 Segmenting and Clustering Neighborhoods in Toronto.ipynb

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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "#!python3 -m pip install geopy\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "import requests # library to handle requests\n",
    "from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "#!python3 -m pip install folium # uncomment this line if you haven't completed the Foursquare API lab\n",
    "import folium # map rendering library"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### READING THE TABLE FROM WIKIPEDIA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_html('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M', header=0)[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GET ONLY ASSIGNED BOROUGH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park / Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor / Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park / Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal code           Borough                                  Neighborhood\n",
       "2         M3A        North York                                     Parkwoods\n",
       "3         M4A        North York                              Victoria Village\n",
       "4         M5A  Downtown Toronto                    Regent Park / Harbourfront\n",
       "5         M6A        North York             Lawrence Manor / Lawrence Heights\n",
       "6         M7A  Downtown Toronto  Queen's Park / Ontario Provincial Government"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df['Borough'] != 'Not assigned']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If a cell has a borough but a Not assigned neighborhood, then the neighborhood will be the same as the borough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.groupby(['Postal code','Borough'], sort=False)['Neighborhood'].apply(','.join)\n",
    "df['Neighborhood'] = df['Neighborhood'].str.replace(' /', ',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  Postal code           Borough                                 Neighborhood\n",
       "2         M3A        North York                                    Parkwoods\n",
       "3         M4A        North York                             Victoria Village\n",
       "4         M5A  Downtown Toronto                    Regent Park, Harbourfront\n",
       "5         M6A        North York             Lawrence Manor, Lawrence Heights\n",
       "6         M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If neighborhood not assigned, neighborhood will be the same as borough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['Neighborhood'] == 'Not assigned', \n",
    "       'Neighborhood'] = df.loc[df['Neighborhood'] == 'Not assigned', 'Borough']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GET DATAFRAME NUMBER OF ROWS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get latitude and logitude for each postal code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geocoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_long = pd.read_csv('http://cocl.us/Geospatial_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_long.head()\n",
    "lat_long.rename(columns={'Postal Code': 'Postal code'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "toronto_df = pd.merge(df, lat_long, on='Postal code')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get geograpical coordinate of Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Toronto are 43.6534817, -79.3839347.\n"
     ]
    }
   ],
   "source": [
    "address = 'Toronto'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of Toronto are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extract Toronto neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The dataframe has 4 boroughs and 39 neighborhoods.\n"
     ]
    }
   ],
   "source": [
    "neighborhoods_toronto = toronto_df[toronto_df['Borough'].str.contains('Toronto', case=False)]\n",
    "print('The dataframe has {} boroughs and {} neighborhoods.'.format(\n",
    "        len(neighborhoods['Borough'].unique()),\n",
    "        neighborhoods.shape[0]\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a map of Toronto with neighborhoods superimposed on top."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
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        var popup_0d5dce2acdce471e95abc393d04720da = L.popup({"maxWidth": "100%"});

        
            var html_7551c6d0c75b4d52a69372112be5b5dc = $(`<div id="html_7551c6d0c75b4d52a69372112be5b5dc" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>`)[0];
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            var html_e61a8834cb7843fe8053748523fa9e91 = $(`<div id="html_e61a8834cb7843fe8053748523fa9e91" style="width: 100.0%; height: 100.0%;">University of Toronto, Harbord, Downtown Toronto</div>`)[0];
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            popup_d3a9c86d81534f06bfbcf9ede1c36410.setContent(html_ee0b00b978744b1cb4039ea6ec951fbf);
        

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            var circle_marker_c9bc7859697e468181c933b48b98a974 = L.circleMarker(
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        var popup_06068cf9ceab48fb8970cb7e4ef105de = L.popup({"maxWidth": "100%"});

        
            var html_58ee324297c84adc8880c3938d425fe1 = $(`<div id="html_58ee324297c84adc8880c3938d425fe1" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park, Downtown Toronto</div>`)[0];
            popup_06068cf9ceab48fb8970cb7e4ef105de.setContent(html_58ee324297c84adc8880c3938d425fe1);
        

        circle_marker_c9bc7859697e468181c933b48b98a974.bindPopup(popup_06068cf9ceab48fb8970cb7e4ef105de)
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            var circle_marker_1e9939226765440987047f59516e3b83 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_f97d8fd8145b45d094a2f83759c6fb91 = $(`<div id="html_f97d8fd8145b45d094a2f83759c6fb91" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park, Central Toronto</div>`)[0];
            popup_cf3ccee6c1da435e823aa7a056d69419.setContent(html_f97d8fd8145b45d094a2f83759c6fb91);
        

        circle_marker_1e9939226765440987047f59516e3b83.bindPopup(popup_cf3ccee6c1da435e823aa7a056d69419)
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            var circle_marker_c19b16f9719347faa0b4a45a2b720ab0 = L.circleMarker(
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            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_bccdfda37e984616ae4464fb7430e076 = L.popup({"maxWidth": "100%"});

        
            var html_63eb878c427b4bdeb6cd3eabcb6d8816 = $(`<div id="html_63eb878c427b4bdeb6cd3eabcb6d8816" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst  Quay, South Niagara, Island airport, Downtown Toronto</div>`)[0];
            popup_bccdfda37e984616ae4464fb7430e076.setContent(html_63eb878c427b4bdeb6cd3eabcb6d8816);
        

        circle_marker_c19b16f9719347faa0b4a45a2b720ab0.bindPopup(popup_bccdfda37e984616ae4464fb7430e076)
        ;

        
    
    
            var circle_marker_57d7610d3ae7432b8d5e394991442f66 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_220043eee5ba42be9e845da90ab6e245 = L.popup({"maxWidth": "100%"});

        
            var html_6d3ca2ee5b7248f18ba00cd29be4db70 = $(`<div id="html_6d3ca2ee5b7248f18ba00cd29be4db70" style="width: 100.0%; height: 100.0%;">Rosedale, Downtown Toronto</div>`)[0];
            popup_220043eee5ba42be9e845da90ab6e245.setContent(html_6d3ca2ee5b7248f18ba00cd29be4db70);
        

        circle_marker_57d7610d3ae7432b8d5e394991442f66.bindPopup(popup_220043eee5ba42be9e845da90ab6e245)
        ;

        
    
    
            var circle_marker_43723b75002d42068758bea132bc74c4 = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_04c50225fb6d4e579997930c0134574d = L.popup({"maxWidth": "100%"});

        
            var html_034db24913c34722b9ae45426a2688e7 = $(`<div id="html_034db24913c34722b9ae45426a2688e7" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes, Downtown Toronto</div>`)[0];
            popup_04c50225fb6d4e579997930c0134574d.setContent(html_034db24913c34722b9ae45426a2688e7);
        

        circle_marker_43723b75002d42068758bea132bc74c4.bindPopup(popup_04c50225fb6d4e579997930c0134574d)
        ;

        
    
    
            var circle_marker_0d5687a900d646bbb08712f2caf3f2ad = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_3884d594846f41af8b1af2d54a3a1cef = L.popup({"maxWidth": "100%"});

        
            var html_a0f286f264264f5392006b3fbd7782f5 = $(`<div id="html_a0f286f264264f5392006b3fbd7782f5" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown, Downtown Toronto</div>`)[0];
            popup_3884d594846f41af8b1af2d54a3a1cef.setContent(html_a0f286f264264f5392006b3fbd7782f5);
        

        circle_marker_0d5687a900d646bbb08712f2caf3f2ad.bindPopup(popup_3884d594846f41af8b1af2d54a3a1cef)
        ;

        
    
    
            var circle_marker_d361adb3c77b489ab35f5b211b544287 = L.circleMarker(
                [43.6484292, -79.3822802],
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            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_1b007f1f5b9e457796a87bf5f92b7fc2 = L.popup({"maxWidth": "100%"});

        
            var html_e2fe032652f14ab8972c97b4f49cf3ce = $(`<div id="html_e2fe032652f14ab8972c97b4f49cf3ce" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city, Downtown Toronto</div>`)[0];
            popup_1b007f1f5b9e457796a87bf5f92b7fc2.setContent(html_e2fe032652f14ab8972c97b4f49cf3ce);
        

        circle_marker_d361adb3c77b489ab35f5b211b544287.bindPopup(popup_1b007f1f5b9e457796a87bf5f92b7fc2)
        ;

        
    
    
            var circle_marker_fec08aa7a9c84d53afba590961ee9759 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_90f54748c9414a5ab080dfbd2537c2d1 = L.popup({"maxWidth": "100%"});

        
            var html_999a1b07809247d7b6ebb8a55530a186 = $(`<div id="html_999a1b07809247d7b6ebb8a55530a186" style="width: 100.0%; height: 100.0%;">Church and Wellesley, Downtown Toronto</div>`)[0];
            popup_90f54748c9414a5ab080dfbd2537c2d1.setContent(html_999a1b07809247d7b6ebb8a55530a186);
        

        circle_marker_fec08aa7a9c84d53afba590961ee9759.bindPopup(popup_90f54748c9414a5ab080dfbd2537c2d1)
        ;

        
    
    
            var circle_marker_e318bd45968846d592c4e22cf16016f4 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_362c7c9d1c4f42fcbef0fa25e6a54fb2);
        
    
        var popup_f2d11d8c54a044659f5401b4a3ce87df = L.popup({"maxWidth": "100%"});

        
            var html_cd1d4d8e12084dcf86ae56eff43b42fe = $(`<div id="html_cd1d4d8e12084dcf86ae56eff43b42fe" style="width: 100.0%; height: 100.0%;">Business reply mail Processing CentrE, East Toronto</div>`)[0];
            popup_f2d11d8c54a044659f5401b4a3ce87df.setContent(html_cd1d4d8e12084dcf86ae56eff43b42fe);
        

