",
       "30        0.060000      0.000000     0.100000               0.000000   \n",
       "31        0.030000      0.020000     0.070000               0.000000   \n",
       "32        0.010638      0.031915     0.106383               0.000000   \n",
       "33        0.026316      0.000000     0.078947               0.000000   \n",
       "34        0.000000      0.000000     0.130435               0.000000   \n",
       "35        0.000000      0.000000     0.000000               0.000000   \n",
       "36        0.000000      0.000000     0.000000               0.000000   \n",
       "37        0.000000      0.000000     0.095238               0.000000   \n",
       "\n",
       "    College Gym  College Rec Center  Colombian Restaurant  \\\n",
       "0      0.000000                0.00                  0.01   \n",
       "1      0.000000                0.00                  0.00   \n",
       "2      0.000000                0.00                  0.00   \n",
       "3      0.000000                0.00                  0.00   \n",
       "4      0.000000                0.00                  0.00   \n",
       "5      0.000000                0.00                  0.00   \n",
       "6      0.000000                0.00                  0.00   \n",
       "7      0.000000                0.00                  0.00   \n",
       "8      0.000000                0.00                  0.00   \n",
       "9      0.000000                0.00                  0.00   \n",
       "10     0.000000                0.00                  0.00   \n",
       "11     0.000000                0.00                  0.00   \n",
       "12     0.000000                0.00                  0.00   \n",
       "13     0.000000                0.00                  0.00   \n",
       "14     0.000000                0.00                  0.00   \n",
       "15     0.000000                0.00                  0.00   \n",
       "16     0.000000                0.00                  0.01   \n",
       "17     0.000000                0.00                  0.00   \n",
       "18     0.027778                0.00                  0.00   \n",
       "19     0.000000                0.00                  0.00   \n",
       "20     0.000000                0.00                  0.00   \n",
       "21     0.000000                0.00                  0.00   \n",
       "22     0.000000                0.00                  0.00   \n",
       "23     0.000000                0.00                  0.00   \n",
       "24     0.000000                0.00                  0.00   \n",
       "25     0.000000                0.00                  0.00   \n",
       "26     0.000000                0.00                  0.00   \n",
       "27     0.000000                0.00                  0.00   \n",
       "28     0.000000                0.00                  0.00   \n",
       "29     0.000000                0.00                  0.00   \n",
       "30     0.000000                0.01                  0.00   \n",
       "31     0.000000                0.00                  0.00   \n",
       "32     0.000000                0.00                  0.00   \n",
       "33     0.000000                0.00                  0.00   \n",
       "34     0.000000                0.00                  0.00   \n",
       "35     0.000000                0.00                  0.00   \n",
       "36     0.000000                0.00                  0.00   \n",
       "37     0.000000                0.00                  0.00   \n",
       "\n",
       "    Comfort Food Restaurant  Comic Shop  Concert Hall  Convenience Store  \\\n",
       "0                  0.000000    0.000000      0.020000           0.000000   \n",
       "1                  0.017857    0.000000      0.017857           0.000000   \n",
       "2                  0.000000    0.000000      0.000000           0.052632   \n",
       "3                  0.000000    0.062500      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                  0.000000    0.011765      0.000000           0.000000   \n",
       "7                  0.010000    0.000000      0.000000           0.000000   \n",
       "8                  0.000000    0.000000      0.000000           0.062500   \n",
       "9                  0.000000    0.000000      0.000000           0.000000   \n",
       "10                 0.000000    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                 0.000000    0.000000      0.010000           0.000000   \n",
       "15                 0.000000    0.000000      0.000000           0.000000   \n",
       "16                 0.000000    0.000000      0.020000           0.000000   \n",
       "17                 0.000000    0.000000      0.000000           0.000000   \n",
       "18                 0.027778    0.000000      0.000000           0.000000   \n",
       "19                 0.000000    0.000000      0.000000           0.010000   \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      0.000000           0.000000   \n",
       "30                 0.000000    0.010000      0.000000           0.000000   \n",
       "31                 0.000000    0.000000      0.000000           0.000000   \n",
       "32                 0.010638    0.000000      0.010638           0.000000   \n",
       "33                 0.026316    0.000000      0.000000           0.026316   \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",
       "37                 0.000000    0.000000      0.000000           0.000000   \n",
       "\n",
       "    Cosmetics Shop  Coworking Space  Creperie  Cuban Restaurant  Cupcake Shop  \\\n",
       "0         0.030000         0.000000  0.000000          0.000000      0.010000   \n",
       "1         0.000000         0.000000  0.017857          0.000000      0.000000   \n",
       "2         0.000000         0.000000  0.000000          0.000000      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         0.000000         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  0.011494          0.000000      0.000000   \n",
       "10        0.000000         0.000000  0.010000          0.000000      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         0.000000  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      0.010000   \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        0.020833         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          0.016129      0.016129   \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          0.066667      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        0.040000         0.000000  0.000000          0.000000      0.000000   \n",
       "31        0.040000         0.000000  0.010000          0.000000      0.000000   \n",
       "32        0.010638         0.000000  0.021277          0.000000      0.000000   \n",
       "33        0.000000         0.026316  0.000000          0.000000      0.000000   \n",
       "34        0.043478         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",
       "37        0.023810         0.000000  0.000000          0.000000      0.000000   \n",
       "\n",
       "    Dance Studio  Deli / Bodega  Department Store  Dessert Shop     Diner  \\\n",
       "0       0.010000       0.010000          0.010000      0.000000  0.000000   \n",
       "1       0.000000       0.000000          0.000000      0.000000  0.017857   \n",
       "2       0.000000       0.000000          0.000000      0.000000  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       0.025000          0.000000      0.000000  0.025000   \n",
       "6       0.000000       0.000000          0.011765      0.011765  0.011765   \n",
       "7       0.000000       0.000000          0.000000      0.020000  0.000000   \n",
       "8       0.000000       0.000000          0.000000      0.000000  0.062500   \n",
       "9       0.011494       0.000000          0.000000      0.000000  0.011494   \n",
       "10      0.000000       0.030000          0.010000      0.000000  0.000000   \n",
       "11      0.027778       0.000000          0.000000      0.083333  0.027778   \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       0.030000          0.000000      0.000000  0.000000   \n",
       "15      0.000000       0.000000          0.000000      0.000000  0.000000   \n",
       "16      0.000000       0.030000          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      0.027778  0.000000   \n",
       "19      0.010000       0.010000          0.000000      0.000000  0.000000   \n",
       "20      0.000000       0.000000          0.000000      0.020833  0.000000   \n",
       "21      0.000000       0.000000          0.000000      0.000000  0.043478   \n",
       "22      0.000000       0.000000          0.000000      0.000000  0.000000   \n",
       "23      0.000000       0.016129          0.000000      0.000000  0.016129   \n",
       "24      0.000000       0.000000          0.000000      0.000000  0.000000   \n",
       "25      0.000000       0.000000          0.000000      0.058824  0.058824   \n",
       "26      0.000000       0.000000          0.000000      0.066667  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      0.026316  0.026316   \n",
       "30      0.000000       0.000000          0.010000      0.010000  0.010000   \n",
       "31      0.000000       0.000000          0.010000      0.000000  0.020000   \n",
       "32      0.000000       0.010638          0.000000      0.000000  0.010638   \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",
       "37      0.000000       0.000000          0.000000      0.023810  0.023810   \n",
       "\n",
       "    Discount Store   Dog Run  Doner Restaurant  Donut Shop  \\\n",
       "0         0.000000  0.000000              0.00    0.000000   \n",
       "1         0.000000  0.000000              0.00    0.000000   \n",
       "2         0.000000  0.000000              0.00    0.000000   \n",
       "3         0.000000  0.000000              0.00    0.000000   \n",
       "4         0.000000  0.000000              0.00    0.000000   \n",
       "5         0.000000  0.000000              0.00    0.000000   \n",
       "6         0.011765  0.000000              0.00    0.011765   \n",
       "7         0.000000  0.000000              0.01    0.010000   \n",
       "8         0.000000  0.000000              0.00    0.000000   \n",
       "9         0.000000  0.011494              0.00    0.000000   \n",
       "10        0.000000  0.000000              0.00    0.000000   \n",
       "11        0.000000  0.000000              0.00    0.000000   \n",
       "12        0.000000  0.000000              0.00    0.000000   \n",
       "13        0.000000  0.000000              0.00    0.000000   \n",
       "14        0.000000  0.000000              0.00    0.000000   \n",
       "15        0.050000  0.000000              0.00    0.000000   \n",
       "16        0.000000  0.000000              0.00    0.000000   \n",
       "17        0.000000  0.000000              0.00    0.000000   \n",
       "18        0.000000  0.000000              0.00    0.000000   \n",
       "19        0.010000  0.000000              0.00    0.000000   \n",
       "20        0.000000  0.000000              0.00    0.000000   \n",
       "21        0.000000  0.000000              0.00    0.000000   \n",
       "22        0.000000  0.000000              0.00    0.000000   \n",
       "23        0.000000  0.016129              0.00    0.000000   \n",
       "24        0.000000  0.000000              0.00    0.000000   \n",
       "25        0.000000  0.000000              0.00    0.000000   \n",
       "26        0.000000  0.066667              0.00    0.000000   \n",
       "27        0.000000  0.000000              0.00    0.000000   \n",
       "28        0.000000  0.000000              0.00    0.000000   \n",
       "29        0.000000  0.000000              0.00    0.000000   \n",
       "30        0.000000  0.000000              0.00    0.000000   \n",
       "31        0.000000  0.000000              0.00    0.000000   \n",
       "32        0.000000  0.000000              0.00    0.000000   \n",
       "33        0.000000  0.000000              0.00    0.000000   \n",
       "34        0.000000  0.000000              0.00    0.000000   \n",
       "35        0.000000  0.000000              0.00    0.000000   \n",
       "36        0.000000  0.000000              0.00    0.000000   \n",
       "37        0.000000  0.000000              0.00    0.000000   \n",
       "\n",
       "    Dumpling Restaurant  Eastern European Restaurant  Electronics Store  \\\n",
       "0                  0.00                     0.000000           0.010000   \n",
       "1                  0.00                     0.017857           0.000000   \n",
       "2                  0.00                     0.000000           0.000000   \n",
       "3                  0.00                     0.000000           0.000000   \n",
       "4                  0.00                     0.000000           0.000000   \n",
       "5                  0.00                     0.000000           0.000000   \n",
       "6                  0.00                     0.000000           0.000000   \n",
       "7                  0.04                     0.000000           0.000000   \n",
       "8                  0.00                     0.000000           0.000000   \n",
       "9                  0.00                     0.000000           0.000000   \n",
       "10                 0.00                     0.000000           0.000000   \n",
       "11                 0.00                     0.000000           0.000000   \n",
       "12                 0.00                     0.000000           0.000000   \n",
       "13                 0.00                     0.000000           0.000000   \n",
       "14                 0.00                     0.000000           0.000000   \n",
       "15                 0.00                     0.000000           0.000000   \n",
       "16                 0.00                     0.000000           0.000000   \n",
       "17                 0.00                     0.000000           0.000000   \n",
       "18                 0.00                     0.000000           0.000000   \n",
       "19                 0.00                     0.000000           0.000000   \n",
       "20                 0.00                     0.000000           0.020833   \n",
       "21                 0.00                     0.000000           0.000000   \n",
       "22                 0.00                     0.000000           0.000000   \n",
       "23                 0.00                     0.000000           0.000000   \n",
       "24                 0.00                     0.000000           0.000000   \n",
       "25                 0.00                     0.000000           0.000000   \n",
       "26                 0.00                     0.066667           0.000000   \n",
       "27                 0.00                     0.000000           0.000000   \n",
       "28                 0.00                     0.000000           0.000000   \n",
       "29                 0.00                     0.000000           0.052632   \n",
       "30                 0.00                     0.000000           0.000000   \n",
       "31                 0.00                     0.000000           0.010000   \n",
       "32                 0.00                     0.010638           0.000000   \n",
       "33                 0.00                     0.000000           0.000000   \n",
       "34                 0.00                     0.000000           0.000000   \n",
       "35                 0.00                     0.000000           0.000000   \n",
       "36                 0.00                     0.000000           0.000000   \n",
       "37                 0.00                     0.000000           0.000000   \n",
       "\n",
       "    Ethiopian Restaurant  Event Space  Falafel Restaurant  Farmers Market  \\\n",
       "0               0.000000     0.000000            0.000000        0.000000   \n",
       "1               0.000000     0.000000            0.000000        0.035714   \n",
       "2               0.000000     0.000000            0.000000        0.000000   \n",
       "3               0.000000     0.000000            0.000000        0.062500   \n",
       "4               0.000000     0.000000            0.000000        0.000000   \n",
       "5               0.000000     0.000000            0.000000        0.000000   \n",
       "6               0.000000     0.000000            0.011765        0.000000   \n",
       "7               0.000000     0.000000            0.000000        0.020000   \n",
       "8               0.000000     0.000000            0.000000        0.000000   \n",
       "9               0.011494     0.000000            0.000000        0.000000   \n",
       "10              0.000000     0.000000            0.000000        0.000000   \n",
       "11              0.000000     0.000000            0.000000        0.027778   \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     0.010000            0.000000        0.000000   \n",
       "20              0.000000     0.020833            0.000000        0.020833   \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            0.026316        0.000000   \n",
       "30              0.010000     0.000000            0.000000        0.000000   \n",
       "31              0.000000     0.000000            0.000000        0.020000   \n",
       "32              0.000000     0.000000            0.000000        0.021277   \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",
       "37              0.000000     0.000000            0.000000        0.000000   \n",
       "\n",
       "    Fast Food Restaurant  Filipino Restaurant  Fish & Chips Shop  Fish Market  \\\n",
       "0               0.000000                 0.00           0.000000     0.000000   \n",
       "1               0.000000                 0.00           0.000000     0.017857   \n",
       "2               0.000000                 0.00           0.000000     0.000000   \n",
       "3               0.062500                 0.00           0.000000     0.000000   \n",
       "4               0.000000                 0.00           0.000000     0.000000   \n",
       "5               0.000000                 0.00           0.000000     0.000000   \n",
       "6               0.000000                 0.00           0.000000     0.000000   \n",
       "7               0.000000                 0.01           0.010000     0.000000   \n",
       "8               0.000000                 0.00           0.000000     0.000000   \n",
       "9               0.022989                 0.00           0.000000     0.000000   \n",
       "10              0.010000                 0.00           0.000000     0.000000   \n",
       "11              0.000000                 0.00           0.000000     0.000000   \n",
       "12              0.000000                 0.00           0.000000     0.000000   \n",
       "13              0.000000                 0.00           0.000000     0.000000   \n",
       "14              0.010000                 0.00           0.000000     0.000000   \n",
       "15              0.050000                 0.00           0.000000     0.000000   \n",
       "16              0.010000                 0.00           0.000000     0.000000   \n",
       "17              0.000000                 0.00           0.000000     0.000000   \n",