        circle_marker_e318bd45968846d592c4e22cf16016f4.bindPopup(popup_f2d11d8c54a044659f5401b4a3ce87df)
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fa9cdaf5f98>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(neighborhoods_toronto['Latitude'], neighborhoods_toronto['Longitude'], \n",
    "                                           neighborhoods_toronto['Borough'], neighborhoods_toronto['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API Foursquare Credentials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from credentials import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "CLIENT_ID =  CLIENT_ID\n",
    "CLIENT_SECRET = CLIENT_SECRET\n",
    "VERSION = '20200412' # Foursquare API version"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EXPLORE ALL THE NEIGHBORHOODS IN TORONT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&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": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parkwoods\n",
      "Victoria Village\n",
      "Regent Park, Harbourfront\n",
      "Lawrence Manor, Lawrence Heights\n",
      "Queen's Park, Ontario Provincial Government\n",
      "Islington Avenue\n",
      "Malvern, Rouge\n",
      "Don Mills\n",
      "Parkview Hill, Woodbine Gardens\n",
      "Garden District, Ryerson\n",
      "Glencairn\n",
      "West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale\n",
      "Rouge Hill, Port Union, Highland Creek\n",
      "Don Mills\n",
      "Woodbine Heights\n",
      "St. James Town\n",
      "Humewood-Cedarvale\n",
      "Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood\n",
      "Guildwood, Morningside, West Hill\n",
      "The Beaches\n",
      "Berczy Park\n",
      "Caledonia-Fairbanks\n",
      "Woburn\n",
      "Leaside\n",
      "Central Bay Street\n",
      "Christie\n",
      "Cedarbrae\n",
      "Hillcrest Village\n",
      "Bathurst Manor, Wilson Heights, Downsview North\n",
      "Thorncliffe Park\n",
      "Richmond, Adelaide, King\n",
      "Dufferin, Dovercourt Village\n",
      "Scarborough Village\n",
      "Fairview, Henry Farm, Oriole\n",
      "Northwood Park, York University\n",
      "East Toronto\n",
      "Harbourfront East, Union Station, Toronto Islands\n",
      "Little Portugal, Trinity\n",
      "Kennedy Park, Ionview, East Birchmount Park\n",
      "Bayview Village\n",
      "Downsview\n",
      "The Danforth West, Riverdale\n",
      "Toronto Dominion Centre, Design Exchange\n",
      "Brockton, Parkdale Village, Exhibition Place\n",
      "Golden Mile, Clairlea, Oakridge\n",
      "York Mills, Silver Hills\n",
      "Downsview\n",
      "India Bazaar, The Beaches West\n",
      "Commerce Court, Victoria Hotel\n",
      "North Park, Maple Leaf Park, Upwood Park\n",
      "Humber Summit\n",
      "Cliffside, Cliffcrest, Scarborough Village West\n",
      "Willowdale, Newtonbrook\n",
      "Downsview\n",
      "Studio District\n",
      "Bedford Park, Lawrence Manor East\n",
      "Del Ray, Mount Dennis, Keelsdale and Silverthorn\n",
      "Humberlea, Emery\n",
      "Birch Cliff, Cliffside West\n",
      "Willowdale\n",
      "Downsview\n",
      "Lawrence Park\n",
      "Roselawn\n",
      "Runnymede, The Junction North\n",
      "Weston\n",
      "Dorset Park, Wexford Heights, Scarborough Town Centre\n",
      "York Mills West\n",
      "Davisville North\n",
      "Forest Hill North & West\n",
      "High Park, The Junction South\n",
      "Westmount\n",
      "Wexford, Maryvale\n",
      "Willowdale\n",
      "North Toronto West\n",
      "The Annex, North Midtown, Yorkville\n",
      "Parkdale, Roncesvalles\n",
      "Canada Post Gateway Processing Centre\n",
      "Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens\n",
      "Agincourt\n",
      "Davisville\n",
      "University of Toronto, Harbord\n",
      "Runnymede, Swansea\n",
      "Clarks Corners, Tam O'Shanter, Sullivan\n",
      "Moore Park, Summerhill East\n",
      "Kensington Market, Chinatown, Grange Park\n",
      "Milliken, Agincourt North, Steeles East, L'Amoreaux East\n",
      "Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park\n",
      "CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst  Quay, South Niagara, Island airport\n",
      "New Toronto, Mimico South, Humber Bay Shores\n",
      "South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens\n",
      "Steeles West, L'Amoreaux West\n",
      "Rosedale\n",
      "Stn A PO Boxes\n",
      "Alderwood, Long Branch\n",
      "Northwest\n",
      "Upper Rouge\n",
      "St. James Town, Cabbagetown\n",
      "First Canadian Place, Underground city\n",
      "The Kingsway, Montgomery Road, Old Mill North\n",
      "Church and Wellesley\n",
      "Business reply mail Processing CentrE\n",
      "Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East\n",
      "Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West\n"
     ]
    }
   ],
   "source": [
    "toronto_venues = getNearbyVenues(names=toronto_df['Neighborhood'],\n",
    "                                   latitudes=toronto_df['Latitude'],\n",
    "                                   longitudes=toronto_df['Longitude']\n",
    "                                  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2146, 7)\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>Neighborhood</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "      <td>Brookbanks Park</td>\n",
       "      <td>43.751976</td>\n",
       "      <td>-79.332140</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "      <td>Variety Store</td>\n",
       "      <td>43.751974</td>\n",
       "      <td>-79.333114</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>Victoria Village Arena</td>\n",
       "      <td>43.723481</td>\n",
       "      <td>-79.315635</td>\n",
       "      <td>Hockey Arena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>Tim Hortons</td>\n",
       "      <td>43.725517</td>\n",
       "      <td>-79.313103</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>Portugril</td>\n",
       "      <td>43.725819</td>\n",
       "      <td>-79.312785</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0         Parkwoods              43.753259              -79.329656   \n",
       "1         Parkwoods              43.753259              -79.329656   \n",
       "2  Victoria Village              43.725882              -79.315572   \n",
       "3  Victoria Village              43.725882              -79.315572   \n",
       "4  Victoria Village              43.725882              -79.315572   \n",
       "\n",
       "                    Venue  Venue Latitude  Venue Longitude  \\\n",
       "0         Brookbanks Park       43.751976       -79.332140   \n",
       "1           Variety Store       43.751974       -79.333114   \n",
       "2  Victoria Village Arena       43.723481       -79.315635   \n",
       "3             Tim Hortons       43.725517       -79.313103   \n",
       "4               Portugril       43.725819       -79.312785   \n",
       "\n",
       "          Venue Category  \n",
       "0                   Park  \n",
       "1      Food & Drink Shop  \n",
       "2           Hockey Arena  \n",
       "3            Coffee Shop  \n",
       "4  Portuguese Restaurant  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(toronto_venues.shape)\n",
    "toronto_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "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>Agincourt</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>Alderwood, Long Branch</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bathurst Manor, Wilson Heights, Downsview North</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>Bayview Village</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bedford Park, Lawrence Manor East</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</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>Birch Cliff, Cliffside West</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brockton, Parkdale Village, Exhibition Place</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>Business reply mail Processing CentrE</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst  Quay, South Niagara, Island airport</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Caledonia-Fairbanks</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada Post Gateway Processing Centre</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cedarbrae</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Central Bay Street</th>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christie</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Church and Wellesley</th>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarks Corners, Tam O'Shanter, Sullivan</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cliffside, Cliffcrest, Scarborough Village West</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>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>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Davisville North</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Del Ray, Mount Dennis, Keelsdale and Silverthorn</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Don Mills</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dorset Park, Wexford Heights, Scarborough Town Centre</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dufferin, Dovercourt Village</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>East Toronto</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairview, Henry Farm, Oriole</th>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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>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>Rouge Hill, Port Union, Highland Creek</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>Runnymede, Swansea</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Runnymede, The Junction North</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>Scarborough Village</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>South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St. James Town</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>St. James Town, Cabbagetown</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>Steeles West, L'Amoreaux West</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stn A PO Boxes</th>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Studio District</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>Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park</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>The Annex, North Midtown, Yorkville</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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 Danforth West, Riverdale</th>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Kingsway, Montgomery Road, Old Mill North</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>Thorncliffe Park</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toronto Dominion Centre, Design Exchange</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>University of Toronto, Harbord</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Village</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale</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>Westmount</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>Weston</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>Wexford, Maryvale</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>Willowdale</th>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale, Newtonbrook</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>Woburn</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>Woodbine Heights</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>York Mills West</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Agincourt                                                               5   \n",
       "Alderwood, Long Branch                                                 10   \n",
       "Bathurst Manor, Wilson Heights, Downsview North                        20   \n",
       "Bayview Village                                                         4   \n",
       "Bedford Park, Lawrence Manor East                                      24   \n",
       "Berczy Park                                                            56   \n",
       "Birch Cliff, Cliffside West                                             4   \n",
       "Brockton, Parkdale Village, Exhibition Place                           23   \n",
       "Business reply mail Processing CentrE                                  18   \n",
       "CN Tower, King and Spadina, Railway Lands, Harb...                     16   \n",
       "Caledonia-Fairbanks                                                     4   \n",
       "Canada Post Gateway Processing Centre                                  13   \n",
       "Cedarbrae                                                               8   \n",
       "Central Bay Street                                                     64   \n",
       "Christie                                                               18   \n",
       "Church and Wellesley                                                   75   \n",
       "Clarks Corners, Tam O'Shanter, Sullivan                                13   \n",
       "Cliffside, Cliffcrest, Scarborough Village West                         2   \n",
       "Commerce Court, Victoria Hotel                                        100   \n",
       "Davisville                                                             32   \n",
       "Davisville North                                                        8   \n",
       "Del Ray, Mount Dennis, Keelsdale and Silverthorn                        4   \n",
       "Don Mills                                                              27   \n",
       "Dorset Park, Wexford Heights, Scarborough Town ...                      5   \n",
       "Downsview                                                              13   \n",
       "Dufferin, Dovercourt Village                                           15   \n",
       "East Toronto                                                            3   \n",
       "Eringate, Bloordale Gardens, Old Burnhamthorpe,...                      8   \n",
       "Fairview, Henry Farm, Oriole                                           65   \n",
       "First Canadian Place, Underground city                                100   \n",
       "...                                                                   ...   \n",
       "Rosedale                                                                4   \n",
       "Roselawn                                                                1   \n",
       "Rouge Hill, Port Union, Highland Creek                                  1   \n",
       "Runnymede, Swansea                                                     42   \n",
       "Runnymede, The Junction North                                           4   \n",
       "Scarborough Village                                                     3   \n",
       "South Steeles, Silverstone, Humbergate, Jamesto...                      9   \n",
       "St. James Town                                                         87   \n",
       "St. James Town, Cabbagetown                                            40   \n",
       "Steeles West, L'Amoreaux West                                          16   \n",
       "Stn A PO Boxes                                                         98   \n",
       "Studio District                                                        40   \n",
       "Summerhill West, Rathnelly, South Hill, Forest ...                     17   \n",