       "18              0.000000                 0.00           0.000000     0.000000   \n",
       "19              0.010000                 0.00           0.000000     0.000000   \n",
       "20              0.000000                 0.00           0.000000     0.000000   \n",
       "21              0.043478                 0.00           0.000000     0.000000   \n",
       "22              0.000000                 0.00           0.000000     0.000000   \n",
       "23              0.000000                 0.00           0.000000     0.000000   \n",
       "24              0.000000                 0.00           0.000000     0.000000   \n",
       "25              0.058824                 0.00           0.000000     0.000000   \n",
       "26              0.000000                 0.00           0.000000     0.000000   \n",
       "27              0.000000                 0.00           0.000000     0.000000   \n",
       "28              0.000000                 0.00           0.000000     0.000000   \n",
       "29              0.000000                 0.00           0.026316     0.000000   \n",
       "30              0.020000                 0.00           0.000000     0.000000   \n",
       "31              0.010000                 0.00           0.000000     0.010000   \n",
       "32              0.021277                 0.00           0.000000     0.010638   \n",
       "33              0.000000                 0.00           0.000000     0.026316   \n",
       "34              0.000000                 0.00           0.000000     0.000000   \n",
       "35              0.000000                 0.00           0.000000     0.000000   \n",
       "36              0.052632                 0.00           0.052632     0.000000   \n",
       "37              0.000000                 0.00           0.000000     0.000000   \n",
       "\n",
       "    Flea Market  Flower Shop      Food  Food & Drink Shop  Food Court  \\\n",
       "0      0.000000     0.000000  0.000000           0.000000        0.01   \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     0.000000  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        0.01   \n",
       "8      0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "9      0.000000     0.000000  0.000000           0.011494        0.00   \n",
       "10     0.000000     0.000000  0.000000           0.000000        0.01   \n",
       "11     0.000000     0.027778  0.000000           0.000000        0.00   \n",
       "12     0.000000     0.000000  0.000000           0.142857        0.00   \n",
       "13     0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "14     0.000000     0.000000  0.000000           0.000000        0.01   \n",
       "15     0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "16     0.000000     0.000000  0.000000           0.000000        0.01   \n",
       "17     0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "18     0.000000     0.027778  0.000000           0.000000        0.00   \n",
       "19     0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "20     0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "21     0.043478     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  0.026316           0.000000        0.00   \n",
       "30     0.000000     0.000000  0.000000           0.000000        0.01   \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     0.000000  0.000000           0.000000        0.00   \n",
       "34     0.000000     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           0.052632        0.00   \n",
       "37     0.000000     0.000000  0.000000           0.000000        0.00   \n",
       "\n",
       "    Food Truck  Fountain  French Restaurant  Fried Chicken Joint  \\\n",
       "0     0.000000  0.000000           0.000000             0.000000   \n",
       "1     0.000000  0.017857           0.017857             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             0.000000   \n",
       "5     0.000000  0.000000           0.000000             0.000000   \n",
       "6     0.000000  0.000000           0.011765             0.011765   \n",
       "7     0.000000  0.000000           0.000000             0.000000   \n",
       "8     0.000000  0.000000           0.000000             0.000000   \n",
       "9     0.000000  0.000000           0.000000             0.000000   \n",
       "10    0.010000  0.000000           0.010000             0.010000   \n",
       "11    0.000000  0.000000           0.000000             0.027778   \n",
       "12    0.000000  0.000000           0.000000             0.000000   \n",
       "13    0.000000  0.000000           0.000000             0.066667   \n",
       "14    0.000000  0.000000           0.010000             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           0.027778             0.000000   \n",
       "19    0.000000  0.000000           0.000000             0.030000   \n",
       "20    0.000000  0.000000           0.020833             0.000000   \n",
       "21    0.000000  0.000000           0.000000             0.043478   \n",
       "22    0.000000  0.000000           0.000000             0.000000   \n",
       "23    0.000000  0.000000           0.016129             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           0.026316             0.000000   \n",
       "30    0.000000  0.000000           0.000000             0.000000   \n",
       "31    0.010000  0.010000           0.010000             0.000000   \n",
       "32    0.010638  0.010638           0.010638             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",
       "37    0.000000  0.000000           0.000000             0.000000   \n",
       "\n",
       "    Fruit & Vegetable Store  Furniture / Home Store  Gaming Cafe  Garden  \\\n",
       "0                   0.00000                0.000000         0.00  0.0000   \n",
       "1                   0.00000                0.000000         0.00  0.0000   \n",
       "2                   0.00000                0.052632         0.00  0.0000   \n",
       "3                   0.00000                0.000000         0.00  0.0625   \n",
       "4                   0.00000                0.000000         0.00  0.0000   \n",
       "5                   0.00000                0.000000         0.00  0.0000   \n",
       "6                   0.00000                0.011765         0.00  0.0000   \n",
       "7                   0.00000                0.010000         0.02  0.0000   \n",
       "8                   0.00000                0.000000         0.00  0.0000   \n",
       "9                   0.00000                0.000000         0.00  0.0000   \n",
       "10                  0.00000                0.000000         0.00  0.0000   \n",
       "11                  0.00000                0.000000         0.00  0.0000   \n",
       "12                  0.00000                0.000000         0.00  0.0000   \n",
       "13                  0.00000                0.000000         0.00  0.0000   \n",
       "14                  0.00000                0.000000         0.00  0.0000   \n",
       "15                  0.00000                0.000000         0.00  0.0000   \n",
       "16                  0.00000                0.000000         0.00  0.0000   \n",
       "17                  0.00000                0.000000         0.00  0.0000   \n",
       "18                  0.00000                0.000000         0.00  0.0000   \n",
       "19                  0.00000                0.000000         0.00  0.0000   \n",
       "20                  0.00000                0.000000         0.00  0.0000   \n",
       "21                  0.00000                0.043478         0.00  0.0000   \n",
       "22                  0.00000                0.000000         0.00  0.0000   \n",
       "23                  0.00000                0.000000         0.00  0.0000   \n",
       "24                  0.00000                0.000000         0.00  0.0000   \n",
       "25                  0.00000                0.000000         0.00  0.0000   \n",
       "26                  0.00000                0.000000         0.00  0.0000   \n",
       "27                  0.00000                0.000000         0.00  0.0000   \n",
       "28                  0.00000                0.000000         0.00  0.5000   \n",
       "29                  0.00000                0.000000         0.00  0.0000   \n",
       "30                  0.00000                0.010000         0.00  0.0000   \n",
       "31                  0.00000                0.010000         0.00  0.0000   \n",
       "32                  0.00000                0.000000         0.00  0.0000   \n",
       "33                  0.00000                0.000000         0.00  0.0000   \n",
       "34                  0.00000                0.000000         0.00  0.0000   \n",
       "35                  0.00000                0.000000         0.00  0.0000   \n",
       "36                  0.00000                0.000000         0.00  0.0000   \n",
       "37                  0.02381                0.047619         0.00  0.0000   \n",
       "\n",
       "    Garden Center  Gastropub   Gay Bar  General Entertainment  General Travel  \\\n",
       "0          0.0000   0.020000  0.000000               0.000000            0.01   \n",
       "1          0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "2          0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "3          0.0625   0.000000  0.000000               0.000000            0.00   \n",
       "4          0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "5          0.0000   0.025000  0.000000               0.025000            0.00   \n",
       "6          0.0000   0.011765  0.000000               0.000000            0.00   \n",
       "7          0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "8          0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "9          0.0000   0.022989  0.034483               0.011494            0.00   \n",
       "10         0.0000   0.030000  0.000000               0.000000            0.00   \n",
       "11         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "12         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "13         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "14         0.0000   0.030000  0.000000               0.000000            0.00   \n",
       "15         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "16         0.0000   0.030000  0.000000               0.000000            0.01   \n",
       "17         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "18         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "19         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "20         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "21         0.0000   0.043478  0.000000               0.000000            0.00   \n",
       "22         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "23         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "24         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "25         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "26         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "27         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "28         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "29         0.0000   0.026316  0.000000               0.000000            0.00   \n",
       "30         0.0000   0.010000  0.000000               0.000000            0.00   \n",
       "31         0.0000   0.030000  0.000000               0.000000            0.00   \n",
       "32         0.0000   0.010638  0.000000               0.000000            0.00   \n",
       "33         0.0000   0.052632  0.000000               0.000000            0.00   \n",
       "34         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "35         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "36         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "37         0.0000   0.000000  0.000000               0.000000            0.00   \n",
       "\n",
       "    German Restaurant  Gift Shop  Gluten-free Restaurant  Gourmet Shop  \\\n",
       "0                0.00   0.000000                    0.01      0.000000   \n",
       "1                0.00   0.000000                    0.00      0.017857   \n",
       "2                0.00   0.000000                    0.00      0.000000   \n",
       "3                0.00   0.000000                    0.00      0.000000   \n",
       "4                0.00   0.000000                    0.00      0.000000   \n",
       "5                0.00   0.025000                    0.00      0.000000   \n",
       "6                0.00   0.000000                    0.00      0.000000   \n",
       "7                0.00   0.000000                    0.00      0.010000   \n",
       "8                0.00   0.000000                    0.00      0.000000   \n",
       "9                0.00   0.000000                    0.00      0.000000   \n",
       "10               0.00   0.000000                    0.01      0.000000   \n",
       "11               0.00   0.000000                    0.00      0.027778   \n",
       "12               0.00   0.000000                    0.00      0.000000   \n",
       "13               0.00   0.000000                    0.00      0.000000   \n",
       "14               0.00   0.000000                    0.01      0.000000   \n",
       "15               0.00   0.000000                    0.00      0.000000   \n",
       "16               0.00   0.000000                    0.01      0.000000   \n",
       "17               0.00   0.000000                    0.00      0.000000   \n",
       "18               0.00   0.000000                    0.00      0.000000   \n",
       "19               0.00   0.000000                    0.00      0.000000   \n",
       "20               0.00   0.000000                    0.00      0.000000   \n",
       "21               0.00   0.000000                    0.00      0.000000   \n",
       "22               0.00   0.000000                    0.00      0.000000   \n",
       "23               0.00   0.016129                    0.00      0.000000   \n",
       "24               0.00   0.000000                    0.00      0.000000   \n",
       "25               0.00   0.058824                    0.00      0.000000   \n",
       "26               0.00   0.133333                    0.00      0.000000   \n",
       "27               0.00   0.000000                    0.00      0.000000   \n",
       "28               0.00   0.000000                    0.00      0.000000   \n",
       "29               0.00   0.000000                    0.00      0.026316   \n",
       "30               0.00   0.000000                    0.00      0.000000   \n",
       "31               0.01   0.000000                    0.00      0.000000   \n",
       "32               0.00   0.000000                    0.00      0.010638   \n",
       "33               0.00   0.000000                    0.00      0.000000   \n",
       "34               0.00   0.000000                    0.00      0.000000   \n",
       "35               0.00   0.000000                    0.00      0.000000   \n",
       "36               0.00   0.000000                    0.00      0.000000   \n",
       "37               0.00   0.000000                    0.00      0.000000   \n",
       "\n",
       "    Greek Restaurant  Grocery Store       Gym  Gym / Fitness Center  \\\n",
       "0           0.010000       0.000000  0.020000              0.010000   \n",
       "1           0.017857       0.000000  0.000000              0.000000   \n",
       "2           0.000000       0.052632  0.052632              0.000000   \n",
       "3           0.000000       0.000000  0.000000              0.000000   \n",
       "4           0.000000       0.000000  0.000000              0.000000   \n",
       "5           0.000000       0.000000  0.000000              0.000000   \n",
       "6           0.000000       0.000000  0.000000              0.011765   \n",
       "7           0.000000       0.020000  0.000000              0.000000   \n",
       "8           0.000000       0.187500  0.000000              0.000000   \n",
       "9           0.000000       0.011494  0.022989              0.000000   \n",
       "10          0.010000       0.000000  0.020000              0.010000   \n",
       "11          0.027778       0.000000  0.027778              0.000000   \n",
       "12          0.000000       0.000000  0.142857              0.000000   \n",
       "13          0.000000       0.000000  0.000000              0.000000   \n",
       "14          0.010000       0.000000  0.020000              0.010000   \n",
       "15          0.000000       0.000000  0.000000              0.050000   \n",
       "16          0.010000       0.000000  0.020000              0.010000   \n",
       "17          0.000000       0.000000  0.000000              0.000000   \n",
       "18          0.000000       0.000000  0.027778              0.000000   \n",
       "19          0.000000       0.000000  0.000000              0.000000   \n",
       "20          0.000000       0.000000  0.000000              0.020833   \n",
       "21          0.000000       0.043478  0.000000              0.000000   \n",
       "22          0.000000       0.000000  0.000000              0.000000   \n",
       "23          0.016129       0.000000  0.000000              0.016129   \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  0.052632              0.000000   \n",
       "30          0.000000       0.000000  0.010000              0.010000   \n",
       "31          0.000000       0.010000  0.020000              0.000000   \n",
       "32          0.000000       0.000000  0.010638              0.000000   \n",
       "33          0.000000       0.000000  0.000000              0.026316   \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  0.052632              0.000000   \n",
       "37          0.214286       0.023810  0.000000              0.000000   \n",
       "\n",
       "    Harbor / Marina  Health & Beauty Service  Health Food 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                 0.000000           0.000000   \n",
       "4          0.071429                 0.000000           0.000000   \n",
       "5          0.000000                 0.000000           0.000000   \n",
       "6          0.000000                 0.000000           0.000000   \n",
       "7          0.000000                 0.000000           0.000000   \n",
       "8          0.000000                 0.000000           0.000000   \n",
       "9          0.000000                 0.011494           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           0.020833   \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         0.000000                 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           0.250000   \n",
       "36         0.000000                 0.000000           0.000000   \n",
       "37         0.000000                 0.000000           0.000000   \n",
       "\n",
       "    Historic Site  History Museum  Hobby Shop  Home Service  Hookah Bar  \\\n",