       "The Annex, North Midtown, Yorkville                                    22   \n",
       "The Beaches                                                             4   \n",
       "The Danforth West, Riverdale                                           42   \n",
       "The Kingsway, Montgomery Road, Old Mill North                           2   \n",
       "Thorncliffe Park                                                       21   \n",
       "Toronto Dominion Centre, Design Exchange                              100   \n",
       "University of Toronto, Harbord                                         37   \n",
       "Victoria Village                                                        4   \n",
       "West Deane Park, Princess Gardens, Martin Grove...                      1   \n",
       "Westmount                                                               7   \n",
       "Weston                                                                  1   \n",
       "Wexford, Maryvale                                                       4   \n",
       "Willowdale                                                             39   \n",
       "Willowdale, Newtonbrook                                                 1   \n",
       "Woburn                                                                  3   \n",
       "Woodbine Heights                                                       12   \n",
       "York Mills West                                                         4   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Agincourt                                                                5   \n",
       "Alderwood, Long Branch                                                  10   \n",
       "Bathurst Manor, Wilson Heights, Downsview North                         20   \n",
       "Bayview Village                                                          4   \n",
       "Bedford Park, Lawrence Manor East                                       24   \n",
       "Berczy Park                                                             56   \n",
       "Birch Cliff, Cliffside West                                              4   \n",
       "Brockton, Parkdale Village, Exhibition Place                            23   \n",
       "Business reply mail Processing CentrE                                   18   \n",
       "CN Tower, King and Spadina, Railway Lands, Harb...                      16   \n",
       "Caledonia-Fairbanks                                                      4   \n",
       "Canada Post Gateway Processing Centre                                   13   \n",
       "Cedarbrae                                                                8   \n",
       "Central Bay Street                                                      64   \n",
       "Christie                                                                18   \n",
       "Church and Wellesley                                                    75   \n",
       "Clarks Corners, Tam O'Shanter, Sullivan                                 13   \n",
       "Cliffside, Cliffcrest, Scarborough Village West                          2   \n",
       "Commerce Court, Victoria Hotel                                         100   \n",
       "Davisville                                                              32   \n",
       "Davisville North                                                         8   \n",
       "Del Ray, Mount Dennis, Keelsdale and Silverthorn                         4   \n",
       "Don Mills                                                               27   \n",
       "Dorset Park, Wexford Heights, Scarborough Town ...                       5   \n",
       "Downsview                                                               13   \n",
       "Dufferin, Dovercourt Village                                            15   \n",
       "East Toronto                                                             3   \n",
       "Eringate, Bloordale Gardens, Old Burnhamthorpe,...                       8   \n",
       "Fairview, Henry Farm, Oriole                                            65   \n",
       "First Canadian Place, Underground city                                 100   \n",
       "...                                                                    ...   \n",
       "Rosedale                                                                 4   \n",
       "Roselawn                                                                 1   \n",
       "Rouge Hill, Port Union, Highland Creek                                   1   \n",
       "Runnymede, Swansea                                                      42   \n",
       "Runnymede, The Junction North                                            4   \n",
       "Scarborough Village                                                      3   \n",
       "South Steeles, Silverstone, Humbergate, Jamesto...                       9   \n",
       "St. James Town                                                          87   \n",
       "St. James Town, Cabbagetown                                             40   \n",
       "Steeles West, L'Amoreaux West                                           16   \n",
       "Stn A PO Boxes                                                          98   \n",
       "Studio District                                                         40   \n",
       "Summerhill West, Rathnelly, South Hill, Forest ...                      17   \n",
       "The Annex, North Midtown, Yorkville                                     22   \n",
       "The Beaches                                                              4   \n",
       "The Danforth West, Riverdale                                            42   \n",
       "The Kingsway, Montgomery Road, Old Mill North                            2   \n",
       "Thorncliffe Park                                                        21   \n",
       "Toronto Dominion Centre, Design Exchange                               100   \n",
       "University of Toronto, Harbord                                          37   \n",
       "Victoria Village                                                         4   \n",
       "West Deane Park, Princess Gardens, Martin Grove...                       1   \n",
       "Westmount                                                                7   \n",
       "Weston                                                                   1   \n",
       "Wexford, Maryvale                                                        4   \n",
       "Willowdale                                                              39   \n",
       "Willowdale, Newtonbrook                                                  1   \n",
       "Woburn                                                                   3   \n",
       "Woodbine Heights                                                        12   \n",
       "York Mills West                                                          4   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Agincourt                                               5               5   \n",
       "Alderwood, Long Branch                                 10              10   \n",
       "Bathurst Manor, Wilson Heights, Downsview North        20              20   \n",
       "Bayview Village                                         4               4   \n",
       "Bedford Park, Lawrence Manor East                      24              24   \n",
       "Berczy Park                                            56              56   \n",
       "Birch Cliff, Cliffside West                             4               4   \n",
       "Brockton, Parkdale Village, Exhibition Place           23              23   \n",
       "Business reply mail Processing CentrE                  18              18   \n",
       "CN Tower, King and Spadina, Railway Lands, Harb...     16              16   \n",
       "Caledonia-Fairbanks                                     4               4   \n",
       "Canada Post Gateway Processing Centre                  13              13   \n",
       "Cedarbrae                                               8               8   \n",
       "Central Bay Street                                     64              64   \n",
       "Christie                                               18              18   \n",
       "Church and Wellesley                                   75              75   \n",
       "Clarks Corners, Tam O'Shanter, Sullivan                13              13   \n",
       "Cliffside, Cliffcrest, Scarborough Village West         2               2   \n",
       "Commerce Court, Victoria Hotel                        100             100   \n",
       "Davisville                                             32              32   \n",
       "Davisville North                                        8               8   \n",
       "Del Ray, Mount Dennis, Keelsdale and Silverthorn        4               4   \n",
       "Don Mills                                              27              27   \n",
       "Dorset Park, Wexford Heights, Scarborough Town ...      5               5   \n",
       "Downsview                                              13              13   \n",
       "Dufferin, Dovercourt Village                           15              15   \n",
       "East Toronto                                            3               3   \n",
       "Eringate, Bloordale Gardens, Old Burnhamthorpe,...      8               8   \n",
       "Fairview, Henry Farm, Oriole                           65              65   \n",
       "First Canadian Place, Underground city                100             100   \n",
       "...                                                   ...             ...   \n",
       "Rosedale                                                4               4   \n",
       "Roselawn                                                1               1   \n",
       "Rouge Hill, Port Union, Highland Creek                  1               1   \n",
       "Runnymede, Swansea                                     42              42   \n",
       "Runnymede, The Junction North                           4               4   \n",
       "Scarborough Village                                     3               3   \n",
       "South Steeles, Silverstone, Humbergate, Jamesto...      9               9   \n",
       "St. James Town                                         87              87   \n",
       "St. James Town, Cabbagetown                            40              40   \n",
       "Steeles West, L'Amoreaux West                          16              16   \n",
       "Stn A PO Boxes                                         98              98   \n",
       "Studio District                                        40              40   \n",
       "Summerhill West, Rathnelly, South Hill, Forest ...     17              17   \n",
       "The Annex, North Midtown, Yorkville                    22              22   \n",
       "The Beaches                                             4               4   \n",
       "The Danforth West, Riverdale                           42              42   \n",
       "The Kingsway, Montgomery Road, Old Mill North           2               2   \n",
       "Thorncliffe Park                                       21              21   \n",
       "Toronto Dominion Centre, Design Exchange              100             100   \n",
       "University of Toronto, Harbord                         37              37   \n",
       "Victoria Village                                        4               4   \n",
       "West Deane Park, Princess Gardens, Martin Grove...      1               1   \n",
       "Westmount                                               7               7   \n",
       "Weston                                                  1               1   \n",
       "Wexford, Maryvale                                       4               4   \n",
       "Willowdale                                             39              39   \n",
       "Willowdale, Newtonbrook                                 1               1   \n",
       "Woburn                                                  3               3   \n",
       "Woodbine Heights                                       12              12   \n",
       "York Mills West                                         4               4   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Agincourt                                                         5   \n",
       "Alderwood, Long Branch                                           10   \n",
       "Bathurst Manor, Wilson Heights, Downsview North                  20   \n",
       "Bayview Village                                                   4   \n",
       "Bedford Park, Lawrence Manor East                                24   \n",
       "Berczy Park                                                      56   \n",
       "Birch Cliff, Cliffside West                                       4   \n",
       "Brockton, Parkdale Village, Exhibition Place                     23   \n",
       "Business reply mail Processing CentrE                            18   \n",
       "CN Tower, King and Spadina, Railway Lands, Harb...               16   \n",
       "Caledonia-Fairbanks                                               4   \n",
       "Canada Post Gateway Processing Centre                            13   \n",
       "Cedarbrae                                                         8   \n",
       "Central Bay Street                                               64   \n",
       "Christie                                                         18   \n",
       "Church and Wellesley                                             75   \n",
       "Clarks Corners, Tam O'Shanter, Sullivan                          13   \n",
       "Cliffside, Cliffcrest, Scarborough Village West                   2   \n",
       "Commerce Court, Victoria Hotel                                  100   \n",
       "Davisville                                                       32   \n",
       "Davisville North                                                  8   \n",
       "Del Ray, Mount Dennis, Keelsdale and Silverthorn                  4   \n",
       "Don Mills                                                        27   \n",
       "Dorset Park, Wexford Heights, Scarborough Town ...                5   \n",
       "Downsview                                                        13   \n",
       "Dufferin, Dovercourt Village                                     15   \n",
       "East Toronto                                                      3   \n",
       "Eringate, Bloordale Gardens, Old Burnhamthorpe,...                8   \n",
       "Fairview, Henry Farm, Oriole                                     65   \n",
       "First Canadian Place, Underground city                          100   \n",
       "...                                                             ...   \n",
       "Rosedale                                                          4   \n",
       "Roselawn                                                          1   \n",
       "Rouge Hill, Port Union, Highland Creek                            1   \n",
       "Runnymede, Swansea                                               42   \n",
       "Runnymede, The Junction North                                     4   \n",
       "Scarborough Village                                               3   \n",
       "South Steeles, Silverstone, Humbergate, Jamesto...                9   \n",