       "0        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "1        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "2        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "3        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "4        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "5        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "6        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "7        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "8        0.000000        0.000000    0.000000           0.0        0.00   \n",
       "9        0.000000        0.000000    0.011494           0.0        0.00   \n",
       "10       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "11       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "12       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "13       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "14       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "15       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "16       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "17       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "18       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "19       0.000000        0.020000    0.000000           0.0        0.00   \n",
       "20       0.020833        0.000000    0.000000           0.0        0.00   \n",
       "21       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "22       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "23       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "24       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "25       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "26       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "27       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "28       0.000000        0.000000    0.000000           0.5        0.00   \n",
       "29       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "30       0.000000        0.000000    0.000000           0.0        0.01   \n",
       "31       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "32       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "33       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "34       0.000000        0.043478    0.000000           0.0        0.00   \n",
       "35       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "36       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "37       0.000000        0.000000    0.000000           0.0        0.00   \n",
       "\n",
       "    Hospital    Hostel     Hotel  Hotel Bar  Hotpot Restaurant  \\\n",
       "0       0.00  0.000000  0.030000       0.00               0.00   \n",
       "1       0.00  0.000000  0.017857       0.00               0.00   \n",
       "2       0.00  0.000000  0.000000       0.00               0.00   \n",
       "3       0.00  0.000000  0.000000       0.00               0.00   \n",
       "4       0.00  0.000000  0.000000       0.00               0.00   \n",
       "5       0.00  0.000000  0.000000       0.00               0.00   \n",
       "6       0.00  0.000000  0.000000       0.00               0.00   \n",
       "7       0.01  0.000000  0.000000       0.01               0.01   \n",
       "8       0.00  0.000000  0.000000       0.00               0.00   \n",
       "9       0.00  0.000000  0.022989       0.00               0.00   \n",
       "10      0.00  0.000000  0.060000       0.00               0.00   \n",
       "11      0.00  0.000000  0.000000       0.00               0.00   \n",
       "12      0.00  0.000000  0.142857       0.00               0.00   \n",
       "13      0.00  0.000000  0.000000       0.00               0.00   \n",
       "14      0.00  0.000000  0.070000       0.01               0.00   \n",
       "15      0.00  0.000000  0.000000       0.00               0.00   \n",
       "16      0.00  0.000000  0.040000       0.00               0.00   \n",
       "17      0.00  0.000000  0.000000       0.00               0.00   \n",
       "18      0.00  0.000000  0.000000       0.00               0.00   \n",
       "19      0.00  0.000000  0.050000       0.01               0.00   \n",
       "20      0.00  0.000000  0.020833       0.00               0.00   \n",
       "21      0.00  0.000000  0.000000       0.00               0.00   \n",
       "22      0.00  0.000000  0.000000       0.00               0.00   \n",
       "23      0.00  0.000000  0.000000       0.00               0.00   \n",
       "24      0.00  0.000000  0.000000       0.00               0.00   \n",
       "25      0.00  0.000000  0.000000       0.00               0.00   \n",
       "26      0.00  0.000000  0.000000       0.00               0.00   \n",
       "27      0.00  0.000000  0.000000       0.00               0.00   \n",
       "28      0.00  0.000000  0.000000       0.00               0.00   \n",
       "29      0.00  0.000000  0.000000       0.00               0.00   \n",
       "30      0.00  0.000000  0.010000       0.00               0.00   \n",
       "31      0.00  0.010000  0.050000       0.00               0.00   \n",
       "32      0.00  0.010638  0.031915       0.00               0.00   \n",
       "33      0.00  0.000000  0.000000       0.00               0.00   \n",
       "34      0.00  0.000000  0.000000       0.00               0.00   \n",
       "35      0.00  0.000000  0.000000       0.00               0.00   \n",
       "36      0.00  0.000000  0.000000       0.00               0.00   \n",
       "37      0.00  0.000000  0.000000       0.00               0.00   \n",
       "\n",
       "    Ice Cream Shop  Indian Restaurant  Indie Movie Theater  Indoor Play Area  \\\n",
       "0         0.010000           0.010000             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          0.000000   \n",
       "5         0.000000           0.025000             0.000000          0.000000   \n",
       "6         0.023529           0.023529             0.000000          0.000000   \n",
       "7         0.010000           0.000000             0.000000          0.000000   \n",
       "8         0.000000           0.000000             0.000000          0.000000   \n",
       "9         0.011494           0.011494             0.000000          0.000000   \n",
       "10        0.010000           0.000000             0.000000          0.000000   \n",
       "11        0.000000           0.027778             0.000000          0.027778   \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             0.000000          0.000000   \n",
       "15        0.000000           0.000000             0.000000          0.000000   \n",
       "16        0.010000           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        0.010000           0.010000             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        0.016129           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             0.026316          0.000000   \n",
       "30        0.000000           0.000000             0.000000          0.000000   \n",
       "31        0.000000           0.010000             0.000000          0.000000   \n",
       "32        0.000000           0.000000             0.000000          0.000000   \n",
       "33        0.026316           0.000000             0.000000          0.000000   \n",
       "34        0.000000           0.043478             0.000000          0.000000   \n",
       "35        0.000000           0.000000             0.000000          0.000000   \n",
       "36        0.052632           0.000000             0.000000          0.000000   \n",
       "37        0.071429           0.023810             0.000000          0.000000   \n",
       "\n",
       "    Irish Pub  Italian Restaurant  Japanese Restaurant  Jazz Club  \\\n",
       "0    0.000000            0.010000             0.020000   0.010000   \n",
       "1    0.017857            0.035714             0.000000   0.017857   \n",
       "2    0.000000            0.052632             0.000000   0.000000   \n",
       "3    0.000000            0.000000             0.000000   0.000000   \n",
       "4    0.000000            0.000000             0.000000   0.000000   \n",
       "5    0.000000            0.050000             0.025000   0.000000   \n",
       "6    0.000000            0.047059             0.023529   0.000000   \n",
       "7    0.000000            0.010000             0.010000   0.010000   \n",
       "8    0.000000            0.062500             0.000000   0.000000   \n",
       "9    0.000000            0.011494             0.068966   0.000000   \n",
       "10   0.010000            0.030000             0.020000   0.010000   \n",
       "11   0.000000            0.055556             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            0.030000             0.010000   0.000000   \n",
       "15   0.000000            0.000000             0.000000   0.000000   \n",
       "16   0.000000            0.010000             0.020000   0.000000   \n",
       "17   0.000000            0.000000             0.000000   0.000000   \n",
       "18   0.000000            0.055556             0.055556   0.000000   \n",
       "19   0.000000            0.040000             0.010000   0.000000   \n",
       "20   0.000000            0.020833             0.000000   0.000000   \n",
       "21   0.000000            0.043478             0.000000   0.000000   \n",
       "22   0.000000            0.000000             0.000000   0.000000   \n",
       "23   0.000000            0.016129             0.016129   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            0.066667             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            0.052632             0.000000   0.000000   \n",
       "30   0.000000            0.020000             0.020000   0.000000   \n",
       "31   0.000000            0.020000             0.020000   0.010000   \n",
       "32   0.010638            0.031915             0.021277   0.010638   \n",
       "33   0.000000            0.052632             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            0.052632             0.000000   0.000000   \n",
       "37   0.000000            0.071429             0.000000   0.000000   \n",
       "\n",
       "    Jewelry Store  Jewish Restaurant  Juice Bar  Korean Restaurant  Lake  \\\n",
       "0           0.000           0.000000   0.010000           0.000000  0.00   \n",
       "1           0.000           0.000000   0.000000           0.000000  0.00   \n",
       "2           0.000           0.000000   0.000000           0.000000  0.00   \n",
       "3           0.000           0.000000   0.000000           0.000000  0.00   \n",
       "4           0.000           0.000000   0.000000           0.000000  0.00   \n",
       "5           0.025           0.000000   0.000000           0.000000  0.00   \n",
       "6           0.000           0.000000   0.011765           0.011765  0.00   \n",
       "7           0.000           0.000000   0.000000           0.000000  0.00   \n",
       "8           0.000           0.000000   0.000000           0.000000  0.00   \n",
       "9           0.000           0.000000   0.011494           0.000000  0.00   \n",
       "10          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "11          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "12          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "13          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "14          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "15          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "16          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "17          0.200           0.000000   0.000000           0.000000  0.00   \n",
       "18          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "19          0.000           0.000000   0.000000           0.000000  0.01   \n",
       "20          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "21          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "22          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "23          0.000           0.000000   0.016129           0.016129  0.00   \n",
       "24          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "25          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "26          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "27          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "28          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "29          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "30          0.000           0.000000   0.010000           0.000000  0.01   \n",
       "31          0.000           0.000000   0.000000           0.010000  0.00   \n",
       "32          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "33          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "34          0.000           0.043478   0.000000           0.000000  0.00   \n",
       "35          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "36          0.000           0.000000   0.000000           0.000000  0.00   \n",
       "37          0.000           0.000000   0.023810           0.000000  0.00   \n",
       "\n",
       "    Latin American Restaurant  Light Rail Station  Lingerie Store  \\\n",
       "0                    0.010000            0.000000            0.00   \n",
       "1                    0.000000            0.000000            0.00   \n",
       "2                    0.000000            0.000000            0.00   \n",
       "3                    0.000000            0.125000            0.00   \n",
       "4                    0.000000            0.000000            0.00   \n",
       "5                    0.000000            0.000000            0.00   \n",
       "6                    0.000000            0.000000            0.00   \n",
       "7                    0.000000            0.000000            0.00   \n",
       "8                    0.000000            0.000000            0.00   \n",
       "9                    0.000000            0.000000            0.00   \n",
       "10                   0.010000            0.000000            0.00   \n",
       "11                   0.000000            0.000000            0.00   \n",
       "12                   0.000000            0.000000            0.00   \n",
       "13                   0.000000            0.066667            0.00   \n",
       "14                   0.000000            0.000000            0.00   \n",
       "15                   0.000000            0.000000            0.00   \n",
       "16                   0.000000            0.000000            0.00   \n",
       "17                   0.000000            0.000000            0.00   \n",
       "18                   0.000000            0.000000            0.00   \n",
       "19                   0.000000            0.000000            0.00   \n",
       "20                   0.000000            0.000000            0.00   \n",
       "21                   0.000000            0.000000            0.00   \n",
       "22                   0.000000            0.000000            0.00   \n",
       "23                   0.000000            0.000000            0.00   \n",
       "24                   0.000000            0.000000            0.00   \n",
       "25                   0.000000            0.000000            0.00   \n",
       "26                   0.000000            0.000000            0.00   \n",
       "27                   0.000000            0.000000            0.00   \n",
       "28                   0.000000            0.000000            0.00   \n",
       "29                   0.026316            0.000000            0.00   \n",
       "30                   0.000000            0.000000            0.01   \n",
       "31                   0.010000            0.000000            0.00   \n",
       "32                   0.000000            0.000000            0.00   \n",
       "33                   0.026316            0.000000            0.00   \n",
       "34                   0.000000            0.000000            0.00   \n",
       "35                   0.000000            0.000000            0.00   \n",
       "36                   0.000000            0.000000            0.00   \n",
       "37                   0.000000            0.000000            0.00   \n",
       "\n",
       "    Liquor Store    Lounge  Mac & Cheese Joint  Malay Restaurant  Market  \\\n",
       "0       0.000000  0.010000            0.000000          0.000000   0.000   \n",
       "1       0.017857  0.017857            0.000000          0.000000   0.000   \n",
       "2       0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "3       0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "4       0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "5       0.025000  0.000000            0.000000          0.000000   0.025   \n",
       "6       0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "7       0.010000  0.000000            0.000000          0.000000   0.000   \n",
       "8       0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "9       0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "10      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "11      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "12      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "13      0.066667  0.000000            0.000000          0.000000   0.000   \n",
       "14      0.000000  0.010000            0.000000          0.000000   0.000   \n",
       "15      0.050000  0.000000            0.000000          0.000000   0.000   \n",
       "16      0.000000  0.010000            0.000000          0.000000   0.000   \n",
       "17      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "18      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "19      0.000000  0.010000            0.000000          0.000000   0.000   \n",
       "20      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "21      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "22      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "23      0.000000  0.000000            0.016129          0.016129   0.000   \n",
       "24      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "25      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "26      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "27      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "28      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "29      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "30      0.000000  0.010000            0.000000          0.000000   0.000   \n",
       "31      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "32      0.010638  0.021277            0.000000          0.000000   0.000   \n",
       "33      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "34      0.043478  0.000000            0.000000          0.000000   0.000   \n",
       "35      0.000000  0.000000            0.000000          0.000000   0.000   \n",
       "36      0.052632  0.000000            0.000000          0.000000   0.000   \n",
       "37      0.023810  0.000000            0.000000          0.000000   0.000   \n",
       "\n",
       "    Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  Men's Store  \\\n",
       "0                0.00            0.00                  0.010000     0.000000   \n",
       "1                0.00            0.00                  0.000000     0.000000   \n",
       "2                0.00            0.00                  0.000000     0.000000   \n",
       "3                0.00            0.00                  0.000000     0.000000   \n",
       "4                0.00            0.00                  0.000000     0.000000   \n",
       "5                0.00            0.00                  0.000000     0.000000   \n",
       "6                0.00            0.00                  0.000000     0.000000   \n",
       "7                0.01            0.01                  0.000000     0.000000   \n",
       "8                0.00            0.00                  0.000000     0.000000   \n",
       "9                0.00            0.00                  0.022989     0.022989   \n",
       "10               0.00            0.00                  0.000000     0.000000   \n",
       "11               0.00            0.00                  0.000000     0.000000   \n",
       "12               0.00            0.00                  0.000000     0.000000   \n",
       "13               0.00            0.00                  0.000000     0.000000   \n",
       "14               0.00            0.00                  0.000000     0.000000   \n",
       "15               0.00            0.00                  0.000000     0.000000   \n",
       "16               0.00            0.00                  0.010000     0.000000   \n",
       "17               0.00            0.00                  0.000000     0.000000   \n",
       "18               0.00            0.00                  0.000000     0.000000   \n",
       "19               0.00            0.00                  0.000000     0.000000   \n",
       "20               0.00            0.00                  0.000000     0.000000   \n",
       "21               0.00            0.00                  0.000000     0.000000   \n",
       "22               0.00            0.00                  0.000000     0.000000   \n",
       "23               0.00            0.00                  0.000000     0.048387   \n",
       "24               0.00            0.00                  0.000000     0.000000   \n",
       "25               0.00            0.00                  0.000000     0.000000   \n",
       "26               0.00            0.00                  0.000000     0.000000   \n",
       "27               0.00            0.00                  0.000000     0.000000   \n",
       "28               0.00            0.00                  0.000000     0.000000   \n",
       "29               0.00            0.00                  0.000000     0.000000   \n",
       "30               0.00            0.00                  0.000000     0.000000   \n",
       "31               0.00            0.00                  0.000000     0.000000   \n",
       "32               0.00            0.00                  0.000000     0.000000   \n",
       "33               0.00            0.00                  0.000000     0.000000   \n",
       "34               0.00            0.00                  0.000000     0.000000   \n",
       "35               0.00            0.00                  0.000000     0.000000   \n",
       "36               0.00            0.00                  0.000000     0.000000   \n",
       "37               0.00            0.00                  0.000000     0.000000   \n",
       "\n",
       "    Metro Station  Mexican Restaurant  Middle Eastern Restaurant  \\\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        0.000000            0.000000                   0.000000   \n",
       "5        0.000000            0.000000                   0.000000   \n",
       "6        0.000000            0.000000                   0.023529   \n",
       "7        0.000000            0.040000                   0.000000   \n",
       "8        0.000000            0.000000                   0.000000   \n",
       "9        0.011494            0.011494                   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                   0.050000   \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            0.041667                   0.000000   \n",
       "21       0.000000            0.086957                   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            0.058824                   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            0.010000                   0.030000   \n",
       "31       0.000000            0.000000                   0.010000   \n",
       "32       0.000000            0.000000                   0.000000   \n",
       "33       0.000000            0.000000                   0.026316   \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",
       "37       0.000000            0.000000                   0.000000   \n",
       "\n",
       "    Miscellaneous Shop  Modern European Restaurant  \\\n",
       "0             0.000000                    0.000000   \n",
       "1             0.000000                    0.000000   \n",
       "2             0.000000                    0.000000   \n",
       "3             0.000000                    0.000000   \n",
       "4             0.000000                    0.000000   \n",
       "5             0.000000                    0.000000   \n",
       "6             0.011765                    0.011765   \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            0.016129                    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            0.000000                    0.000000   \n",
       "30            0.010000                    0.010000   \n",
       "31            0.000000                    0.000000   \n",
       "32            0.000000                    0.000000   \n",
       "33            0.000000                    0.000000   \n",
       "34            0.000000                    0.000000   \n",
       "35            0.000000                    0.000000   \n",
       "36            0.000000                    0.000000   \n",
       "37            0.000000                    0.000000   \n",
       "\n",
       "    Molecular Gastronomy Restaurant  Monument / Landmark  Movie Theater  \\\n",
       "0                          0.000000                 0.01       0.000000   \n",
       "1                          0.000000                 0.00       0.000000   \n",
       "2                          0.000000                 0.00       0.000000   \n",
       "3                          0.000000                 0.00       0.000000   \n",
       "4                          0.000000                 0.00       0.000000   \n",
       "5                          0.000000                 0.00       0.000000   \n",
       "6                          0.000000                 0.00       0.000000   \n",
       "7                          0.000000                 0.00       0.000000   \n",
       "8                          0.000000                 0.00       0.000000   \n",
       "9                          0.000000                 0.00       0.000000   \n",
       "10                         0.000000                 0.01       0.000000   \n",
       "11                         0.000000                 0.00       0.000000   \n",
       "12                         0.000000                 0.00       0.000000   \n",
       "13                         0.000000                 0.00       0.000000   \n",
       "14                         0.000000                 0.00       0.000000   \n",
       "15                         0.000000                 0.00       0.000000   \n",
       "16                         0.000000                 0.01       0.000000   \n",
       "17                         0.000000                 0.00       0.000000   \n",
       "18                         0.000000                 0.00       0.000000   \n",
       "19                         0.000000                 0.01       0.000000   \n",
       "20                         0.000000                 0.00       0.000000   \n",
       "21                         0.000000                 0.00       0.000000   \n",
       "22                         0.000000                 0.00       0.000000   \n",
       "23                         0.000000                 0.00       0.000000   \n",
       "24                         0.000000                 0.00       0.000000   \n",
       "25                         0.000000                 0.00       0.000000   \n",
       "26                         0.000000                 0.00       0.066667   \n",
       "27                         0.000000                 0.00       0.000000   \n",
       "28                         0.000000                 0.00       0.000000   \n",
       "29                         0.000000                 0.00       0.000000   \n",
       "30                         0.000000                 0.00       0.010000   \n",
       "31                         0.000000                 0.00       0.010000   \n",
       "32                         0.010638                 0.00       0.010638   \n",
       "33                         0.000000                 0.00       0.000000   \n",
       "34                         0.000000                 0.00       0.000000   \n",
       "35                         0.000000                 0.00       0.000000   \n",
       "36                         0.000000                 0.00       0.052632   \n",
       "37                         0.000000                 0.00       0.000000   \n",
       "\n",
       "      Museum  Music Store  Music Venue  New American Restaurant  Nightclub  \\\n",
       "0   0.000000     0.000000     0.000000                 0.010000   0.000000   \n",
       "1   0.017857     0.000000     0.000000                 0.000000   0.017857   \n",
       "2   0.000000     0.000000     0.000000                 0.000000   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   0.000000     0.000000     0.000000                 0.000000   0.000000   \n",
       "8   0.000000     0.000000     0.000000                 0.000000   0.062500   \n",
       "9   0.000000     0.000000     0.000000                 0.000000   0.011494   \n",
       "10  0.010000     0.000000     0.000000                 0.010000   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  0.010000     0.000000     0.000000                 0.010000   0.000000   \n",
       "15  0.000000     0.000000     0.050000                 0.000000   0.000000   \n",
       "16  0.010000     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   0.027778   \n",
       "19  0.000000     0.000000     0.020000                 0.010000   0.000000   \n",
       "20  0.000000     0.000000     0.000000                 0.000000   0.000000   \n",
       "21  0.000000     0.000000     0.043478                 0.000000   0.000000   \n",
       "22  0.000000     0.000000     0.000000                 0.000000   0.000000   \n",
       "23  0.000000     0.000000     0.016129                 0.032258   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     0.000000     0.010000                 0.000000   0.000000   \n",
       "31  0.000000     0.000000     0.000000                 0.010000   0.000000   \n",
       "32  0.010638     0.000000     0.000000                 0.000000   0.000000   \n",
       "33  0.000000     0.026316     0.000000                 0.000000   0.000000   \n",
       "34  0.000000     0.000000     0.000000                 0.000000   0.000000   \n",
       "35  0.000000     0.000000     0.250000                 0.000000   0.000000   \n",
       "36  0.000000     0.000000     0.000000                 0.000000   0.000000   \n",
       "37  0.000000     0.000000     0.000000                 0.000000   0.000000   \n",
       "\n",
       "    Noodle House    Office  Opera House  Optical Shop  Organic Grocery  \\\n",
       "0       0.010000  0.000000         0.01      0.000000             0.00   \n",
       "1       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "2       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "3       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "4       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "5       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "6       0.000000  0.011765         0.00      0.000000             0.00   \n",
       "7       0.020000  0.000000         0.00      0.000000             0.01   \n",
       "8       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "9       0.000000  0.000000         0.00      0.000000             0.00   \n",
       "10      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "11      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "12      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "13      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "14      0.000000  0.010000         0.00      0.000000             0.00   \n",
       "15      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "16      0.010000  0.000000         0.01      0.000000             0.00   \n",
       "17      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "18      0.027778  0.000000         0.00      0.000000             0.00   \n",
       "19      0.000000  0.010000         0.00      0.000000             0.00   \n",
       "20      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "21      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "22      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "23      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "24      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "25      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "26      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "27      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "28      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "29      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "30      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "31      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "32      0.000000  0.000000         0.00      0.010638             0.00   \n",
       "33      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "34      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "35      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "36      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "37      0.000000  0.000000         0.00      0.000000             0.00   \n",
       "\n",
       "    Other Great Outdoors      Park  Performing Arts Venue  Persian Restaurant  \\\n",
       "0                   0.00  0.000000               0.000000            0.000000   \n",
       "1                   0.00  0.017857               0.000000            0.000000   \n",
       "2                   0.00  0.000000               0.052632            0.000000   \n",
       "3                   0.00  0.062500               0.000000            0.000000   \n",
       "4                   0.00  0.000000               0.000000            0.000000   \n",
       "5                   0.00  0.025000               0.000000            0.000000   \n",
       "6                   0.00  0.011765               0.000000            0.000000   \n",
       "7                   0.00  0.010000               0.000000            0.000000   \n",
       "8                   0.00  0.125000               0.000000            0.000000   \n",
       "9                   0.00  0.011494               0.000000            0.011494   \n",
       "10                  0.00  0.010000               0.000000            0.000000   \n",
       "11                  0.00  0.027778               0.000000            0.000000   \n",
       "12                  0.00  0.142857               0.000000            0.000000   \n",
       "13                  0.00  0.066667               0.000000            0.000000   \n",
       "14                  0.00  0.000000               0.000000            0.000000   \n",
       "15                  0.00  0.050000               0.000000            0.000000   \n",
       "16                  0.00  0.000000               0.000000            0.000000   \n",
       "17                  0.00  0.200000               0.000000            0.000000   \n",
       "18                  0.00  0.000000               0.000000            0.000000   \n",
       "19                  0.00  0.020000               0.010000            0.000000   \n",
       "20                  0.00  0.062500               0.020833            0.000000   \n",
       "21                  0.00  0.043478               0.000000            0.000000   \n",
       "22                  0.00  0.333333               0.000000            0.000000   \n",
       "23                  0.00  0.016129               0.000000            0.000000   \n",
       "24                  0.00  0.000000               0.000000            0.000000   \n",
       "25                  0.00  0.058824               0.000000            0.000000   \n",
       "26                  0.00  0.000000               0.000000            0.000000   \n",
       "27                  0.00  0.500000               0.000000            0.000000   \n",
       "28                  0.00  0.000000               0.000000            0.000000   \n",
       "29                  0.00  0.000000               0.000000            0.000000   \n",
       "30                  0.01  0.000000               0.000000            0.000000   \n",
       "31                  0.00  0.020000               0.010000            0.000000   \n",
       "32                  0.00  0.021277               0.000000            0.000000   \n",
       "33                  0.00  0.026316               0.000000            0.000000   \n",
       "34                  0.00  0.043478               0.000000            0.000000   \n",
       "35                  0.00  0.000000               0.000000            0.000000   \n",
       "36                  0.00  0.052632               0.000000            0.000000   \n",
       "37                  0.00  0.000000               0.000000            0.000000   \n",
       "\n",
       "    Pet Store  Pharmacy  Pizza Place  Playground  Plaza  Poke Place  Pool  \\\n",
       "0    0.000000  0.000000     0.020000       0.000   0.01    0.000000  0.00   \n",
       "1    0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "2    0.052632  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "3    0.000000  0.000000     0.062500       0.000   0.00    0.000000  0.00   \n",
       "4    0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "5    0.025000  0.025000     0.050000       0.025   0.00    0.000000  0.00   \n",
       "6    0.000000  0.000000     0.011765       0.000   0.00    0.011765  0.00   \n",
       "7    0.000000  0.010000     0.010000       0.000   0.00    0.000000  0.00   \n",
       "8    0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "9    0.000000  0.000000     0.011494       0.000   0.00    0.000000  0.00   \n",
       "10   0.000000  0.000000     0.010000       0.000   0.00    0.010000  0.00   \n",
       "11   0.000000  0.055556     0.083333       0.000   0.00    0.000000  0.00   \n",
       "12   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "13   0.000000  0.000000     0.066667       0.000   0.00    0.000000  0.00   \n",
       "14   0.000000  0.000000     0.020000       0.000   0.01    0.000000  0.00   \n",
       "15   0.000000  0.100000     0.000000       0.000   0.00    0.000000  0.05   \n",
       "16   0.000000  0.000000     0.020000       0.000   0.01    0.000000  0.00   \n",
       "17   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "18   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "19   0.000000  0.000000     0.030000       0.000   0.01    0.000000  0.00   \n",