       "St. James Town                                                   87   \n",
       "St. James Town, Cabbagetown                                      40   \n",
       "Steeles West, L'Amoreaux West                                    16   \n",
       "Stn A PO Boxes                                                   98   \n",
       "Studio District                                                  40   \n",
       "Summerhill West, Rathnelly, South Hill, Forest ...               17   \n",
       "The Annex, North Midtown, Yorkville                              22   \n",
       "The Beaches                                                       4   \n",
       "The Danforth West, Riverdale                                     42   \n",
       "The Kingsway, Montgomery Road, Old Mill North                     2   \n",
       "Thorncliffe Park                                                 21   \n",
       "Toronto Dominion Centre, Design Exchange                        100   \n",
       "University of Toronto, Harbord                                   37   \n",
       "Victoria Village                                                  4   \n",
       "West Deane Park, Princess Gardens, Martin Grove...                1   \n",
       "Westmount                                                         7   \n",
       "Weston                                                            1   \n",
       "Wexford, Maryvale                                                 4   \n",
       "Willowdale                                                       39   \n",
       "Willowdale, Newtonbrook                                           1   \n",
       "Woburn                                                            3   \n",
       "Woodbine Heights                                                 12   \n",
       "York Mills West                                                   4   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Agincourt                                                        5  \n",
       "Alderwood, Long Branch                                          10  \n",
       "Bathurst Manor, Wilson Heights, Downsview North                 20  \n",
       "Bayview Village                                                  4  \n",
       "Bedford Park, Lawrence Manor East                               24  \n",
       "Berczy Park                                                     56  \n",
       "Birch Cliff, Cliffside West                                      4  \n",
       "Brockton, Parkdale Village, Exhibition Place                    23  \n",
       "Business reply mail Processing CentrE                           18  \n",
       "CN Tower, King and Spadina, Railway Lands, Harb...              16  \n",
       "Caledonia-Fairbanks                                              4  \n",
       "Canada Post Gateway Processing Centre                           13  \n",
       "Cedarbrae                                                        8  \n",
       "Central Bay Street                                              64  \n",
       "Christie                                                        18  \n",
       "Church and Wellesley                                            75  \n",
       "Clarks Corners, Tam O'Shanter, Sullivan                         13  \n",
       "Cliffside, Cliffcrest, Scarborough Village West                  2  \n",
       "Commerce Court, Victoria Hotel                                 100  \n",
       "Davisville                                                      32  \n",
       "Davisville North                                                 8  \n",
       "Del Ray, Mount Dennis, Keelsdale and Silverthorn                 4  \n",
       "Don Mills                                                       27  \n",
       "Dorset Park, Wexford Heights, Scarborough Town ...               5  \n",
       "Downsview                                                       13  \n",
       "Dufferin, Dovercourt Village                                    15  \n",
       "East Toronto                                                     3  \n",
       "Eringate, Bloordale Gardens, Old Burnhamthorpe,...               8  \n",
       "Fairview, Henry Farm, Oriole                                    65  \n",
       "First Canadian Place, Underground city                         100  \n",
       "...                                                            ...  \n",
       "Rosedale                                                         4  \n",
       "Roselawn                                                         1  \n",
       "Rouge Hill, Port Union, Highland Creek                           1  \n",
       "Runnymede, Swansea                                              42  \n",
       "Runnymede, The Junction North                                    4  \n",
       "Scarborough Village                                              3  \n",
       "South Steeles, Silverstone, Humbergate, Jamesto...               9  \n",
       "St. James Town                                                  87  \n",
       "St. James Town, Cabbagetown                                     40  \n",
       "Steeles West, L'Amoreaux West                                   16  \n",
       "Stn A PO Boxes                                                  98  \n",
       "Studio District                                                 40  \n",
       "Summerhill West, Rathnelly, South Hill, Forest ...              17  \n",
       "The Annex, North Midtown, Yorkville                             22  \n",
       "The Beaches                                                      4  \n",
       "The Danforth West, Riverdale                                    42  \n",
       "The Kingsway, Montgomery Road, Old Mill North                    2  \n",
       "Thorncliffe Park                                                21  \n",
       "Toronto Dominion Centre, Design Exchange                       100  \n",
       "University of Toronto, Harbord                                  37  \n",
       "Victoria Village                                                 4  \n",
       "West Deane Park, Princess Gardens, Martin Grove...               1  \n",
       "Westmount                                                        7  \n",
       "Weston                                                           1  \n",
       "Wexford, Maryvale                                                4  \n",
       "Willowdale                                                      39  \n",
       "Willowdale, Newtonbrook                                          1  \n",
       "Woburn                                                           3  \n",
       "Woodbine Heights                                                12  \n",
       "York Mills West                                                  4  \n",
       "\n",
       "[95 rows x 6 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 262 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "print('There are {} uniques categories.'.format(len(toronto_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze each neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Accessories Store</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",
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       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Warehouse Store</th>\n",
       "      <th>Wine Bar</th>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
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       "   Yoga Studio  Accessories Store  Afghan Restaurant  Airport  \\\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 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  ...  Trail  Train Station  \\\n",
       "0                 0                    0  ...      0              0   \n",
       "1                 0                    0  ...      0              0   \n",
       "2                 0                    0  ...      0              0   \n",
       "3                 0                    0  ...      0              0   \n",
       "4                 0                    0  ...      0              0   \n",
       "\n",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Video Store  \\\n",
       "0                              0                 0            0   \n",
       "1                              0                 0            0   \n",
       "2                              0                 0            0   \n",
       "3                              0                 0            0   \n",
       "4                              0                 0            0   \n",
       "\n",
       "   Vietnamese Restaurant  Warehouse Store  Wine Bar  Wings Joint  \\\n",
       "0                      0                0         0            0   \n",
       "1                      0                0         0            0   \n",
       "2                      0                0         0            0   \n",
       "3                      0                0         0            0   \n",
       "4                      0                0         0            0   \n",
       "\n",
       "   Women's Store  \n",
       "0              0  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  \n",
       "\n",
       "[5 rows x 262 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_onehot = pd.get_dummies(toronto_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "toronto_onehot['Neighborhood'] = toronto_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [toronto_onehot.columns[-1]] + list(toronto_onehot.columns[:-1])\n",
    "toronto_onehot = toronto_onehot[fixed_columns]\n",
    "\n",
    "toronto_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2146, 262)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>Neighborhood</th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Afghan Restaurant</th>\n",
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       "      <th>...</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Agincourt</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</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>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bayview Village</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bedford Park, Lawrence Manor East</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Birch Cliff, Cliffside West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Brockton, Parkdale Village, Exhibition Place</td>\n",
       "      <td>0.043478</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Business reply mail Processing CentrE</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CN Tower, King and Spadina, Railway Lands, Har...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.1875</td>\n",
       "      <td>0.125</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Caledonia-Fairbanks</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Canada Post Gateway Processing Centre</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Central Bay Street</td>\n",
       "      <td>0.015625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.015625</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Christie</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Church and Wellesley</td>\n",
       "      <td>0.026667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.013333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Clarks Corners, Tam O'Shanter, Sullivan</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Cliffside, Cliffcrest, Scarborough Village West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Commerce Court, Victoria Hotel</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Davisville</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Davisville North</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Del Ray, Mount Dennis, Keelsdale and Silverthorn</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Dorset Park, Wexford Heights, Scarborough Town...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Dufferin, Dovercourt Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Eringate, Bloordale Gardens, Old Burnhamthorpe...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.030769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>First Canadian Place, Underground city</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Rosedale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Roselawn</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Rouge Hill, Port Union, Highland Creek</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Runnymede, Swansea</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Runnymede, The Junction North</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Scarborough Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>South Steeles, Silverstone, Humbergate, Jamest...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>St. James Town</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</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>0.011494</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>St. James Town, Cabbagetown</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Steeles West, L'Amoreaux West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Stn A PO Boxes</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.010204</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Studio District</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Summerhill West, Rathnelly, South Hill, Forest...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.058824</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>The Annex, North Midtown, Yorkville</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.045455</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>The Danforth West, Riverdale</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>The Kingsway, Montgomery Road, Old Mill North</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Thorncliffe Park</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.047619</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Toronto Dominion Centre, Design Exchange</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>University of Toronto, Harbord</td>\n",
       "      <td>0.054054</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>West Deane Park, Princess Gardens, Martin Grov...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Westmount</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Weston</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Wexford, Maryvale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Willowdale</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.025641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Willowdale, Newtonbrook</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Woburn</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Woodbine Heights</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>York Mills West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95 rows × 262 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Neighborhood  Yoga Studio  \\\n",
       "0                                           Agincourt     0.000000   \n",
       "1                              Alderwood, Long Branch     0.000000   \n",
       "2     Bathurst Manor, Wilson Heights, Downsview North     0.000000   \n",
       "3                                     Bayview Village     0.000000   \n",
       "4                   Bedford Park, Lawrence Manor East     0.000000   \n",
       "5                                         Berczy Park     0.000000   \n",
       "6                         Birch Cliff, Cliffside West     0.000000   \n",