       "20   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "21   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "22   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "23   0.000000  0.000000     0.032258       0.000   0.00    0.000000  0.00   \n",
       "24   0.000000  0.000000     0.000000       1.000   0.00    0.000000  0.00   \n",
       "25   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "26   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "27   0.000000  0.000000     0.000000       0.250   0.00    0.000000  0.00   \n",
       "28   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "29   0.000000  0.026316     0.078947       0.000   0.00    0.000000  0.00   \n",
       "30   0.000000  0.000000     0.020000       0.000   0.01    0.000000  0.00   \n",
       "31   0.000000  0.000000     0.020000       0.000   0.00    0.010000  0.00   \n",
       "32   0.000000  0.000000     0.010638       0.000   0.00    0.010638  0.00   \n",
       "33   0.000000  0.000000     0.026316       0.000   0.00    0.000000  0.00   \n",
       "34   0.000000  0.043478     0.086957       0.000   0.00    0.000000  0.00   \n",
       "35   0.000000  0.000000     0.000000       0.000   0.00    0.000000  0.00   \n",
       "36   0.052632  0.000000     0.052632       0.000   0.00    0.000000  0.00   \n",
       "37   0.000000  0.000000     0.023810       0.000   0.00    0.000000  0.00   \n",
       "\n",
       "    Portuguese Restaurant  Post Office  Poutine Place       Pub  \\\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  0.000000   \n",
       "5                0.000000     0.000000       0.000000  0.050000   \n",
       "6                0.011765     0.000000       0.000000  0.000000   \n",
       "7                0.000000     0.000000       0.010000  0.000000   \n",
       "8                0.000000     0.000000       0.000000  0.000000   \n",
       "9                0.000000     0.000000       0.000000  0.022989   \n",
       "10               0.000000     0.000000       0.000000  0.010000   \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  0.133333   \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       0.027778  0.027778   \n",
       "19               0.000000     0.000000       0.000000  0.000000   \n",
       "20               0.000000     0.000000       0.000000  0.062500   \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     0.026316       0.000000  0.026316   \n",
       "30               0.000000     0.000000       0.010000  0.010000   \n",
       "31               0.000000     0.000000       0.000000  0.000000   \n",
       "32               0.000000     0.000000       0.000000  0.010638   \n",
       "33               0.000000     0.000000       0.000000  0.000000   \n",
       "34               0.000000     0.000000       0.000000  0.043478   \n",
       "35               0.000000     0.000000       0.000000  0.250000   \n",
       "36               0.000000     0.000000       0.000000  0.052632   \n",
       "37               0.000000     0.000000       0.000000  0.023810   \n",
       "\n",
       "    Ramen Restaurant  Record Shop  Recording Studio  Rental Car Location  \\\n",
       "0           0.000000     0.010000            0.0000             0.000000   \n",
       "1           0.000000     0.000000            0.0000             0.000000   \n",
       "2           0.000000     0.000000            0.0000             0.000000   \n",
       "3           0.000000     0.000000            0.0625             0.000000   \n",
       "4           0.000000     0.000000            0.0000             0.000000   \n",
       "5           0.000000     0.000000            0.0000             0.000000   \n",
       "6           0.011765     0.000000            0.0000             0.000000   \n",
       "7           0.010000     0.020000            0.0000             0.000000   \n",
       "8           0.000000     0.000000            0.0000             0.000000   \n",
       "9           0.011494     0.000000            0.0000             0.000000   \n",
       "10          0.000000     0.000000            0.0000             0.000000   \n",
       "11          0.000000     0.000000            0.0000             0.000000   \n",
       "12          0.000000     0.000000            0.0000             0.000000   \n",
       "13          0.000000     0.000000            0.0000             0.000000   \n",
       "14          0.000000     0.000000            0.0000             0.000000   \n",
       "15          0.000000     0.000000            0.0000             0.000000   \n",
       "16          0.000000     0.000000            0.0000             0.000000   \n",
       "17          0.000000     0.000000            0.0000             0.000000   \n",
       "18          0.000000     0.000000            0.0000             0.000000   \n",
       "19          0.000000     0.000000            0.0000             0.000000   \n",
       "20          0.000000     0.000000            0.0000             0.000000   \n",
       "21          0.000000     0.000000            0.0000             0.000000   \n",
       "22          0.000000     0.000000            0.0000             0.000000   \n",
       "23          0.000000     0.016129            0.0000             0.000000   \n",
       "24          0.000000     0.000000            0.0000             0.000000   \n",
       "25          0.000000     0.000000            0.0000             0.058824   \n",
       "26          0.000000     0.000000            0.0000             0.000000   \n",
       "27          0.000000     0.000000            0.0000             0.000000   \n",
       "28          0.000000     0.000000            0.0000             0.000000   \n",
       "29          0.000000     0.000000            0.0000             0.000000   \n",
       "30          0.020000     0.000000            0.0000             0.000000   \n",
       "31          0.000000     0.000000            0.0000             0.000000   \n",
       "32          0.000000     0.000000            0.0000             0.000000   \n",
       "33          0.000000     0.000000            0.0000             0.000000   \n",
       "34          0.000000     0.000000            0.0000             0.000000   \n",
       "35          0.000000     0.000000            0.0000             0.000000   \n",
       "36          0.000000     0.000000            0.0000             0.000000   \n",
       "37          0.000000     0.000000            0.0000             0.000000   \n",
       "\n",
       "    Restaurant  Sake Bar  Salad Place  Salon / Barbershop  Sandwich Place  \\\n",
       "0     0.020000  0.000000     0.020000            0.010000        0.000000   \n",
       "1     0.035714  0.000000     0.000000            0.000000        0.000000   \n",
       "2     0.052632  0.000000     0.000000            0.000000        0.000000   \n",
       "3     0.062500  0.000000     0.000000            0.000000        0.000000   \n",
       "4     0.000000  0.000000     0.000000            0.000000        0.000000   \n",
       "5     0.050000  0.000000     0.000000            0.000000        0.025000   \n",
       "6     0.011765  0.000000     0.023529            0.000000        0.023529   \n",
       "7     0.000000  0.000000     0.000000            0.000000        0.010000   \n",
       "8     0.062500  0.000000     0.000000            0.000000        0.000000   \n",
       "9     0.034483  0.011494     0.000000            0.011494        0.000000   \n",
       "10    0.050000  0.000000     0.020000            0.000000        0.010000   \n",
       "11    0.027778  0.000000     0.000000            0.000000        0.083333   \n",
       "12    0.000000  0.000000     0.000000            0.000000        0.142857   \n",
       "13    0.000000  0.000000     0.000000            0.000000        0.000000   \n",
       "14    0.050000  0.000000     0.010000            0.000000        0.010000   \n",
       "15    0.000000  0.000000     0.000000            0.000000        0.000000   \n",
       "16    0.030000  0.000000     0.010000            0.000000        0.010000   \n",
       "17    0.000000  0.000000     0.000000            0.000000        0.000000   \n",
       "18    0.055556  0.000000     0.000000            0.000000        0.027778   \n",
       "19    0.030000  0.000000     0.010000            0.000000        0.010000   \n",
       "20    0.041667  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    0.032258  0.000000     0.000000            0.016129        0.000000   \n",
       "24    0.000000  0.000000     0.000000            0.000000        0.000000   \n",
       "25    0.000000  0.000000     0.000000            0.058824        0.000000   \n",
       "26    0.066667  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    0.026316  0.000000     0.000000            0.000000        0.026316   \n",
       "30    0.020000  0.000000     0.000000            0.000000        0.010000   \n",
       "31    0.050000  0.000000     0.010000            0.000000        0.000000   \n",
       "32    0.042553  0.000000     0.010638            0.000000        0.010638   \n",
       "33    0.000000  0.000000     0.000000            0.000000        0.026316   \n",
       "34    0.000000  0.000000     0.000000            0.000000        0.130435   \n",
       "35    0.000000  0.000000     0.000000            0.000000        0.000000   \n",
       "36    0.000000  0.000000     0.000000            0.000000        0.105263   \n",
       "37    0.023810  0.000000     0.000000            0.000000        0.000000   \n",
       "\n",
       "    Scenic Lookout  Sculpture Garden  Seafood Restaurant  Shoe Store  \\\n",
       "0             0.00          0.000000            0.010000    0.000000   \n",
       "1             0.00          0.000000            0.035714    0.000000   \n",
       "2             0.00          0.000000            0.000000    0.000000   \n",
       "3             0.00          0.000000            0.000000    0.000000   \n",
       "4             0.00          0.071429            0.000000    0.000000   \n",
       "5             0.00          0.000000            0.000000    0.000000   \n",
       "6             0.00          0.000000            0.011765    0.000000   \n",
       "7             0.00          0.000000            0.000000    0.000000   \n",
       "8             0.00          0.000000            0.000000    0.000000   \n",
       "9             0.00          0.011494            0.011494    0.000000   \n",
       "10            0.00          0.000000            0.030000    0.000000   \n",
       "11            0.00          0.000000            0.027778    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            0.030000    0.000000   \n",
       "15            0.00          0.000000            0.000000    0.000000   \n",
       "16            0.00          0.000000            0.030000    0.000000   \n",
       "17            0.00          0.000000            0.000000    0.000000   \n",
       "18            0.00          0.000000            0.000000    0.000000   \n",
       "19            0.03          0.000000            0.010000    0.000000   \n",
       "20            0.00          0.000000            0.000000    0.020833   \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            0.000000    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          0.000000            0.000000    0.000000   \n",
       "27            0.00          0.000000            0.000000    0.000000   \n",
       "28            0.00          0.000000            0.000000    0.000000   \n",
       "29            0.00          0.000000            0.000000    0.000000   \n",
       "30            0.00          0.000000            0.010000    0.010000   \n",
       "31            0.00          0.000000            0.020000    0.000000   \n",
       "32            0.00          0.000000            0.031915    0.000000   \n",
       "33            0.00          0.000000            0.026316    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    0.000000   \n",
       "37            0.00          0.000000            0.000000    0.000000   \n",
       "\n",
       "    Shopping Mall  Skate Park  Skating Rink  Smoke Shop  Smoothie Shop  \\\n",
       "0        0.010000      0.0000          0.00    0.010000       0.000000   \n",
       "1        0.017857      0.0000          0.00    0.000000       0.000000   \n",
       "2        0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "3        0.000000      0.0625          0.00    0.000000       0.000000   \n",
       "4        0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "5        0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "6        0.000000      0.0000          0.00    0.000000       0.011765   \n",
       "7        0.000000      0.0000          0.00    0.000000       0.010000   \n",
       "8        0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "9        0.000000      0.0000          0.00    0.011494       0.000000   \n",
       "10       0.010000      0.0000          0.00    0.000000       0.000000   \n",
       "11       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "12       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "13       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "14       0.010000      0.0000          0.00    0.000000       0.000000   \n",
       "15       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "16       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "17       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "18       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "19       0.000000      0.0000          0.01    0.000000       0.010000   \n",
       "20       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "21       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "22       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "23       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "24       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "25       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "26       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "27       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "28       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "29       0.000000      0.0000          0.00    0.000000       0.026316   \n",
       "30       0.010000      0.0000          0.00    0.010000       0.000000   \n",
       "31       0.010000      0.0000          0.00    0.000000       0.010000   \n",
       "32       0.010638      0.0000          0.00    0.000000       0.000000   \n",
       "33       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "34       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "35       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "36       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "37       0.000000      0.0000          0.00    0.000000       0.000000   \n",
       "\n",
       "    Snack Place  Soup Place  Southern / Soul Food Restaurant       Spa  \\\n",
       "0          0.00    0.000000                         0.000000  0.000000   \n",
       "1          0.00    0.000000                         0.000000  0.000000   \n",
       "2          0.00    0.000000                         0.000000  0.000000   \n",
       "3          0.00    0.000000                         0.000000  0.062500   \n",
       "4          0.00    0.000000                         0.000000  0.000000   \n",
       "5          0.00    0.000000                         0.000000  0.000000   \n",
       "6          0.00    0.000000                         0.000000  0.023529   \n",
       "7          0.01    0.000000                         0.000000  0.000000   \n",
       "8          0.00    0.000000                         0.000000  0.000000   \n",
       "9          0.00    0.000000                         0.000000  0.000000   \n",
       "10         0.00    0.010000                         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    0.010000                         0.000000  0.010000   \n",
       "15         0.00    0.000000                         0.000000  0.000000   \n",
       "16         0.00    0.010000                         0.000000  0.000000   \n",
       "17         0.00    0.000000                         0.000000  0.000000   \n",
       "18         0.00    0.000000                         0.000000  0.000000   \n",
       "19         0.00    0.000000                         0.000000  0.000000   \n",
       "20         0.00    0.000000                         0.000000  0.020833   \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                         0.016129  0.000000   \n",
       "24         0.00    0.000000                         0.000000  0.000000   \n",
       "25         0.00    0.000000                         0.000000  0.058824   \n",
       "26         0.00    0.000000                         0.000000  0.000000   \n",
       "27         0.00    0.000000                         0.000000  0.000000   \n",
       "28         0.00    0.000000                         0.000000  0.000000   \n",
       "29         0.00    0.000000                         0.000000  0.000000   \n",
       "30         0.00    0.000000                         0.000000  0.010000   \n",
       "31         0.00    0.000000                         0.000000  0.010000   \n",
       "32         0.00    0.010638                         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  0.000000   \n",
       "37         0.00    0.000000                         0.000000  0.023810   \n",
       "\n",
       "    Speakeasy  Sporting Goods Shop  Sports Bar   Stadium  Stationery Store  \\\n",
       "0    0.010000             0.000000    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  0.052632          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    0.000000             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    0.011494  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   0.000000             0.000000    0.066667  0.000000          0.000000   \n",
       "14   0.010000             0.010000    0.010000  0.000000          0.000000   \n",
       "15   0.000000             0.000000    0.000000  0.000000          0.000000   \n",
       "16   0.010000             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    0.000000  0.000000          0.000000   \n",
       "19   0.000000             0.020000    0.020000  0.000000          0.000000   \n",
       "20   0.000000             0.000000    0.000000  0.000000          0.000000   \n",
       "21   0.043478             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    0.016129  0.000000          0.000000   \n",
       "24   0.000000             0.000000    0.000000  0.000000          0.000000   \n",
       "25   0.000000             0.058824    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             0.020000    0.000000  0.000000          0.000000   \n",
       "31   0.010000             0.000000    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          0.026316   \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",
       "37   0.000000             0.000000    0.000000  0.000000          0.000000   \n",
       "\n",
       "    Steakhouse  Strip Club  Supermarket  Sushi Restaurant  Swim School  \\\n",
       "0     0.040000    0.000000     0.000000          0.020000     0.000000   \n",
       "1     0.035714    0.000000     0.000000          0.000000     0.000000   \n",