       "7        Brockton, Parkdale Village, Exhibition Place     0.043478   \n",
       "8               Business reply mail Processing CentrE     0.055556   \n",
       "9   CN Tower, King and Spadina, Railway Lands, Har...     0.000000   \n",
       "10                                Caledonia-Fairbanks     0.000000   \n",
       "11              Canada Post Gateway Processing Centre     0.000000   \n",
       "12                                          Cedarbrae     0.000000   \n",
       "13                                 Central Bay Street     0.015625   \n",
       "14                                           Christie     0.000000   \n",
       "15                               Church and Wellesley     0.026667   \n",
       "16            Clarks Corners, Tam O'Shanter, Sullivan     0.000000   \n",
       "17    Cliffside, Cliffcrest, Scarborough Village West     0.000000   \n",
       "18                     Commerce Court, Victoria Hotel     0.000000   \n",
       "19                                         Davisville     0.000000   \n",
       "20                                   Davisville North     0.000000   \n",
       "21   Del Ray, Mount Dennis, Keelsdale and Silverthorn     0.000000   \n",
       "22                                          Don Mills     0.000000   \n",
       "23  Dorset Park, Wexford Heights, Scarborough Town...     0.000000   \n",
       "24                                          Downsview     0.000000   \n",
       "25                       Dufferin, Dovercourt Village     0.000000   \n",
       "26                                       East Toronto     0.000000   \n",
       "27  Eringate, Bloordale Gardens, Old Burnhamthorpe...     0.000000   \n",
       "28                       Fairview, Henry Farm, Oriole     0.000000   \n",
       "29             First Canadian Place, Underground city     0.000000   \n",
       "..                                                ...          ...   \n",
       "65                                           Rosedale     0.000000   \n",
       "66                                           Roselawn     0.000000   \n",
       "67             Rouge Hill, Port Union, Highland Creek     0.000000   \n",
       "68                                 Runnymede, Swansea     0.023810   \n",
       "69                      Runnymede, The Junction North     0.000000   \n",
       "70                                Scarborough Village     0.000000   \n",
       "71  South Steeles, Silverstone, Humbergate, Jamest...     0.000000   \n",
       "72                                     St. James Town     0.000000   \n",
       "73                        St. James Town, Cabbagetown     0.000000   \n",
       "74                      Steeles West, L'Amoreaux West     0.000000   \n",
       "75                                     Stn A PO Boxes     0.000000   \n",
       "76                                    Studio District     0.025000   \n",
       "77  Summerhill West, Rathnelly, South Hill, Forest...     0.000000   \n",
       "78                The Annex, North Midtown, Yorkville     0.000000   \n",
       "79                                        The Beaches     0.000000   \n",
       "80                       The Danforth West, Riverdale     0.023810   \n",
       "81      The Kingsway, Montgomery Road, Old Mill North     0.000000   \n",
       "82                                   Thorncliffe Park     0.047619   \n",
       "83           Toronto Dominion Centre, Design Exchange     0.000000   \n",
       "84                     University of Toronto, Harbord     0.054054   \n",
       "85                                   Victoria Village     0.000000   \n",
       "86  West Deane Park, Princess Gardens, Martin Grov...     0.000000   \n",
       "87                                          Westmount     0.000000   \n",
       "88                                             Weston     0.000000   \n",
       "89                                  Wexford, Maryvale     0.000000   \n",
       "90                                         Willowdale     0.000000   \n",
       "91                            Willowdale, Newtonbrook     0.000000   \n",
       "92                                             Woburn     0.000000   \n",
       "93                                   Woodbine Heights     0.000000   \n",
       "94                                    York Mills West     0.000000   \n",
       "\n",
       "    Accessories Store  Afghan Restaurant   Airport  Airport Food Court  \\\n",
       "0                 0.0           0.000000  0.000000              0.0000   \n",
       "1                 0.0           0.000000  0.000000              0.0000   \n",
       "2                 0.0           0.000000  0.000000              0.0000   \n",
       "3                 0.0           0.000000  0.000000              0.0000   \n",
       "4                 0.0           0.000000  0.000000              0.0000   \n",
       "5                 0.0           0.000000  0.000000              0.0000   \n",
       "6                 0.0           0.000000  0.000000              0.0000   \n",
       "7                 0.0           0.000000  0.000000              0.0000   \n",
       "8                 0.0           0.000000  0.000000              0.0000   \n",
       "9                 0.0           0.000000  0.062500              0.0625   \n",
       "10                0.0           0.000000  0.000000              0.0000   \n",
       "11                0.0           0.000000  0.000000              0.0000   \n",
       "12                0.0           0.000000  0.000000              0.0000   \n",
       "13                0.0           0.000000  0.000000              0.0000   \n",
       "14                0.0           0.000000  0.000000              0.0000   \n",
       "15                0.0           0.013333  0.000000              0.0000   \n",
       "16                0.0           0.000000  0.000000              0.0000   \n",
       "17                0.0           0.000000  0.000000              0.0000   \n",
       "18                0.0           0.000000  0.000000              0.0000   \n",
       "19                0.0           0.000000  0.000000              0.0000   \n",
       "20                0.0           0.000000  0.000000              0.0000   \n",
       "21                0.0           0.000000  0.000000              0.0000   \n",
       "22                0.0           0.000000  0.000000              0.0000   \n",
       "23                0.0           0.000000  0.000000              0.0000   \n",
       "24                0.0           0.000000  0.076923              0.0000   \n",
       "25                0.0           0.000000  0.000000              0.0000   \n",
       "26                0.0           0.000000  0.000000              0.0000   \n",
       "27                0.0           0.000000  0.000000              0.0000   \n",
       "28                0.0           0.000000  0.000000              0.0000   \n",
       "29                0.0           0.000000  0.000000              0.0000   \n",
       "..                ...                ...       ...                 ...   \n",
       "65                0.0           0.000000  0.000000              0.0000   \n",
       "66                0.0           0.000000  0.000000              0.0000   \n",
       "67                0.0           0.000000  0.000000              0.0000   \n",
       "68                0.0           0.000000  0.000000              0.0000   \n",
       "69                0.0           0.000000  0.000000              0.0000   \n",
       "70                0.0           0.000000  0.000000              0.0000   \n",
       "71                0.0           0.000000  0.000000              0.0000   \n",
       "72                0.0           0.000000  0.000000              0.0000   \n",
       "73                0.0           0.000000  0.000000              0.0000   \n",
       "74                0.0           0.000000  0.000000              0.0000   \n",
       "75                0.0           0.000000  0.000000              0.0000   \n",
       "76                0.0           0.000000  0.000000              0.0000   \n",
       "77                0.0           0.000000  0.000000              0.0000   \n",
       "78                0.0           0.000000  0.000000              0.0000   \n",
       "79                0.0           0.000000  0.000000              0.0000   \n",
       "80                0.0           0.000000  0.000000              0.0000   \n",
       "81                0.0           0.000000  0.000000              0.0000   \n",
       "82                0.0           0.000000  0.000000              0.0000   \n",
       "83                0.0           0.000000  0.000000              0.0000   \n",
       "84                0.0           0.000000  0.000000              0.0000   \n",
       "85                0.0           0.000000  0.000000              0.0000   \n",
       "86                0.0           0.000000  0.000000              0.0000   \n",
       "87                0.0           0.000000  0.000000              0.0000   \n",
       "88                0.0           0.000000  0.000000              0.0000   \n",
       "89                0.0           0.000000  0.000000              0.0000   \n",
       "90                0.0           0.000000  0.000000              0.0000   \n",
       "91                0.0           0.000000  0.000000              0.0000   \n",
       "92                0.0           0.000000  0.000000              0.0000   \n",
       "93                0.0           0.000000  0.000000              0.0000   \n",
       "94                0.0           0.000000  0.000000              0.0000   \n",
       "\n",
       "    Airport Gate  Airport Lounge  Airport Service  Airport Terminal  ...  \\\n",
       "0         0.0000           0.000           0.0000             0.000  ...   \n",
       "1         0.0000           0.000           0.0000             0.000  ...   \n",
       "2         0.0000           0.000           0.0000             0.000  ...   \n",
       "3         0.0000           0.000           0.0000             0.000  ...   \n",
       "4         0.0000           0.000           0.0000             0.000  ...   \n",
       "5         0.0000           0.000           0.0000             0.000  ...   \n",
       "6         0.0000           0.000           0.0000             0.000  ...   \n",
       "7         0.0000           0.000           0.0000             0.000  ...   \n",
       "8         0.0000           0.000           0.0000             0.000  ...   \n",
       "9         0.0625           0.125           0.1875             0.125  ...   \n",
       "10        0.0000           0.000           0.0000             0.000  ...   \n",
       "11        0.0000           0.000           0.0000             0.000  ...   \n",
       "12        0.0000           0.000           0.0000             0.000  ...   \n",
       "13        0.0000           0.000           0.0000             0.000  ...   \n",
       "14        0.0000           0.000           0.0000             0.000  ...   \n",
       "15        0.0000           0.000           0.0000             0.000  ...   \n",
       "16        0.0000           0.000           0.0000             0.000  ...   \n",
       "17        0.0000           0.000           0.0000             0.000  ...   \n",
       "18        0.0000           0.000           0.0000             0.000  ...   \n",
       "19        0.0000           0.000           0.0000             0.000  ...   \n",
       "20        0.0000           0.000           0.0000             0.000  ...   \n",
       "21        0.0000           0.000           0.0000             0.000  ...   \n",
       "22        0.0000           0.000           0.0000             0.000  ...   \n",
       "23        0.0000           0.000           0.0000             0.000  ...   \n",
       "24        0.0000           0.000           0.0000             0.000  ...   \n",
       "25        0.0000           0.000           0.0000             0.000  ...   \n",
       "26        0.0000           0.000           0.0000             0.000  ...   \n",
       "27        0.0000           0.000           0.0000             0.000  ...   \n",
       "28        0.0000           0.000           0.0000             0.000  ...   \n",
       "29        0.0000           0.000           0.0000             0.000  ...   \n",
       "..           ...             ...              ...               ...  ...   \n",
       "65        0.0000           0.000           0.0000             0.000  ...   \n",
       "66        0.0000           0.000           0.0000             0.000  ...   \n",
       "67        0.0000           0.000           0.0000             0.000  ...   \n",
       "68        0.0000           0.000           0.0000             0.000  ...   \n",
       "69        0.0000           0.000           0.0000             0.000  ...   \n",
       "70        0.0000           0.000           0.0000             0.000  ...   \n",
       "71        0.0000           0.000           0.0000             0.000  ...   \n",
       "72        0.0000           0.000           0.0000             0.000  ...   \n",
       "73        0.0000           0.000           0.0000             0.000  ...   \n",
       "74        0.0000           0.000           0.0000             0.000  ...   \n",
       "75        0.0000           0.000           0.0000             0.000  ...   \n",
       "76        0.0000           0.000           0.0000             0.000  ...   \n",
       "77        0.0000           0.000           0.0000             0.000  ...   \n",
       "78        0.0000           0.000           0.0000             0.000  ...   \n",
       "79        0.0000           0.000           0.0000             0.000  ...   \n",
       "80        0.0000           0.000           0.0000             0.000  ...   \n",
       "81        0.0000           0.000           0.0000             0.000  ...   \n",
       "82        0.0000           0.000           0.0000             0.000  ...   \n",
       "83        0.0000           0.000           0.0000             0.000  ...   \n",
       "84        0.0000           0.000           0.0000             0.000  ...   \n",
       "85        0.0000           0.000           0.0000             0.000  ...   \n",
       "86        0.0000           0.000           0.0000             0.000  ...   \n",
       "87        0.0000           0.000           0.0000             0.000  ...   \n",
       "88        0.0000           0.000           0.0000             0.000  ...   \n",
       "89        0.0000           0.000           0.0000             0.000  ...   \n",
       "90        0.0000           0.000           0.0000             0.000  ...   \n",
       "91        0.0000           0.000           0.0000             0.000  ...   \n",
       "92        0.0000           0.000           0.0000             0.000  ...   \n",
       "93        0.0000           0.000           0.0000             0.000  ...   \n",
       "94        0.0000           0.000           0.0000             0.000  ...   \n",
       "\n",
       "      Trail  Train Station  Vegetarian / Vegan Restaurant  Video Game Store  \\\n",
       "0   0.00000           0.00                       0.000000          0.000000   \n",
       "1   0.00000           0.00                       0.000000          0.000000   \n",
       "2   0.00000           0.00                       0.000000          0.000000   \n",
       "3   0.00000           0.00                       0.000000          0.000000   \n",
       "4   0.00000           0.00                       0.000000          0.000000   \n",