       "2     0.000000    0.000000     0.000000          0.000000     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     0.011765    0.000000     0.000000          0.023529     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     0.011494    0.011494     0.000000          0.057471     0.000000   \n",
       "10    0.030000    0.000000     0.000000          0.000000     0.000000   \n",
       "11    0.000000    0.000000     0.000000          0.055556     0.000000   \n",
       "12    0.000000    0.000000     0.000000          0.000000     0.000000   \n",
       "13    0.000000    0.000000     0.066667          0.066667     0.000000   \n",
       "14    0.030000    0.000000     0.000000          0.000000     0.000000   \n",
       "15    0.000000    0.000000     0.100000          0.000000     0.000000   \n",
       "16    0.030000    0.000000     0.000000          0.010000     0.000000   \n",
       "17    0.000000    0.000000     0.000000          0.200000     0.000000   \n",
       "18    0.000000    0.000000     0.000000          0.027778     0.000000   \n",
       "19    0.010000    0.000000     0.010000          0.010000     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     0.333333   \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    0.000000    0.000000     0.000000          0.052632     0.000000   \n",
       "30    0.010000    0.000000     0.000000          0.010000     0.000000   \n",
       "31    0.000000    0.000000     0.000000          0.000000     0.000000   \n",
       "32    0.010638    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    0.052632    0.000000     0.000000          0.052632     0.000000   \n",
       "37    0.000000    0.000000     0.000000          0.000000     0.000000   \n",
       "\n",
       "    Taco Place  Tailor Shop  Taiwanese Restaurant  Tanning Salon  \\\n",
       "0         0.00     0.000000                 0.000           0.00   \n",
       "1         0.00     0.017857                 0.000           0.00   \n",
       "2         0.00     0.000000                 0.000           0.00   \n",
       "3         0.00     0.000000                 0.000           0.00   \n",
       "4         0.00     0.000000                 0.000           0.00   \n",
       "5         0.00     0.000000                 0.025           0.00   \n",
       "6         0.00     0.000000                 0.000           0.00   \n",
       "7         0.01     0.000000                 0.000           0.00   \n",
       "8         0.00     0.000000                 0.000           0.00   \n",
       "9         0.00     0.000000                 0.000           0.00   \n",
       "10        0.00     0.010000                 0.000           0.00   \n",
       "11        0.00     0.000000                 0.000           0.00   \n",
       "12        0.00     0.000000                 0.000           0.00   \n",
       "13        0.00     0.000000                 0.000           0.00   \n",
       "14        0.00     0.000000                 0.000           0.00   \n",
       "15        0.00     0.000000                 0.000           0.00   \n",
       "16        0.00     0.000000                 0.000           0.00   \n",
       "17        0.00     0.000000                 0.000           0.00   \n",
       "18        0.00     0.000000                 0.000           0.00   \n",
       "19        0.00     0.000000                 0.000           0.00   \n",
       "20        0.00     0.000000                 0.000           0.00   \n",
       "21        0.00     0.000000                 0.000           0.00   \n",
       "22        0.00     0.000000                 0.000           0.00   \n",
       "23        0.00     0.000000                 0.000           0.00   \n",
       "24        0.00     0.000000                 0.000           0.00   \n",
       "25        0.00     0.000000                 0.000           0.00   \n",
       "26        0.00     0.000000                 0.000           0.00   \n",
       "27        0.00     0.000000                 0.000           0.00   \n",
       "28        0.00     0.000000                 0.000           0.00   \n",
       "29        0.00     0.000000                 0.000           0.00   \n",
       "30        0.01     0.000000                 0.000           0.01   \n",
       "31        0.00     0.010000                 0.000           0.00   \n",
       "32        0.00     0.010638                 0.000           0.00   \n",
       "33        0.00     0.000000                 0.000           0.00   \n",
       "34        0.00     0.000000                 0.000           0.00   \n",
       "35        0.00     0.000000                 0.000           0.00   \n",
       "36        0.00     0.000000                 0.000           0.00   \n",
       "37        0.00     0.000000                 0.000           0.00   \n",
       "\n",
       "    Tapas Restaurant  Tea Room  Thai Restaurant   Theater  Theme Restaurant  \\\n",
       "0           0.000000  0.000000         0.040000  0.010000          0.000000   \n",
       "1           0.000000  0.017857         0.017857  0.000000          0.000000   \n",
       "2           0.000000  0.000000         0.000000  0.000000          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         0.025000  0.000000          0.000000   \n",
       "6           0.000000  0.011765         0.011765  0.000000          0.000000   \n",
       "7           0.000000  0.010000         0.000000  0.000000          0.000000   \n",
       "8           0.000000  0.000000         0.000000  0.000000          0.000000   \n",
       "9           0.000000  0.011494         0.000000  0.011494          0.011494   \n",
       "10          0.000000  0.020000         0.020000  0.000000          0.000000   \n",
       "11          0.000000  0.000000         0.055556  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  0.010000          0.000000   \n",
       "15          0.000000  0.000000         0.000000  0.000000          0.000000   \n",
       "16          0.000000  0.020000         0.020000  0.010000          0.000000   \n",
       "17          0.000000  0.000000         0.000000  0.000000          0.000000   \n",
       "18          0.000000  0.000000         0.000000  0.027778          0.000000   \n",
       "19          0.000000  0.010000         0.000000  0.010000          0.000000   \n",
       "20          0.000000  0.000000         0.000000  0.041667          0.000000   \n",
       "21          0.000000  0.000000         0.043478  0.000000          0.000000   \n",
       "22          0.000000  0.000000         0.000000  0.000000          0.000000   \n",
       "23          0.016129  0.000000         0.000000  0.016129          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  0.026316         0.000000  0.000000          0.000000   \n",
       "30          0.000000  0.020000         0.010000  0.020000          0.000000   \n",
       "31          0.000000  0.000000         0.010000  0.010000          0.000000   \n",
       "32          0.000000  0.010638         0.010638  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",
       "37          0.000000  0.000000         0.000000  0.000000          0.000000   \n",
       "\n",
       "    Thrift / Vintage Store  Toy / Game Store    Trail  Train Station  \\\n",
       "0                     0.00          0.000000  0.00000           0.00   \n",
       "1                     0.00          0.000000  0.00000           0.00   \n",
       "2                     0.00          0.000000  0.00000           0.00   \n",
       "3                     0.00          0.000000  0.00000           0.00   \n",
       "4                     0.00          0.000000  0.00000           0.00   \n",
       "5                     0.00          0.000000  0.00000           0.00   \n",
       "6                     0.00          0.000000  0.00000           0.00   \n",
       "7                     0.01          0.010000  0.00000           0.00   \n",
       "8                     0.00          0.000000  0.00000           0.00   \n",
       "9                     0.00          0.000000  0.00000           0.00   \n",
       "10                    0.00          0.000000  0.00000           0.00   \n",
       "11                    0.00          0.027778  0.00000           0.00   \n",
       "12                    0.00          0.000000  0.00000           0.00   \n",
       "13                    0.00          0.000000  0.00000           0.00   \n",
       "14                    0.00          0.000000  0.00000           0.01   \n",
       "15                    0.00          0.000000  0.00000           0.00   \n",
       "16                    0.00          0.000000  0.00000           0.01   \n",
       "17                    0.00          0.000000  0.20000           0.00   \n",
       "18                    0.00          0.000000  0.00000           0.00   \n",
       "19                    0.00          0.000000  0.00000           0.01   \n",
       "20                    0.00          0.000000  0.00000           0.00   \n",
       "21                    0.00          0.000000  0.00000           0.00   \n",
       "22                    0.00          0.000000  0.00000           0.00   \n",
       "23                    0.00          0.000000  0.00000           0.00   \n",
       "24                    0.00          0.000000  0.00000           0.00   \n",
       "25                    0.00          0.000000  0.00000           0.00   \n",
       "26                    0.00          0.000000  0.00000           0.00   \n",
       "27                    0.00          0.000000  0.25000           0.00   \n",
       "28                    0.00          0.000000  0.00000           0.00   \n",
       "29                    0.00          0.000000  0.00000           0.00   \n",
       "30                    0.00          0.010000  0.00000           0.00   \n",
       "31                    0.00          0.000000  0.00000           0.00   \n",
       "32                    0.00          0.000000  0.00000           0.00   \n",
       "33                    0.00          0.000000  0.00000           0.00   \n",
       "34                    0.00          0.000000  0.00000           0.00   \n",
       "35                    0.00          0.000000  0.00000           0.00   \n",
       "36                    0.00          0.000000  0.00000           0.00   \n",
       "37                    0.00          0.000000  0.02381           0.00   \n",
       "\n",
       "    Vegetarian / Vegan Restaurant  Video Game Store  Vietnamese Restaurant  \\\n",
       "0                        0.010000          0.000000               0.000000   \n",
       "1                        0.017857          0.000000               0.000000   \n",
       "2                        0.000000          0.000000               0.000000   \n",
       "3                        0.000000          0.000000               0.000000   \n",
       "4                        0.000000          0.000000               0.000000   \n",
       "5                        0.000000          0.000000               0.000000   \n",
       "6                        0.011765          0.000000               0.000000   \n",
       "7                        0.060000          0.000000               0.030000   \n",
       "8                        0.000000          0.000000               0.000000   \n",
       "9                        0.000000          0.011494               0.011494   \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               0.066667   \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          0.027778               0.000000   \n",
       "19                       0.010000          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                       0.016129          0.000000               0.032258   \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                       0.026316          0.000000               0.000000   \n",
       "30                       0.010000          0.010000               0.010000   \n",
       "31                       0.010000          0.000000               0.000000   \n",
       "32                       0.010638          0.000000               0.000000   \n",
       "33                       0.000000          0.000000               0.000000   \n",
       "34                       0.043478          0.000000               0.000000   \n",
       "35                       0.000000          0.000000               0.000000   \n",
       "36                       0.000000          0.000000               0.000000   \n",
       "37                       0.000000          0.000000               0.000000   \n",
       "\n",
       "    Wine Bar  Wine Shop  Wings Joint  Women's Store  Yoga Studio  \n",
       "0   0.010000       0.00     0.000000           0.00     0.000000  \n",
       "1   0.000000       0.00     0.000000           0.00     0.000000  \n",
       "2   0.000000       0.00     0.000000           0.00     0.000000  \n",
       "3   0.000000       0.00     0.000000           0.00     0.000000  \n",
       "4   0.000000       0.00     0.000000           0.00     0.000000  \n",
       "5   0.000000       0.00     0.000000           0.00     0.000000  \n",
       "6   0.011765       0.00     0.000000           0.00     0.011765  \n",
       "7   0.010000       0.00     0.000000           0.00     0.000000  \n",
       "8   0.000000       0.00     0.000000           0.00     0.000000  \n",
       "9   0.000000       0.00     0.011494           0.00     0.011494  \n",
       "10  0.010000       0.00     0.000000           0.00     0.000000  \n",
       "11  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "12  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "13  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "14  0.010000       0.00     0.000000           0.00     0.000000  \n",
       "15  0.000000       0.05     0.000000           0.00     0.000000  \n",
       "16  0.010000       0.00     0.000000           0.00     0.000000  \n",
       "17  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "18  0.000000       0.00     0.000000           0.00     0.027778  \n",
       "19  0.010000       0.00     0.000000           0.00     0.000000  \n",
       "20  0.000000       0.00     0.000000           0.00     0.020833  \n",
       "21  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "22  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "23  0.016129       0.00     0.000000           0.00     0.016129  \n",
       "24  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "25  0.000000       0.00     0.000000           0.00     0.058824  \n",
       "26  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "27  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "28  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "29  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "30  0.010000       0.00     0.000000           0.00     0.000000  \n",
       "31  0.000000       0.00     0.000000           0.01     0.000000  \n",
       "32  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "33  0.000000       0.00     0.000000           0.00     0.026316  \n",
       "34  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "35  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "36  0.000000       0.00     0.000000           0.00     0.000000  \n",
       "37  0.000000       0.00     0.000000           0.00     0.023810  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby(['Neighborhood']).mean().reset_index()\n",
    "toronto_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38, 239)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, I'll plot the top 5 common venues in each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Adelaide, King, Richmond----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.06\n",
      "1                 Café  0.05\n",
      "2                  Bar  0.04\n",
      "3  American Restaurant  0.04\n",
      "4      Thai Restaurant  0.04\n",
      "\n",
      "\n",
      "----Berczy Park----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.07\n",
      "1    Cocktail Bar  0.05\n",
      "2      Restaurant  0.04\n",
      "3          Bakery  0.04\n",
      "4  Farmers Market  0.04\n",
      "\n",
      "\n",
      "----Brockton, Exhibition Place, Parkdale Village----\n",
      "            venue  freq\n",
      "0  Breakfast Spot  0.11\n",
      "1            Café  0.11\n",
      "2     Coffee Shop  0.11\n",
      "3      Restaurant  0.05\n",
      "4   Burrito Place  0.05\n",
      "\n",
      "\n",
      "----Business Reply Mail Processing Centre 969 Eastern----\n",
      "                venue  freq\n",
      "0  Light Rail Station  0.12\n",
      "1          Skate Park  0.06\n",
      "2    Recording Studio  0.06\n",
      "3       Garden Center  0.06\n",
      "4             Brewery  0.06\n",
      "\n",
      "\n",
      "----CN Tower, Bathurst Quay, Island airport, Harbourfront West, King and Spadina, Railway Lands, South Niagara----\n",
      "              venue  freq\n",
      "0   Airport Service  0.21\n",
      "1    Airport Lounge  0.14\n",
      "2  Airport Terminal  0.14\n",
      "3          Boutique  0.07\n",
      "4   Harbor / Marina  0.07\n",
      "\n",
      "\n",
      "----Cabbagetown, St. James Town----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.10\n",
      "1              Bakery  0.08\n",
      "2                 Pub  0.05\n",
      "3         Pizza Place  0.05\n",
      "4  Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "----Central Bay Street----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.16\n",
      "1                 Café  0.06\n",
      "2   Italian Restaurant  0.05\n",
      "3         Burger Joint  0.04\n",
      "4  Japanese Restaurant  0.02\n",
      "\n",
      "\n",
      "----Chinatown, Grange Park, Kensington Market----\n",
      "                           venue  freq\n",
      "0                           Café  0.08\n",
      "1  Vegetarian / Vegan Restaurant  0.06\n",
      "2             Mexican Restaurant  0.04\n",
      "3                         Bakery  0.04\n",
      "4                    Coffee Shop  0.04\n",
      "\n",
      "\n",
      "----Christie----\n",
      "                venue  freq\n",
      "0                Café  0.19\n",
      "1       Grocery Store  0.19\n",
      "2                Park  0.12\n",
      "3               Diner  0.06\n",
      "4  Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Church and Wellesley----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1  Japanese Restaurant  0.07\n",
      "2     Sushi Restaurant  0.06\n",
      "3              Gay Bar  0.03\n",
      "4           Restaurant  0.03\n",
      "\n",
      "\n",
      "----Commerce Court, Victoria Hotel----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.11\n",
      "1                 Café  0.07\n",
      "2                Hotel  0.06\n",
      "3           Restaurant  0.05\n",
      "4  American Restaurant  0.04\n",
      "\n",
      "\n",
      "----Davisville----\n",
      "                venue  freq\n",
      "0      Sandwich Place  0.08\n",
      "1         Pizza Place  0.08\n",
      "2        Dessert Shop  0.08\n",
      "3            Pharmacy  0.06\n",
      "4  Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "               venue  freq\n",
      "0                Gym  0.14\n",
      "1     Clothing Store  0.14\n",
      "2  Food & Drink Shop  0.14\n",
      "3              Hotel  0.14\n",