       "5   0.00000           0.00                       0.017857          0.000000   \n",
       "6   0.00000           0.00                       0.000000          0.000000   \n",
       "7   0.00000           0.00                       0.000000          0.000000   \n",
       "8   0.00000           0.00                       0.000000          0.000000   \n",
       "9   0.00000           0.00                       0.000000          0.000000   \n",
       "10  0.00000           0.00                       0.000000          0.000000   \n",
       "11  0.00000           0.00                       0.000000          0.000000   \n",
       "12  0.00000           0.00                       0.000000          0.000000   \n",
       "13  0.00000           0.00                       0.015625          0.000000   \n",
       "14  0.00000           0.00                       0.000000          0.000000   \n",
       "15  0.00000           0.00                       0.000000          0.000000   \n",
       "16  0.00000           0.00                       0.000000          0.000000   \n",
       "17  0.00000           0.00                       0.000000          0.000000   \n",
       "18  0.00000           0.00                       0.020000          0.000000   \n",
       "19  0.00000           0.00                       0.000000          0.000000   \n",
       "20  0.00000           0.00                       0.000000          0.000000   \n",
       "21  0.00000           0.00                       0.000000          0.000000   \n",
       "22  0.00000           0.00                       0.000000          0.000000   \n",
       "23  0.00000           0.00                       0.000000          0.000000   \n",
       "24  0.00000           0.00                       0.000000          0.000000   \n",
       "25  0.00000           0.00                       0.000000          0.000000   \n",
       "26  0.00000           0.00                       0.000000          0.000000   \n",
       "27  0.00000           0.00                       0.000000          0.000000   \n",
       "28  0.00000           0.00                       0.000000          0.015385   \n",
       "29  0.00000           0.01                       0.010000          0.000000   \n",
       "..      ...            ...                            ...               ...   \n",
       "65  0.25000           0.00                       0.000000          0.000000   \n",
       "66  0.00000           0.00                       0.000000          0.000000   \n",
       "67  0.00000           0.00                       0.000000          0.000000   \n",
       "68  0.00000           0.00                       0.023810          0.000000   \n",
       "69  0.00000           0.00                       0.000000          0.000000   \n",
       "70  0.00000           0.00                       0.000000          0.000000   \n",
       "71  0.00000           0.00                       0.000000          0.000000   \n",
       "72  0.00000           0.00                       0.011494          0.000000   \n",
       "73  0.00000           0.00                       0.000000          0.000000   \n",
       "74  0.00000           0.00                       0.000000          0.000000   \n",
       "75  0.00000           0.00                       0.010204          0.000000   \n",
       "76  0.00000           0.00                       0.000000          0.000000   \n",
       "77  0.00000           0.00                       0.000000          0.000000   \n",
       "78  0.00000           0.00                       0.045455          0.000000   \n",
       "79  0.25000           0.00                       0.000000          0.000000   \n",
       "80  0.02381           0.00                       0.000000          0.000000   \n",
       "81  0.00000           0.00                       0.000000          0.000000   \n",
       "82  0.00000           0.00                       0.000000          0.000000   \n",
       "83  0.00000           0.01                       0.010000          0.000000   \n",
       "84  0.00000           0.00                       0.000000          0.027027   \n",
       "85  0.00000           0.00                       0.000000          0.000000   \n",
       "86  0.00000           0.00                       0.000000          0.000000   \n",
       "87  0.00000           0.00                       0.000000          0.000000   \n",
       "88  0.00000           0.00                       0.000000          0.000000   \n",
       "89  0.00000           0.00                       0.000000          0.000000   \n",
       "90  0.00000           0.00                       0.000000          0.000000   \n",
       "91  0.00000           0.00                       0.000000          0.000000   \n",
       "92  0.00000           0.00                       0.000000          0.000000   \n",
       "93  0.00000           0.00                       0.000000          0.000000   \n",
       "94  0.00000           0.00                       0.000000          0.000000   \n",
       "\n",
       "    Video Store  Vietnamese Restaurant  Warehouse Store  Wine Bar  \\\n",
       "0      0.000000               0.000000         0.000000  0.000000   \n",
       "1      0.000000               0.000000         0.000000  0.000000   \n",
       "2      0.050000               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         0.000000  0.000000   \n",
       "7      0.000000               0.000000         0.000000  0.000000   \n",
       "8      0.000000               0.000000         0.000000  0.000000   \n",
       "9      0.000000               0.000000         0.000000  0.000000   \n",
       "10     0.000000               0.000000         0.000000  0.000000   \n",
       "11     0.000000               0.000000         0.000000  0.000000   \n",
       "12     0.000000               0.000000         0.000000  0.000000   \n",
       "13     0.000000               0.000000         0.000000  0.015625   \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  0.010000   \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               0.200000         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  0.010000   \n",
       "..          ...                    ...              ...       ...   \n",
       "65     0.000000               0.000000         0.000000  0.000000   \n",
       "66     0.000000               0.000000         0.000000  0.000000   \n",
       "67     0.000000               0.000000         0.000000  0.000000   \n",
       "68     0.000000               0.000000         0.000000  0.000000   \n",
       "69     0.000000               0.000000         0.000000  0.000000   \n",
       "70     0.000000               0.000000         0.000000  0.000000   \n",
       "71     0.000000               0.000000         0.000000  0.000000   \n",
       "72     0.000000               0.000000         0.000000  0.011494   \n",
       "73     0.000000               0.000000         0.000000  0.000000   \n",
       "74     0.000000               0.000000         0.000000  0.000000   \n",
       "75     0.000000               0.000000         0.000000  0.000000   \n",
       "76     0.000000               0.000000         0.000000  0.025000   \n",
       "77     0.000000               0.058824         0.000000  0.000000   \n",
       "78     0.000000               0.000000         0.000000  0.000000   \n",
       "79     0.000000               0.000000         0.000000  0.000000   \n",
       "80     0.000000               0.000000         0.000000  0.000000   \n",
       "81     0.000000               0.000000         0.000000  0.000000   \n",
       "82     0.000000               0.000000         0.047619  0.000000   \n",
       "83     0.000000               0.000000         0.000000  0.010000   \n",
       "84     0.000000               0.000000         0.000000  0.000000   \n",
       "85     0.000000               0.000000         0.000000  0.000000   \n",
       "86     0.000000               0.000000         0.000000  0.000000   \n",
       "87     0.000000               0.000000         0.000000  0.000000   \n",
       "88     0.000000               0.000000         0.000000  0.000000   \n",
       "89     0.000000               0.000000         0.000000  0.000000   \n",
       "90     0.000000               0.025641         0.000000  0.000000   \n",
       "91     0.000000               0.000000         0.000000  0.000000   \n",
       "92     0.000000               0.000000         0.000000  0.000000   \n",
       "93     0.083333               0.000000         0.000000  0.000000   \n",
       "94     0.000000               0.000000         0.000000  0.000000   \n",
       "\n",
       "    Wings Joint  Women's Store  \n",
       "0           0.0       0.000000  \n",
       "1           0.0       0.000000  \n",
       "2           0.0       0.000000  \n",
       "3           0.0       0.000000  \n",
       "4           0.0       0.000000  \n",
       "5           0.0       0.000000  \n",
       "6           0.0       0.000000  \n",
       "7           0.0       0.000000  \n",
       "8           0.0       0.000000  \n",
       "9           0.0       0.000000  \n",
       "10          0.0       0.250000  \n",
       "11          0.0       0.000000  \n",
       "12          0.0       0.000000  \n",
       "13          0.0       0.000000  \n",
       "14          0.0       0.000000  \n",
       "15          0.0       0.000000  \n",
       "16          0.0       0.000000  \n",
       "17          0.0       0.000000  \n",
       "18          0.0       0.000000  \n",
       "19          0.0       0.000000  \n",
       "20          0.0       0.000000  \n",
       "21          0.0       0.000000  \n",
       "22          0.0       0.000000  \n",
       "23          0.0       0.000000  \n",
       "24          0.0       0.000000  \n",
       "25          0.0       0.000000  \n",
       "26          0.0       0.000000  \n",
       "27          0.0       0.000000  \n",
       "28          0.0       0.030769  \n",
       "29          0.0       0.000000  \n",
       "..          ...            ...  \n",
       "65          0.0       0.000000  \n",
       "66          0.0       0.000000  \n",
       "67          0.0       0.000000  \n",
       "68          0.0       0.000000  \n",
       "69          0.0       0.000000  \n",
       "70          0.0       0.000000  \n",
       "71          0.0       0.000000  \n",
       "72          0.0       0.000000  \n",
       "73          0.0       0.000000  \n",
       "74          0.0       0.000000  \n",
       "75          0.0       0.000000  \n",
       "76          0.0       0.000000  \n",
       "77          0.0       0.000000  \n",
       "78          0.0       0.000000  \n",
       "79          0.0       0.000000  \n",
       "80          0.0       0.000000  \n",
       "81          0.0       0.000000  \n",
       "82          0.0       0.000000  \n",
       "83          0.0       0.000000  \n",
       "84          0.0       0.000000  \n",
       "85          0.0       0.000000  \n",
       "86          0.0       0.000000  \n",
       "87          0.0       0.000000  \n",
       "88          0.0       0.000000  \n",
       "89          0.0       0.000000  \n",
       "90          0.0       0.000000  \n",
       "91          0.0       0.000000  \n",
       "92          0.0       0.000000  \n",
       "93          0.0       0.000000  \n",
       "94          0.0       0.000000  \n",
       "\n",
       "[95 rows x 262 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped = toronto_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "toronto_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(95, 262)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_grouped.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Agincourt----\n",
      "                       venue  freq\n",
      "0                     Lounge   0.2\n",
      "1               Skating Rink   0.2\n",
      "2             Breakfast Spot   0.2\n",
      "3  Latin American Restaurant   0.2\n",
      "4             Clothing Store   0.2\n",
      "\n",
      "\n",
      "----Alderwood, Long Branch----\n",
      "                venue  freq\n",
      "0         Pizza Place   0.2\n",
      "1                 Gym   0.1\n",
      "2  Athletics & Sports   0.1\n",
      "3                Pool   0.1\n",
      "4         Coffee Shop   0.1\n",
      "\n",
      "\n",
      "----Bathurst Manor, Wilson Heights, Downsview North----\n",
      "                       venue  freq\n",
      "0                       Bank  0.10\n",
      "1                Coffee Shop  0.10\n",
      "2             Ice Cream Shop  0.05\n",
      "3  Middle Eastern Restaurant  0.05\n",
      "4                 Restaurant  0.05\n",
      "\n",
      "\n",
      "----Bayview Village----\n",
      "                 venue  freq\n",
      "0                 Bank  0.25\n",
      "1   Chinese Restaurant  0.25\n",
      "2  Japanese Restaurant  0.25\n",
      "3                 Café  0.25\n",
      "4          Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----Bedford Park, Lawrence Manor East----\n",
      "                venue  freq\n",
      "0          Restaurant  0.08\n",
      "1  Italian Restaurant  0.08\n",
      "2         Coffee Shop  0.08\n",
      "3      Sandwich Place  0.08\n",
      "4        Liquor Store  0.04\n",
      "\n",
      "\n",
      "----Berczy Park----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.05\n",
      "1            Beer Bar  0.04\n",
      "2  Italian Restaurant  0.04\n",
      "3  Seafood Restaurant  0.04\n",
      "4         Cheese Shop  0.04\n",
      "\n",
      "\n",
      "----Birch Cliff, Cliffside West----\n",
      "                   venue  freq\n",
      "0        College Stadium  0.25\n",
      "1           Skating Rink  0.25\n",
      "2  General Entertainment  0.25\n",
      "3                   Café  0.25\n",
      "4         Massage Studio  0.00\n",
      "\n",
      "\n",
      "----Brockton, Parkdale Village, Exhibition Place----\n",
      "            venue  freq\n",
      "0            Café  0.13\n",
      "1  Breakfast Spot  0.09\n",
      "2     Coffee Shop  0.09\n",
      "3     Yoga Studio  0.04\n",
      "4          Bakery  0.04\n",
      "\n",
      "\n",
      "----Business reply mail Processing CentrE----\n",
      "            venue  freq\n",
      "0     Yoga Studio  0.06\n",
      "1   Auto Workshop  0.06\n",
      "2         Brewery  0.06\n",
      "3  Farmers Market  0.06\n",
      "4      Smoke Shop  0.06\n",
      "\n",
      "\n",
      "----CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst  Quay, South Niagara, Island airport----\n",
      "              venue  freq\n",
      "0   Airport Service  0.19\n",
      "1  Airport Terminal  0.12\n",
      "2    Airport Lounge  0.12\n",
      "3          Boutique  0.06\n",
      "4               Bar  0.06\n",
      "\n",
      "\n",
      "----Caledonia-Fairbanks----\n",
      "                 venue  freq\n",
      "0                 Park  0.50\n",
      "1        Women's Store  0.25\n",
      "2               Market  0.25\n",
      "3  Moroccan Restaurant  0.00\n",
      "4        Luggage Store  0.00\n",
      "\n",
      "\n",
      "----Canada Post Gateway Processing Centre----\n",
      "                       venue  freq\n",
      "0               Intersection  0.15\n",
      "1                      Hotel  0.15\n",
      "2                Coffee Shop  0.15\n",
      "3  Middle Eastern Restaurant  0.08\n",
      "4        Fried Chicken Joint  0.08\n",
      "\n",
      "\n",
      "----Cedarbrae----\n",
      "                  venue  freq\n",
      "0                  Bank  0.12\n",
      "1   Fried Chicken Joint  0.12\n",
      "2      Hakka Restaurant  0.12\n",
      "3                Bakery  0.12\n",
      "4  Caribbean Restaurant  0.12\n",
      "\n",
      "\n",
      "----Central Bay Street----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.19\n",
      "1   Italian Restaurant  0.06\n",
      "2       Sandwich Place  0.05\n",
      "3                 Café  0.05\n",
      "4  Japanese Restaurant  0.03\n",
      "\n",
      "\n",
      "----Christie----\n",
      "           venue  freq\n",
      "0  Grocery Store  0.22\n",
      "1           Café  0.17\n",
      "2           Park  0.11\n",
      "3     Baby Store  0.06\n",
      "4      Nightclub  0.06\n",
      "\n",
      "\n",
      "----Church and Wellesley----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.07\n",
      "1  Japanese Restaurant  0.05\n",
      "2              Gay Bar  0.05\n",
      "3           Restaurant  0.04\n",
      "4     Sushi Restaurant  0.04\n",
      "\n",
      "\n",
      "----Clarks Corners, Tam O'Shanter, Sullivan----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.15\n",
      "1            Pharmacy  0.08\n",
      "2  Italian Restaurant  0.08\n",
      "3                Bank  0.08\n",
      "4        Intersection  0.08\n",
      "\n",
      "\n",
      "----Cliffside, Cliffcrest, Scarborough Village West----\n",
      "                             venue  freq\n",
      "0              American Restaurant   0.5\n",
      "1                            Motel   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Commerce Court, Victoria Hotel----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.10\n",
      "1   Restaurant  0.07\n",
      "2         Café  0.07\n",
      "3        Hotel  0.06\n",
      "4          Gym  0.04\n",
      "\n",
      "\n",
      "----Davisville----\n",
      "            venue  freq\n",
      "0     Pizza Place  0.09\n",
      "1    Dessert Shop  0.09\n",
      "2  Sandwich Place  0.09\n",
      "3             Gym  0.06\n",
      "4     Coffee Shop  0.06\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "               venue  freq\n",
      "0                Gym  0.12\n",
      "1               Park  0.12\n",
      "2     Breakfast Spot  0.12\n",
      "3  Convenience Store  0.12\n",
      "4     Sandwich Place  0.12\n",
      "\n",
      "\n",
      "----Del Ray, Mount Dennis, Keelsdale and Silverthorn----\n",
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.25\n",
      "1            Restaurant  0.25\n",
      "2  Caribbean Restaurant  0.25\n",
      "3        Sandwich Place  0.25\n",
      "4           Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----Don Mills----\n",
      "                 venue  freq\n",
      "0                  Gym  0.07\n",
      "1           Beer Store  0.07\n",
      "2          Coffee Shop  0.07\n",
      "3           Restaurant  0.07\n",
      "4  Japanese Restaurant  0.07\n",
      "\n",
      "\n",
      "----Dorset Park, Wexford Heights, Scarborough Town Centre----\n",
      "                   venue  freq\n",
      "0      Indian Restaurant   0.4\n",
      "1              Pet Store   0.2\n",
      "2  Vietnamese Restaurant   0.2\n",
      "3     Chinese Restaurant   0.2\n",
      "4     Mexican Restaurant   0.0\n",
      "\n",
      "\n",
      "----Downsview----\n",
      "           venue  freq\n",
      "0  Grocery Store  0.15\n",
      "1           Park  0.15\n",
      "2       Bus Stop  0.08\n",
      "3           Bank  0.08\n",
      "4        Airport  0.08\n",
      "\n",
      "\n",
      "----Dufferin, Dovercourt Village----\n",
      "                       venue  freq\n",
      "0                   Pharmacy  0.13\n",
      "1                     Bakery  0.13\n",
      "2                Music Venue  0.07\n",
      "3  Middle Eastern Restaurant  0.07\n",
      "4                Supermarket  0.07\n",
      "\n",
      "\n",
      "----East Toronto----\n",
      "                             venue  freq\n",
      "0                             Park  0.67\n",
      "1                Convenience Store  0.33\n",
      "2                      Yoga Studio  0.00\n",
      "3                    Metro Station  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood----\n",
      "            venue  freq\n",
      "0     Pizza Place  0.12\n",
      "1  Cosmetics Shop  0.12\n",
      "2  Shopping Plaza  0.12\n",
      "3            Café  0.12\n",
      "4     Coffee Shop  0.12\n",
      "\n",
      "\n",
      "----Fairview, Henry Farm, Oriole----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.11\n",
      "1           Coffee Shop  0.08\n",
      "2  Fast Food Restaurant  0.06\n",
      "3            Restaurant  0.05\n",
      "4         Jewelry Store  0.03\n",
      "\n",
      "\n",
      "----First Canadian Place, Underground city----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.12\n",
      "1         Café  0.07\n",
      "2   Restaurant  0.06\n",
      "3          Gym  0.03\n",
      "4   Steakhouse  0.03\n",
      "\n",
      "\n",
      "----Forest Hill North & West----\n",
      "                venue  freq\n",
      "0    Sushi Restaurant  0.25\n",
      "1  Mexican Restaurant  0.25\n",
      "2       Jewelry Store  0.25\n",
      "3               Trail  0.25\n",
      "4         Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----Garden District, Ryerson----\n",
      "                       venue  freq\n",
      "0             Clothing Store  0.09\n",
      "1                Coffee Shop  0.09\n",
      "2                       Café  0.03\n",
      "3  Middle Eastern Restaurant  0.03\n",
      "4         Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Glencairn----\n",
      "                        venue  freq\n",
      "0                 Pizza Place  0.25\n",
      "1                         Pub  0.25\n",
      "2                        Park  0.25\n",
      "3         Japanese Restaurant  0.25\n",
      "4  Modern European Restaurant  0.00\n",
      "\n",
      "\n",
      "----Golden Mile, Clairlea, Oakridge----\n",
      "            venue  freq\n",
      "0          Bakery   0.2\n",
      "1        Bus Line   0.2\n",
      "2    Soccer Field   0.1\n",
      "3            Park   0.1\n",
      "4  Ice Cream Shop   0.1\n",
      "\n",
      "\n",
      "----Guildwood, Morningside, West Hill----\n",
      "               venue  freq\n",
      "0       Intersection  0.14\n",
      "1     Breakfast Spot  0.14\n",
      "2     Medical Center  0.14\n",
      "3               Bank  0.14\n",
      "4  Electronics Store  0.14\n",
      "\n",
      "\n",
      "----Harbourfront East, Union Station, Toronto Islands----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.12\n",
      "1     Aquarium  0.05\n",
      "2   Restaurant  0.04\n",
      "3         Café  0.04\n",
      "4        Hotel  0.04\n",
      "\n",
      "\n",
      "----High Park, The Junction South----\n",
      "                venue  freq\n",
      "0                 Bar  0.08\n",
      "1  Mexican Restaurant  0.08\n",
      "2       Grocery Store  0.08\n",
      "3     Thai Restaurant  0.08\n",
      "4                Café  0.08\n",
      "\n",
      "\n",
      "----Hillcrest Village----\n",
      "                      venue  freq\n",
      "0        Athletics & Sports   0.2\n",
      "1  Mediterranean Restaurant   0.2\n",
      "2               Golf Course   0.2\n",
      "3                      Pool   0.2\n",
      "4                   Dog Run   0.2\n",
      "\n",
      "\n",
      "----Humber Summit----\n",
      "                 venue  freq\n",
      "0          Pizza Place   0.5\n",
      "1  Empanada Restaurant   0.5\n",
      "2         Liquor Store   0.0\n",
      "3        Luggage Store   0.0\n",
      "4               Market   0.0\n",
      "\n",
      "\n",
      "----Humberlea, Emery----\n",
      "                             venue  freq\n",
      "0           Furniture / Home Store   0.5\n",
      "1                   Baseball Field   0.5\n",
      "2               Mexican Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Humewood-Cedarvale----\n",
      "          venue  freq\n",
      "0         Trail  0.25\n",
      "1         Field  0.25\n",
      "2       Dog Run  0.25\n",
      "3  Hockey Arena  0.25\n",
      "4   Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----India Bazaar, The Beaches West----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  venue  freq\n",
      "0  Fast Food Restaurant  0.11\n",
      "1                   Gym  0.06\n",
      "2    Italian Restaurant  0.06\n",
      "3                  Park  0.06\n",
      "4                   Pub  0.06\n",
      "\n",
      "\n",
      "----Kennedy Park, Ionview, East Birchmount Park----\n",
      "              venue  freq\n",
      "0    Discount Store  0.33\n",
      "1  Department Store  0.17\n",
      "2       Bus Station  0.17\n",
      "3        Hobby Shop  0.17\n",
      "4       Coffee Shop  0.17\n",
      "\n",
      "\n",
      "----Kensington Market, Chinatown, Grange Park----\n",
      "                   venue  freq\n",
      "0                   Café  0.08\n",
      "1            Coffee Shop  0.06\n",
      "2                    Bar  0.05\n",
      "3  Vietnamese Restaurant  0.05\n",
      "4     Mexican Restaurant  0.05\n",
      "\n",
      "\n",
      "----Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.25\n",
      "1                Park  0.25\n",
      "2      Sandwich Place  0.25\n",
      "3            Bus Line  0.25\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Lawrence Manor, Lawrence Heights----\n",
      "                   venue  freq\n",
      "0         Clothing Store  0.25\n",
      "1      Accessories Store  0.17\n",
      "2               Boutique  0.08\n",
      "3  Vietnamese Restaurant  0.08\n",
      "4            Event Space  0.08\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "           venue  freq\n",
      "0           Park  0.33\n",
      "1       Bus Line  0.33\n",
      "2    Swim School  0.33\n",
      "3    Yoga Studio  0.00\n",
      "4  Metro Station  0.00\n",
      "\n",
      "\n",
      "----Leaside----\n",
      "                    venue  freq\n",
      "0             Coffee Shop  0.09\n",
      "1     Sporting Goods Shop  0.09\n",
      "2            Burger Joint  0.06\n",
      "3  Furniture / Home Store  0.06\n",
      "4                    Bank  0.06\n",
      "\n",
      "\n",
      "----Little Portugal, Trinity----\n",
      "                   venue  freq\n",
      "0                    Bar  0.13\n",
      "1             Restaurant  0.07\n",
      "2       Asian Restaurant  0.04\n",
      "3  Vietnamese Restaurant  0.04\n",
      "4            Coffee Shop  0.04\n",
      "\n",
      "\n",
      "----Malvern, Rouge----\n",
      "                             venue  freq\n",
      "0             Fast Food Restaurant  0.33\n",
      "1                       Print Shop  0.33\n",
      "2       Construction & Landscaping  0.33\n",
      "3  Molecular Gastronomy Restaurant  0.00\n",
      "4       Modern European Restaurant  0.00\n",
      "\n",
      "\n",
      "----Milliken, Agincourt North, Steeles East, L'Amoreaux East----\n",
      "                             venue  freq\n",
      "0                       Playground   0.5\n",
      "1                             Park   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3                    Metro Station   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West----\n",
      "            venue  freq\n",
      "0             Gym  0.08\n",
      "1   Tanning Salon  0.08\n",
      "2  Hardware Store  0.08\n",
      "3  Discount Store  0.08\n",
      "4  Sandwich Place  0.08\n",
      "\n",
      "\n",
      "----Moore Park, Summerhill East----\n",
      "                             venue  freq\n",
      "0                     Tennis Court   0.5\n",
      "1                       Playground   0.5\n",
      "2                    Metro Station   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----New Toronto, Mimico South, Humber Bay Shores----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.15\n",
      "1          Gym  0.08\n",
      "2       Bakery  0.08\n",
      "3    Pet Store  0.08\n",
      "4   Restaurant  0.08\n",
      "\n",
      "\n",
      "----North Park, Maple Leaf Park, Upwood Park----\n",
      "                        venue  freq\n",
      "0                      Bakery  0.25\n",
      "1              Massage Studio  0.25\n",
      "2                        Park  0.25\n",
      "3  Construction & Landscaping  0.25\n",
      "4                 Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "                 venue  freq\n",
      "0       Clothing Store  0.17\n",
      "1          Coffee Shop  0.08\n",
      "2          Yoga Studio  0.04\n",
      "3  Sporting Goods Shop  0.04\n",
      "4         Dessert Shop  0.04\n",
      "\n",
      "\n",
      "----Northwest----\n",
      "                             venue  freq\n",
      "0                        Drugstore   0.5\n",
      "1              Rental Car Location   0.5\n",
      "2                    Metro Station   0.0\n",
      "3  Molecular Gastronomy Restaurant   0.0\n",
      "4       Modern European Restaurant   0.0\n",
      "\n",
      "\n",
      "----Northwood Park, York University----\n",
      "                  venue  freq\n",
      "0    Miscellaneous Shop  0.17\n",
      "1        Massage Studio  0.17\n",
      "2  Caribbean Restaurant  0.17\n",
      "3                   Bar  0.17\n",
      "4           Coffee Shop  0.17\n",
      "\n",
      "\n",
      "----Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East----\n",
      "                             venue  freq\n",
      "0                             Park   0.5\n",
      "1                   Baseball Field   0.5\n",
      "2                      Yoga Studio   0.0\n",
      "3                    Metro Station   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Parkdale, Roncesvalles----\n",
      "                         venue  freq\n",
      "0                    Gift Shop  0.15\n",
      "1                    Bookstore  0.08\n",
      "2                  Coffee Shop  0.08\n",
      "3  Eastern European Restaurant  0.08\n",
      "4                          Bar  0.08\n",
      "\n",
      "\n",
      "----Parkview Hill, Woodbine Gardens----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.18\n",
      "1            Pharmacy  0.09\n",
      "2  Athletics & Sports  0.09\n",
      "3            Bus Line  0.09\n",
      "4                Bank  0.09\n",
      "\n",
      "\n",
      "----Parkwoods----\n",
      "                        venue  freq\n",
      "0           Food & Drink Shop   0.5\n",
      "1                        Park   0.5\n",
      "2                 Yoga Studio   0.0\n",
      "3  Modern European Restaurant   0.0\n",
      "4          Miscellaneous Shop   0.0\n",
      "\n",
      "\n",
      "----Queen's Park, Ontario Provincial Government----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.25\n",
      "1         Diner  0.06\n",
      "2   Yoga Studio  0.03\n",
      "3      Boutique  0.03\n",
      "4  Burger Joint  0.03\n",
      "\n",
      "\n",
      "----Regent Park, Harbourfront----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.16\n",
      "1       Bakery  0.07\n",
      "2         Park  0.07\n",
      "3          Pub  0.07\n",
      "4      Theater  0.04\n",
      "\n",
      "\n",
      "----Richmond, Adelaide, King----\n",
      "             venue  freq\n",
      "0      Coffee Shop  0.09\n",