      "4     Breakfast Spot  0.14\n",
      "\n",
      "\n",
      "----Deer Park, Forest Hill SE, Rathnelly, South Hill, Summerhill West----\n",
      "              venue  freq\n",
      "0               Pub  0.13\n",
      "1       Coffee Shop  0.13\n",
      "2        Sports Bar  0.07\n",
      "3        Bagel Shop  0.07\n",
      "4  Sushi Restaurant  0.07\n",
      "\n",
      "\n",
      "----Design Exchange, Toronto Dominion Centre----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.12\n",
      "1               Hotel  0.07\n",
      "2                Café  0.07\n",
      "3          Restaurant  0.05\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Dovercourt Village, Dufferin----\n",
      "                  venue  freq\n",
      "0                Bakery  0.10\n",
      "1              Pharmacy  0.10\n",
      "2           Supermarket  0.10\n",
      "3               Brewery  0.05\n",
      "4  Gym / Fitness Center  0.05\n",
      "\n",
      "\n",
      "----First Canadian Place, Underground city----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.09\n",
      "1         Café  0.09\n",
      "2        Hotel  0.04\n",
      "3    Gastropub  0.03\n",
      "4   Steakhouse  0.03\n",
      "\n",
      "\n",
      "----Forest Hill North, Forest Hill West----\n",
      "              venue  freq\n",
      "0     Jewelry Store   0.2\n",
      "1          Bus Line   0.2\n",
      "2  Sushi Restaurant   0.2\n",
      "3              Park   0.2\n",
      "4             Trail   0.2\n",
      "\n",
      "\n",
      "----Harbord, University of Toronto----\n",
      "                venue  freq\n",
      "0                Café  0.11\n",
      "1                 Bar  0.06\n",
      "2              Bakery  0.06\n",
      "3          Restaurant  0.06\n",
      "4  Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Harbourfront East, Toronto Islands, Union Station----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.12\n",
      "1               Hotel  0.05\n",
      "2            Aquarium  0.05\n",
      "3  Italian Restaurant  0.04\n",
      "4                Café  0.04\n",
      "\n",
      "\n",
      "----Harbourfront, Regent Park----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.17\n",
      "1              Bakery  0.06\n",
      "2                 Pub  0.06\n",
      "3                Park  0.06\n",
      "4  Mexican Restaurant  0.04\n",
      "\n",
      "\n",
      "----High Park, The Junction South----\n",
      "                  venue  freq\n",
      "0                  Café  0.09\n",
      "1    Mexican Restaurant  0.09\n",
      "2                   Bar  0.09\n",
      "3                Bakery  0.04\n",
      "4  Fast Food Restaurant  0.04\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "            venue  freq\n",
      "0            Park  0.33\n",
      "1     Swim School  0.33\n",
      "2        Bus Line  0.33\n",
      "3  Adult Boutique  0.00\n",
      "4     Music Venue  0.00\n",
      "\n",
      "\n",
      "----Little Portugal, Trinity----\n",
      "                     venue  freq\n",
      "0                      Bar  0.13\n",
      "1         Asian Restaurant  0.05\n",
      "2              Coffee Shop  0.05\n",
      "3              Men's Store  0.05\n",
      "4  New American Restaurant  0.03\n",
      "\n",
      "\n",
      "----Moore Park, Summerhill East----\n",
      "                     venue  freq\n",
      "0               Playground   1.0\n",
      "1  New American Restaurant   0.0\n",
      "2              Men's Store   0.0\n",
      "3            Metro Station   0.0\n",
      "4       Mexican Restaurant   0.0\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "            venue  freq\n",
      "0  Clothing Store  0.18\n",
      "1     Coffee Shop  0.12\n",
      "2     Yoga Studio  0.06\n",
      "3       Gift Shop  0.06\n",
      "4            Park  0.06\n",
      "\n",
      "\n",
      "----Parkdale, Roncesvalles----\n",
      "            venue  freq\n",
      "0       Gift Shop  0.13\n",
      "1  Breakfast Spot  0.13\n",
      "2       Bookstore  0.07\n",
      "3    Dessert Shop  0.07\n",
      "4         Dog Run  0.07\n",
      "\n",
      "\n",
      "----Rosedale----\n",
      "                     venue  freq\n",
      "0                     Park  0.50\n",
      "1               Playground  0.25\n",
      "2                    Trail  0.25\n",
      "3  New American Restaurant  0.00\n",
      "4              Men's Store  0.00\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "                      venue  freq\n",
      "0              Home Service   0.5\n",
      "1                    Garden   0.5\n",
      "2  Mediterranean Restaurant   0.0\n",
      "3             Metro Station   0.0\n",
      "4        Mexican Restaurant   0.0\n",
      "\n",
      "\n",
      "----Runnymede, Swansea----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.08\n",
      "1         Coffee Shop  0.08\n",
      "2                Café  0.08\n",
      "3   Electronics Store  0.05\n",
      "4  Italian Restaurant  0.05\n",
      "\n",
      "\n",
      "----Ryerson, Garden District----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.10\n",
      "1             Clothing Store  0.06\n",
      "2                       Café  0.04\n",
      "3             Cosmetics Shop  0.04\n",
      "4  Middle Eastern Restaurant  0.03\n",
      "\n",
      "\n",
      "----St. James Town----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.07\n",
      "1            Café  0.06\n",
      "2      Restaurant  0.05\n",
      "3           Hotel  0.05\n",
      "4  Cosmetics Shop  0.04\n",
      "\n",
      "\n",
      "----Stn A PO Boxes 25 The Esplanade----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.11\n",
      "1                Café  0.04\n",
      "2          Restaurant  0.04\n",
      "3        Cocktail Bar  0.03\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Studio District----\n",
      "                venue  freq\n",
      "0                Café  0.11\n",
      "1         Coffee Shop  0.08\n",
      "2  Italian Restaurant  0.05\n",
      "3           Gastropub  0.05\n",
      "4              Bakery  0.05\n",
      "\n",
      "\n",
      "----The Annex, North Midtown, Yorkville----\n",
      "            venue  freq\n",
      "0            Café  0.13\n",
      "1     Coffee Shop  0.13\n",
      "2  Sandwich Place  0.13\n",
      "3     Pizza Place  0.09\n",
      "4    Liquor Store  0.04\n",
      "\n",
      "\n",
      "----The Beaches----\n",
      "               venue  freq\n",
      "0  Health Food Store  0.25\n",
      "1                Pub  0.25\n",
      "2        Music Venue  0.25\n",
      "3     Adult Boutique  0.00\n",
      "4          Nightclub  0.00\n",
      "\n",
      "\n",
      "----The Beaches West, India Bazaar----\n",
      "            venue  freq\n",
      "0  Sandwich Place  0.11\n",
      "1   Burrito Place  0.05\n",
      "2             Gym  0.05\n",
      "3   Movie Theater  0.05\n",
      "4         Brewery  0.05\n",
      "\n",
      "\n",
      "----The Danforth West, Riverdale----\n",
      "                    venue  freq\n",
      "0        Greek Restaurant  0.21\n",
      "1             Coffee Shop  0.10\n",
      "2          Ice Cream Shop  0.07\n",
      "3      Italian Restaurant  0.07\n",
      "4  Furniture / Home Store  0.05\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in toronto_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = toronto_grouped[toronto_grouped['Neighborhood'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending = False).reset_index(drop = True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get the top 10 venues for each location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide, King, Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brockton, Exhibition Place, Parkdale Village</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Climbing Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CN Tower, Bathurst Quay, Island airport, Harbo...</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Airport Food Court</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood 1st Most Common Venue  \\\n",
       "0                           Adelaide, King, Richmond           Coffee Shop   \n",
       "1                                        Berczy Park           Coffee Shop   \n",
       "2       Brockton, Exhibition Place, Parkdale Village        Breakfast Spot   \n",
       "3  Business Reply Mail Processing Centre 969 Eastern    Light Rail Station   \n",
       "4  CN Tower, Bathurst Quay, Island airport, Harbo...       Airport Service   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                  Café   American Restaurant       Thai Restaurant   \n",
       "1          Cocktail Bar                  Café            Restaurant   \n",
       "2           Coffee Shop                  Café         Burrito Place   \n",
       "3           Pizza Place                Garden            Comic Shop   \n",
       "4        Airport Lounge      Airport Terminal         Boat or Ferry   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0            Steakhouse                   Bar                 Hotel   \n",
       "1              Beer Bar    Italian Restaurant                Bakery   \n",
       "2               Stadium                   Bar            Restaurant   \n",
       "3      Recording Studio            Restaurant         Burrito Place   \n",
       "4              Boutique               Airport    Airport Food Court   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0        Cosmetics Shop          Burger Joint                 Bakery  \n",
       "1            Steakhouse    Seafood Restaurant            Cheese Shop  \n",
       "2  Caribbean Restaurant    Italian Restaurant           Climbing Gym  \n",
       "3               Brewery            Skate Park         Farmers Market  \n",
       "4          Airport Gate       Harbor / Marina       Sculpture Garden  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = toronto_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering\n",
    "\n",
    "I'll build 5 clusters on the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "toronto_grouped_clustering = toronto_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# Run K-Means clustering\n",
    "kMeans = KMeans(n_clusters = NO_OF_CLUSTERS, random_state = 0).fit(toronto_grouped_clustering)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>1</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>1</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West, India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough                    Neighborhood   Latitude  \\\n",
       "0        M4E     East Toronto                     The Beaches  43.676357   \n",
       "1        M4K     East Toronto    The Danforth West, Riverdale  43.679557   \n",
       "2        M4L     East Toronto  The Beaches West, India Bazaar  43.668999   \n",
       "3        M4M     East Toronto                 Studio District  43.659526   \n",
       "4        M4N  Central Toronto                   Lawrence Park  43.728020   \n",
       "\n",
       "   Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "0 -79.293031               1     Health Food Store                   Pub   \n",
       "1 -79.352188               1      Greek Restaurant           Coffee Shop   \n",
       "2 -79.315572               1        Sandwich Place  Fast Food Restaurant   \n",
       "3 -79.340923               1                  Café           Coffee Shop   \n",
       "4 -79.388790               3                  Park           Swim School   \n",
       "\n",
       "  3rd Most Common Venue 4th Most Common Venue   5th Most Common Venue  \\\n",
       "0           Music Venue     Convenience Store                 Dog Run   \n",
       "1        Ice Cream Shop    Italian Restaurant  Furniture / Home Store   \n",
       "2    Italian Restaurant             Pet Store                     Gym   \n",
       "3    Italian Restaurant             Gastropub                  Bakery   \n",
       "4              Bus Line           Yoga Studio                 Dog Run   \n",
       "\n",
       "  6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "0   Filipino Restaurant  Fast Food Restaurant        Farmers Market   \n",
       "1               Brewery                Bakery             Juice Bar   \n",
       "2           Pizza Place                   Pub         Movie Theater   \n",
       "3   American Restaurant           Fish Market             Bookstore   \n",
       "4   Filipino Restaurant  Fast Food Restaurant        Farmers Market   \n",
       "\n",
       "       9th Most Common Venue 10th Most Common Venue  \n",
       "0         Falafel Restaurant            Event Space  \n",
       "1                        Spa         Cosmetics Shop  \n",
       "2              Burrito Place           Burger Joint  \n",
       "3  Latin American Restaurant            Cheese Shop  \n",
       "4         Falafel Restaurant            Event Space  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kMeans.labels_)\n",
    "\n",
    "# Combine the data\n",
    "toronto_merged = selected_dataset.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on = 'Neighborhood')\n",
    "toronto_merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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        circle_marker_797dfdc450194b7ab6029971cf237b8f.bindPopup(popup_fd553377b54d4198aa3a4520e148324b)
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            var circle_marker_5e5a1cecf90a4177941bdf856f36b0a9 = L.circleMarker(
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        circle_marker_5e5a1cecf90a4177941bdf856f36b0a9.bindPopup(popup_c02c978875784daf9f38b2d2f03a1452)
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            popup_d03e1094b9694290a8e3df4bfeed92df.setContent(html_292213860d8a4843b55aa065b0f0b9d1);
        

        circle_marker_408765efba71474c97ae293bc6ff04eb.bindPopup(popup_d03e1094b9694290a8e3df4bfeed92df)
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        circle_marker_c9e8f81e7d2d4e2798a2243749f6af13.bindPopup(popup_7f9fa62e86624cdf9ffe00ac098285db)
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        var popup_b5e055ae3716404387658fb5b1817eca = L.popup({"maxWidth": "100%"});

        
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        circle_marker_df26a8a7cd3f4bda8b55126c31b0cd31.bindPopup(popup_b9b4d465b34d44a18fddfdafcaf2b978)
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        var popup_3efa3790c61947c38b1071fa70202b8e = L.popup({"maxWidth": "100%"});

        
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        circle_marker_5e90968b2caa469e9cab20c93f116a82.bindPopup(popup_3efa3790c61947c38b1071fa70202b8e)
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        var popup_34fdfe5c65e94520af9ed2d263c479ff = L.popup({"maxWidth": "100%"});

        
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        circle_marker_97ccc74bac85408e9da727acb26b36c9.bindPopup(popup_34fdfe5c65e94520af9ed2d263c479ff)
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        circle_marker_c6836afb3e6c41c9967f4c03e9d7113e.bindPopup(popup_8caf1027461a4a2b9facac0ff4dd527c)
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            var circle_marker_841def9e98f94890a0560e03079bd32e = L.circleMarker(
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        circle_marker_3d9f36ab4d0f46389a11de89fbb9ac5b.bindPopup(popup_348212c437d040099ff61051268f5f92)
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            popup_8917ceee24714240b6b5b2b3d0def3db.setContent(html_b62db93a1b714f3c82d2c8f50609f00c);
        

        circle_marker_94b19d41c18f4ec6ab96882bff8e170c.bindPopup(popup_8917ceee24714240b6b5b2b3d0def3db)
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            popup_44ce45b154d04e1781bb38d111860e5d.setContent(html_9b4aa7bb8cdc4605a43cbba7aa73518c);
        

        circle_marker_516832b49b4a444c811bb84f38825d5c.bindPopup(popup_44ce45b154d04e1781bb38d111860e5d)
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            var circle_marker_bc81c20964c7483b96c23f519307d430 = L.circleMarker(
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            var html_e42d2ac3cf5c44ed985acab22004217b = $(`<div id="html_e42d2ac3cf5c44ed985acab22004217b" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 1</div>`)[0];
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        circle_marker_bc81c20964c7483b96c23f519307d430.bindPopup(popup_b4dccfc25dae46dca576361398b9ffc1)
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            var circle_marker_8319a592db2244b197aa233a2a077ae1 = L.circleMarker(
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        var popup_bb929aa6f51449d38ffbd5c19caf2049 = L.popup({"maxWidth": "100%"});

        
            var html_eb0708e839df46749a7d1f16ca3a5308 = $(`<div id="html_eb0708e839df46749a7d1f16ca3a5308" style="width: 100.0%; height: 100.0%;">Brockton, Exhibition Place, Parkdale Village Cluster 1</div>`)[0];
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        circle_marker_8319a592db2244b197aa233a2a077ae1.bindPopup(popup_bb929aa6f51449d38ffbd5c19caf2049)
        ;

        
    
    
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                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_840fc70237684bc7afd787c22e19903c = L.popup({"maxWidth": "100%"});

        
            var html_abddebec9e6141aa97175a5cedaa75ac = $(`<div id="html_abddebec9e6141aa97175a5cedaa75ac" style="width: 100.0%; height: 100.0%;">High Park, The Junction South Cluster 1</div>`)[0];
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        circle_marker_87e2b352684a4e9aac31f3862955ec3d.bindPopup(popup_840fc70237684bc7afd787c22e19903c)
        ;

        
    
    
            var circle_marker_d5f134b8524c462e83f5b8cd2b55b6de = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_84a4a24c103745dd91e4e5803ba322a1 = L.popup({"maxWidth": "100%"});

        
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                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_5b4c22f752ab4506953749da269ef05d = $(`<div id="html_5b4c22f752ab4506953749da269ef05d" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 1</div>`)[0];
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                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_edb207d7df37458283175b9632cba397 = $(`<div id="html_edb207d7df37458283175b9632cba397" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 1</div>`)[0];
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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 0x12517e550>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location = [latitude, longitude], zoom_start = 11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(NO_OF_CLUSTERS)\n",
    "ys = [i + x + (i*x)**2 for i in range(NO_OF_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 neighborhood, cluster, latitude, longitude in zip(toronto_merged['Neighborhood'], toronto_merged['Cluster Labels'], toronto_merged['Latitude'], toronto_merged['Longitude']):\n",
    "    label = folium.Popup(str(neighborhood) + ' Cluster ' + str(cluster), parse_html = True)\n",
    "    folium.CircleMarker(\n",
    "        [latitude, longitude],\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": "markdown",
   "metadata": {},
   "source": [
    "## Examining the clusters\n",
    "\n",
    "Let's try and see each cluster and the most common venue among each."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For cluster 0, the distribution of venues is as:\n",
      "Playground    1\n",
      "Name: 1st Most Common Venue, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "8  Central Toronto               0            Playground   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "8           Fish Market     Fish & Chips Shop   Filipino Restaurant   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "8  Fast Food Restaurant        Farmers Market    Falafel Restaurant   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "8           Event Space  Ethiopian Restaurant      Electronics Store  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For Cluster 0\n",
    "result = toronto_merged.loc[toronto_merged['Cluster Labels'] == 0, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]\n",
    "print(\"For cluster {}, the distribution of venues is as:\\n{}\".format(0, result['1st Most Common Venue'].value_counts()))\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For cluster 1, the distribution of venues is as:\n",
      "Coffee Shop           14\n",
      "Café                   5\n",
      "Clothing Store         2\n",
      "Sandwich Place         2\n",
      "Breakfast Spot         2\n",
      "Airport Service        1\n",
      "Greek Restaurant       1\n",
      "Mexican Restaurant     1\n",
      "Bar                    1\n",
      "Bakery                 1\n",
      "Light Rail Station     1\n",
      "Pub                    1\n",
      "Health Food Store      1\n",
      "Name: 1st Most Common Venue, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Sports Bar</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Tea Room</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Spa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</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>Bakery</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Airport Food Court</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Sculpture Garden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Park</td>\n",
       "      <td>Cheese Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bus Stop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Stadium</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Climbing Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Park</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Post Office</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Skate Park</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "0       East Toronto               1     Health Food Store   \n",
       "1       East Toronto               1      Greek Restaurant   \n",
       "2       East Toronto               1        Sandwich Place   \n",
       "3       East Toronto               1                  Café   \n",
       "5    Central Toronto               1        Clothing Store   \n",
       "6    Central Toronto               1        Clothing Store   \n",
       "7    Central Toronto               1        Sandwich Place   \n",
       "9    Central Toronto               1                   Pub   \n",
       "11  Downtown Toronto               1           Coffee Shop   \n",
       "12  Downtown Toronto               1           Coffee Shop   \n",
       "13  Downtown Toronto               1           Coffee Shop   \n",
       "14  Downtown Toronto               1           Coffee Shop   \n",
       "15  Downtown Toronto               1           Coffee Shop   \n",
       "16  Downtown Toronto               1           Coffee Shop   \n",
       "17  Downtown Toronto               1           Coffee Shop   \n",
       "18  Downtown Toronto               1           Coffee Shop   \n",
       "19  Downtown Toronto               1           Coffee Shop   \n",
       "20  Downtown Toronto               1           Coffee Shop   \n",
       "21  Downtown Toronto               1           Coffee Shop   \n",
       "24   Central Toronto               1           Coffee Shop   \n",
       "25  Downtown Toronto               1                  Café   \n",
       "26  Downtown Toronto               1                  Café   \n",
       "27  Downtown Toronto               1       Airport Service   \n",
       "28  Downtown Toronto               1           Coffee Shop   \n",
       "29  Downtown Toronto               1           Coffee Shop   \n",
       "30  Downtown Toronto               1                  Café   \n",
       "31      West Toronto               1                Bakery   \n",
       "32      West Toronto               1                   Bar   \n",
       "33      West Toronto               1        Breakfast Spot   \n",
       "34      West Toronto               1    Mexican Restaurant   \n",
       "35      West Toronto               1        Breakfast Spot   \n",
       "36      West Toronto               1                  Café   \n",
       "37      East Toronto               1    Light Rail Station   \n",
       "\n",
       "            2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                             Pub           Music Venue     Convenience Store   \n",
       "1                     Coffee Shop        Ice Cream Shop    Italian Restaurant   \n",
       "2            Fast Food Restaurant    Italian Restaurant             Pet Store   \n",
       "3                     Coffee Shop    Italian Restaurant             Gastropub   \n",
       "5                            Park     Food & Drink Shop                 Hotel   \n",
       "6                     Coffee Shop           Yoga Studio   Sporting Goods Shop   \n",
       "7                     Pizza Place          Dessert Shop              Pharmacy   \n",
       "9                     Coffee Shop           Pizza Place            Bagel Shop   \n",
       "11                         Bakery                   Pub           Pizza Place   \n",
       "12            Japanese Restaurant      Sushi Restaurant               Gay Bar   \n",
       "13                           Park                Bakery                   Pub   \n",
       "14                 Clothing Store                  Café        Cosmetics Shop   \n",
       "15                           Café            Restaurant                 Hotel   \n",
       "16                   Cocktail Bar                  Café            Restaurant   \n",
       "17                           Café    Italian Restaurant          Burger Joint   \n",
       "18                           Café   American Restaurant       Thai Restaurant   \n",
       "19                       Aquarium                 Hotel                  Café   \n",
       "20                           Café                 Hotel            Restaurant   \n",
       "21                           Café                 Hotel            Restaurant   \n",
       "24                           Café        Sandwich Place           Pizza Place   \n",
       "25                            Bar    Italian Restaurant   Japanese Restaurant   \n",
       "26  Vegetarian / Vegan Restaurant           Coffee Shop                   Bar   \n",
       "27                 Airport Lounge      Airport Terminal         Boat or Ferry   \n",
       "28                     Restaurant                  Café    Italian Restaurant   \n",
       "29                           Café                 Hotel   American Restaurant   \n",
       "30                  Grocery Store                  Park     Convenience Store   \n",
       "31                       Pharmacy           Supermarket  Gym / Fitness Center   \n",
       "32                    Men's Store      Asian Restaurant           Coffee Shop   \n",
       "33                    Coffee Shop                  Café         Burrito Place   \n",
       "34                           Café                   Bar    Italian Restaurant   \n",
       "35                      Gift Shop            Restaurant          Dessert Shop   \n",
       "36                    Coffee Shop           Pizza Place                   Gym   \n",
       "37                    Pizza Place                Garden            Comic Shop   \n",
       "\n",
       "          5th Most Common Venue      6th Most Common Venue  \\\n",
       "0                       Dog Run        Filipino Restaurant   \n",
       "1        Furniture / Home Store                    Brewery   \n",
       "2                           Gym                Pizza Place   \n",
       "3                        Bakery        American Restaurant   \n",
       "5                Breakfast Spot             Sandwich Place   \n",
       "6            Chinese Restaurant        Rental Car Location   \n",
       "7            Italian Restaurant            Thai Restaurant   \n",
       "9           Fried Chicken Joint                Supermarket   \n",
       "11                         Café                 Restaurant   \n",
       "12                   Restaurant                        Gym   \n",
       "13                      Theater             Breakfast Spot   \n",
       "14    Middle Eastern Restaurant        Sporting Goods Shop   \n",
       "15               Cosmetics Shop                     Bakery   \n",
       "16                     Beer Bar         Italian Restaurant   \n",
       "17               Sandwich Place  Middle Eastern Restaurant   \n",
       "18                   Steakhouse                        Bar   \n",
       "19           Italian Restaurant        Fried Chicken Joint   \n",
       "20                       Bakery                 Steakhouse   \n",
       "21          American Restaurant                  Gastropub   \n",
       "24                    BBQ Joint          Indian Restaurant   \n",
       "25                    Bookstore                 Restaurant   \n",
       "26                       Bakery        Dumpling Restaurant   \n",
       "27                     Boutique                    Airport   \n",
       "28           Seafood Restaurant                   Beer Bar   \n",
       "29           Seafood Restaurant                        Bar   \n",
       "30                    Nightclub                 Baby Store   \n",
       "31                         Pool                Music Venue   \n",
       "32                       Bakery                 Restaurant   \n",
       "33                      Stadium                        Bar   \n",
       "34          Arts & Crafts Store                  Bookstore   \n",
       "35  Eastern European Restaurant                        Bar   \n",
       "36            Electronics Store           Sushi Restaurant   \n",
       "37             Recording Studio                 Restaurant   \n",
       "\n",
       "    7th Most Common Venue      8th Most Common Venue  \\\n",
       "0    Fast Food Restaurant             Farmers Market   \n",
       "1                  Bakery                  Juice Bar   \n",
       "2                     Pub              Movie Theater   \n",
       "3             Fish Market                  Bookstore   \n",
       "5                     Gym         Falafel Restaurant   \n",
       "6            Dessert Shop                      Diner   \n",
       "7                    Café                Coffee Shop   \n",
       "9              Sports Bar        American Restaurant   \n",
       "11     Italian Restaurant                       Bank   \n",
       "12            Men's Store            Bubble Tea Shop   \n",
       "13                   Café                 Restaurant   \n",
       "14               Tea Room         Italian Restaurant   \n",
       "15         Breakfast Spot             Clothing Store   \n",
       "16                 Bakery                 Steakhouse   \n",
       "17                 Bakery         Chinese Restaurant   \n",
       "18                  Hotel             Cosmetics Shop   \n",
       "19            Pizza Place                    Brewery   \n",
       "20     Italian Restaurant                  Gastropub   \n",
       "21          Deli / Bodega         Italian Restaurant   \n",
       "24      Jewish Restaurant               Liquor Store   \n",
       "25                 Bakery         Chinese Restaurant   \n",
       "26     Mexican Restaurant      Vietnamese Restaurant   \n",
       "27     Airport Food Court               Airport Gate   \n",
       "28           Cocktail Bar                      Hotel   \n",
       "29             Restaurant                     Bakery   \n",
       "30             Restaurant         Italian Restaurant   \n",
       "31         Discount Store  Middle Eastern Restaurant   \n",
       "32  Vietnamese Restaurant                       Café   \n",
       "33             Restaurant       Caribbean Restaurant   \n",
       "34            Flea Market                       Park   \n",
       "35                   Bank              Movie Theater   \n",
       "36     Italian Restaurant                      Diner   \n",
       "37          Burrito Place                    Brewery   \n",
       "\n",
       "        9th Most Common Venue     10th Most Common Venue  \n",
       "0          Falafel Restaurant                Event Space  \n",
       "1                         Spa             Cosmetics Shop  \n",
       "2               Burrito Place               Burger Joint  \n",
       "3   Latin American Restaurant                Cheese Shop  \n",
       "5                 Event Space                    Dog Run  \n",
       "6          Salon / Barbershop         Mexican Restaurant  \n",
       "7            Sushi Restaurant                    Brewery  \n",
       "9                        Park      Vietnamese Restaurant  \n",
       "11        Japanese Restaurant         Chinese Restaurant  \n",
       "12               Burger Joint                       Café  \n",
       "13         Mexican Restaurant                    Brewery  \n",
       "14                    Theater            Bubble Tea Shop  \n",
       "15                  Gastropub               Cocktail Bar  \n",
       "16         Seafood Restaurant                Cheese Shop  \n",
       "17                        Bar                        Spa  \n",
       "18               Burger Joint                     Bakery  \n",
       "19                 Restaurant                     Bakery  \n",
       "20         Seafood Restaurant              Deli / Bodega  \n",
       "21                     Bakery                 Steakhouse  \n",
       "24             Cosmetics Shop                       Park  \n",
       "25                   Beer Bar                 Beer Store  \n",
       "26         Chinese Restaurant               Dessert Shop  \n",
       "27            Harbor / Marina           Sculpture Garden  \n",
       "28                       Park                Cheese Shop  \n",
       "29               Burger Joint                 Steakhouse  \n",
       "30                      Diner         Athletics & Sports  \n",
       "31                       Café                   Bus Stop  \n",
       "32                Pizza Place               Cocktail Bar  \n",
       "33         Italian Restaurant               Climbing Gym  \n",
       "34                  Speakeasy  Cajun / Creole Restaurant  \n",
       "35                    Dog Run         Italian Restaurant  \n",
       "36                        Pub                Post Office  \n",
       "37                 Skate Park             Farmers Market  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For Cluster 1\n",
    "result = toronto_merged.loc[toronto_merged['Cluster Labels'] == 1, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]\n",
    "print(\"For cluster {}, the distribution of venues is as:\\n{}\".format(1, result['1st Most Common Venue'].value_counts()))\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For cluster 2, the distribution of venues is as:\n",
      "Park    1\n",
      "Name: 1st Most Common Venue, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "10  Downtown Toronto               2                  Park   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "10            Playground                 Trail                 Diner   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "10  Fast Food Restaurant        Farmers Market    Falafel Restaurant   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "10           Event Space  Ethiopian Restaurant      Electronics Store  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For Cluster 2\n",
    "result = toronto_merged.loc[toronto_merged['Cluster Labels'] == 2, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]\n",
    "print(\"For cluster {}, the distribution of venues is as:\\n{}\".format(2, result['1st Most Common Venue'].value_counts()))\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For cluster 3, the distribution of venues is as:\n",
      "Park     1\n",
      "Trail    1\n",
      "Name: 1st Most Common Venue, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>3</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>3</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "4   Central Toronto               3                  Park   \n",
       "23  Central Toronto               3                 Trail   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "4            Swim School              Bus Line           Yoga Studio   \n",
       "23         Jewelry Store                  Park              Bus Line   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "4                Dog Run   Filipino Restaurant  Fast Food Restaurant   \n",
       "23      Sushi Restaurant           Yoga Studio            Donut Shop   \n",
       "\n",
       "   8th Most Common Venue        9th Most Common Venue 10th Most Common Venue  \n",
       "4         Farmers Market           Falafel Restaurant            Event Space  \n",
       "23   Dumpling Restaurant  Eastern European Restaurant      Electronics Store  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For Cluster 3\n",
    "result = toronto_merged.loc[toronto_merged['Cluster Labels'] == 3, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]\n",
    "print(\"For cluster {}, the distribution of venues is as:\\n{}\".format(3, result['1st Most Common Venue'].value_counts()))\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For cluster 4, the distribution of venues is as:\n",
      "Home Service    1\n",
      "Name: 1st Most Common Venue, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>4</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "22  Central Toronto               4          Home Service   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "22                Garden           Yoga Studio               Dog Run   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "22   Filipino Restaurant  Fast Food Restaurant        Farmers Market   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "22    Falafel Restaurant           Event Space   Ethiopian Restaurant  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For Cluster 4\n",
    "result = toronto_merged.loc[toronto_merged['Cluster Labels'] == 4, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]\n",
    "print(\"For cluster {}, the distribution of venues is as:\\n{}\".format(4, result['1st Most Common Venue'].value_counts()))\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the five clusters above, it appears that there is one major cluster filled with **Coffee Shop**."
   ]
  }
 ],
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