      "1             Café  0.05\n",
      "2       Restaurant  0.04\n",
      "3              Gym  0.04\n",
      "4  Thai Restaurant  0.03\n",
      "\n",
      "\n",
      "----Rosedale----\n",
      "                             venue  freq\n",
      "0                             Park  0.50\n",
      "1                            Trail  0.25\n",
      "2                       Playground  0.25\n",
      "3                      Yoga Studio  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "                             venue  freq\n",
      "0                           Garden   1.0\n",
      "1                      Yoga Studio   0.0\n",
      "2                    Metro Station   0.0\n",
      "3  Molecular Gastronomy Restaurant   0.0\n",
      "4       Modern European Restaurant   0.0\n",
      "\n",
      "\n",
      "----Rouge Hill, Port Union, Highland Creek----\n",
      "                 venue  freq\n",
      "0                  Bar   1.0\n",
      "1          Yoga Studio   0.0\n",
      "2  Moroccan Restaurant   0.0\n",
      "3        Luggage Store   0.0\n",
      "4               Market   0.0\n",
      "\n",
      "\n",
      "----Runnymede, Swansea----\n",
      "              venue  freq\n",
      "0              Café  0.07\n",
      "1       Coffee Shop  0.07\n",
      "2  Sushi Restaurant  0.07\n",
      "3       Pizza Place  0.07\n",
      "4               Pub  0.05\n",
      "\n",
      "\n",
      "----Runnymede, The Junction North----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.25\n",
      "1       Grocery Store  0.25\n",
      "2            Bus Line  0.25\n",
      "3   Convenience Store  0.25\n",
      "4  Mexican Restaurant  0.00\n",
      "\n",
      "\n",
      "----Scarborough Village----\n",
      "                             venue  freq\n",
      "0                   Cosmetics Shop  0.33\n",
      "1                       Playground  0.33\n",
      "2                    Jewelry Store  0.33\n",
      "3                    Metro Station  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens----\n",
      "                  venue  freq\n",
      "0           Pizza Place  0.22\n",
      "1         Grocery Store  0.22\n",
      "2  Fast Food Restaurant  0.11\n",
      "3              Pharmacy  0.11\n",
      "4   Fried Chicken Joint  0.11\n",
      "\n",
      "\n",
      "----St. James Town----\n",
      "                venue  freq\n",
      "0                Café  0.06\n",
      "1         Coffee Shop  0.06\n",
      "2        Cocktail Bar  0.05\n",
      "3               Hotel  0.03\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----St. James Town, Cabbagetown----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.08\n",
      "1                Café  0.05\n",
      "2  Italian Restaurant  0.05\n",
      "3         Pizza Place  0.05\n",
      "4                 Pub  0.05\n",
      "\n",
      "\n",
      "----Steeles West, L'Amoreaux West----\n",
      "                  venue  freq\n",
      "0    Chinese Restaurant  0.12\n",
      "1  Fast Food Restaurant  0.12\n",
      "2              Pharmacy  0.06\n",
      "3          Noodle House  0.06\n",
      "4       Bubble Tea Shop  0.06\n",
      "\n",
      "\n",
      "----Stn A PO Boxes----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.11\n",
      "1  Italian Restaurant  0.04\n",
      "2          Restaurant  0.04\n",
      "3  Seafood Restaurant  0.04\n",
      "4                Café  0.04\n",
      "\n",
      "\n",
      "----Studio District----\n",
      "         venue  freq\n",
      "0         Café  0.10\n",
      "1  Coffee Shop  0.08\n",
      "2      Brewery  0.05\n",
      "3       Bakery  0.05\n",
      "4    Gastropub  0.05\n",
      "\n",
      "\n",
      "----Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park----\n",
      "         venue  freq\n",
      "0          Pub  0.12\n",
      "1  Coffee Shop  0.12\n",
      "2         Park  0.06\n",
      "3   Sports Bar  0.06\n",
      "4   Restaurant  0.06\n",
      "\n",
      "\n",
      "----The Annex, North Midtown, Yorkville----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            venue  freq\n",
      "0            Café  0.14\n",
      "1  Sandwich Place  0.14\n",
      "2     Coffee Shop  0.09\n",
      "3        Pharmacy  0.05\n",
      "4    Burger Joint  0.05\n",
      "\n",
      "\n",
      "----The Beaches----\n",
      "                             venue  freq\n",
      "0                            Trail  0.25\n",
      "1                Health Food Store  0.25\n",
      "2                              Pub  0.25\n",
      "3                      Yoga Studio  0.00\n",
      "4  Molecular Gastronomy Restaurant  0.00\n",
      "\n",
      "\n",
      "----The Danforth West, Riverdale----\n",
      "                    venue  freq\n",
      "0        Greek Restaurant  0.19\n",
      "1      Italian Restaurant  0.07\n",
      "2             Coffee Shop  0.07\n",
      "3              Restaurant  0.05\n",
      "4  Furniture / Home Store  0.05\n",
      "\n",
      "\n",
      "----The Kingsway, Montgomery Road, Old Mill North----\n",
      "                             venue  freq\n",
      "0                            River   0.5\n",
      "1                             Pool   0.5\n",
      "2                    Metro Station   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Thorncliffe Park----\n",
      "               venue  freq\n",
      "0  Indian Restaurant  0.10\n",
      "1        Yoga Studio  0.05\n",
      "2       Intersection  0.05\n",
      "3        Coffee Shop  0.05\n",
      "4     Discount Store  0.05\n",
      "\n",
      "\n",
      "----Toronto Dominion Centre, Design Exchange----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.14\n",
      "1        Hotel  0.08\n",
      "2         Café  0.07\n",
      "3   Restaurant  0.06\n",
      "4  Salad Place  0.03\n",
      "\n",
      "\n",
      "----University of Toronto, Harbord----\n",
      "         venue  freq\n",
      "0         Café  0.16\n",
      "1  Yoga Studio  0.05\n",
      "2          Bar  0.05\n",
      "3    Bookstore  0.05\n",
      "4   Restaurant  0.05\n",
      "\n",
      "\n",
      "----Victoria Village----\n",
      "                   venue  freq\n",
      "0           Hockey Arena  0.25\n",
      "1            Coffee Shop  0.25\n",
      "2  Portuguese Restaurant  0.25\n",
      "3           Intersection  0.25\n",
      "4         Medical Center  0.00\n",
      "\n",
      "\n",
      "----West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale----\n",
      "                             venue  freq\n",
      "0                      Golf Course   1.0\n",
      "1                      Yoga Studio   0.0\n",
      "2                      Men's Store   0.0\n",
      "3  Molecular Gastronomy Restaurant   0.0\n",
      "4       Modern European Restaurant   0.0\n",
      "\n",
      "\n",
      "----Westmount----\n",
      "                venue  freq\n",
      "0         Pizza Place  0.29\n",
      "1         Coffee Shop  0.14\n",
      "2      Discount Store  0.14\n",
      "3  Chinese Restaurant  0.14\n",
      "4      Sandwich Place  0.14\n",
      "\n",
      "\n",
      "----Weston----\n",
      "                 venue  freq\n",
      "0    Convenience Store   1.0\n",
      "1          Yoga Studio   0.0\n",
      "2  Moroccan Restaurant   0.0\n",
      "3        Luggage Store   0.0\n",
      "4               Market   0.0\n",
      "\n",
      "\n",
      "----Wexford, Maryvale----\n",
      "                       venue  freq\n",
      "0                 Smoke Shop  0.25\n",
      "1             Breakfast Spot  0.25\n",
      "2                     Bakery  0.25\n",
      "3  Middle Eastern Restaurant  0.25\n",
      "4                Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----Willowdale----\n",
      "              venue  freq\n",
      "0       Coffee Shop  0.08\n",
      "1       Pizza Place  0.08\n",
      "2  Ramen Restaurant  0.08\n",
      "3        Restaurant  0.05\n",
      "4    Sandwich Place  0.05\n",
      "\n",
      "\n",
      "----Willowdale, Newtonbrook----\n",
      "                             venue  freq\n",
      "0                     Home Service   1.0\n",
      "1                      Yoga Studio   0.0\n",
      "2               Mexican Restaurant   0.0\n",
      "3              Monument / Landmark   0.0\n",
      "4  Molecular Gastronomy Restaurant   0.0\n",
      "\n",
      "\n",
      "----Woburn----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.67\n",
      "1    Korean Restaurant  0.33\n",
      "2          Yoga Studio  0.00\n",
      "3   Mexican Restaurant  0.00\n",
      "4  Monument / Landmark  0.00\n",
      "\n",
      "\n",
      "----Woodbine Heights----\n",
      "                venue  freq\n",
      "0                 Spa  0.08\n",
      "1  Athletics & Sports  0.08\n",
      "2                Park  0.08\n",
      "3      Cosmetics Shop  0.08\n",
      "4         Curling Ice  0.08\n",
      "\n",
      "\n",
      "----York Mills West----\n",
      "                venue  freq\n",
      "0                Park  0.50\n",
      "1                Bank  0.25\n",
      "2   Convenience Store  0.25\n",
      "3         Yoga Studio  0.00\n",
      "4  Mexican Restaurant  0.00\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": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Write a function to sort the venues in descending order.\n",
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "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>Agincourt</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alderwood, Long Branch</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bedford Park, Lawrence Manor East</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Neighborhood      1st Most Common Venue  \\\n",
       "0                                        Agincourt  Latin American Restaurant   \n",
       "1                           Alderwood, Long Branch                Pizza Place   \n",
       "2  Bathurst Manor, Wilson Heights, Downsview North                       Bank   \n",
       "3                                  Bayview Village                       Café   \n",
       "4                Bedford Park, Lawrence Manor East                Coffee Shop   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0          Skating Rink                Lounge        Breakfast Spot   \n",
       "1                   Gym           Coffee Shop              Pharmacy   \n",
       "2           Coffee Shop         Shopping Mall        Ice Cream Shop   \n",
       "3    Chinese Restaurant                  Bank   Japanese Restaurant   \n",
       "4            Restaurant        Sandwich Place    Italian Restaurant   \n",
       "\n",
       "         5th Most Common Venue    6th Most Common Venue  \\\n",
       "0               Clothing Store         Doner Restaurant   \n",
       "1                 Skating Rink       Athletics & Sports   \n",
       "2             Sushi Restaurant            Deli / Bodega   \n",
       "3  Eastern European Restaurant      Dumpling Restaurant   \n",
       "4             Sushi Restaurant  Comfort Food Restaurant   \n",
       "\n",
       "       7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "0                      Diner        Discount Store   Distribution Center   \n",
       "1                        Pub                  Pool        Sandwich Place   \n",
       "2  Middle Eastern Restaurant            Restaurant    Chinese Restaurant   \n",
       "3                  Drugstore            Donut Shop          Dessert Shop   \n",
       "4                   Pharmacy           Pizza Place                   Pub   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "0                Dog Run  \n",
       "1                  Diner  \n",
       "2    Fried Chicken Joint  \n",
       "3       Doner Restaurant  \n",
       "4                   Café  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = toronto_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(toronto_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :], \n",
    "                                                                          num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "toronto_grouped_clustering = toronto_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(toronto_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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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>Postal code</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>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.753259</td>\n",
       "      <td>-79.329656</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.725882</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "      <td>43.654260</td>\n",
       "      <td>-79.360636</td>\n",
       "      <td>1.0</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>Mexican Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Chocolate Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "      <td>43.718518</td>\n",
       "      <td>-79.464763</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Accessories Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "      <td>43.662301</td>\n",
       "      <td>-79.389494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Gym</td>\n",
       "      <td>College Cafeteria</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal code           Borough                                 Neighborhood  \\\n",
       "0         M3A        North York                                    Parkwoods   \n",
       "1         M4A        North York                             Victoria Village   \n",
       "2         M5A  Downtown Toronto                    Regent Park, Harbourfront   \n",
       "3         M6A        North York             Lawrence Manor, Lawrence Heights   \n",
       "4         M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government   \n",
       "\n",
       "    Latitude  Longitude  Cluster Labels  1st Most Common Venue  \\\n",
       "0  43.753259 -79.329656             2.0                   Park   \n",
       "1  43.725882 -79.315572             1.0  Portuguese Restaurant   \n",
       "2  43.654260 -79.360636             1.0            Coffee Shop   \n",
       "3  43.718518 -79.464763             1.0         Clothing Store   \n",
       "4  43.662301 -79.389494             1.0            Coffee Shop   \n",
       "\n",
       "  2nd Most Common Venue   3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0     Food & Drink Shop           Women's Store      Doner Restaurant   \n",
       "1          Intersection             Coffee Shop          Hockey Arena   \n",
       "2                  Park                  Bakery                   Pub   \n",
       "3     Accessories Store  Furniture / Home Store             Gift Shop   \n",
       "4                 Diner                     Gym     College Cafeteria   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0    Dim Sum Restaurant                 Diner        Discount Store   \n",
       "1               Dog Run    Dim Sum Restaurant                 Diner   \n",
       "2               Theater        Breakfast Spot                  Café   \n",
       "3              Boutique   Arts & Crafts Store           Coffee Shop   \n",
       "4    Mexican Restaurant             Juice Bar            Hobby Shop   \n",
       "\n",
       "  8th Most Common Venue  9th Most Common Venue 10th Most Common Venue  \n",
       "0   Distribution Center                Dog Run             Donut Shop  \n",
       "1        Discount Store    Distribution Center          Women's Store  \n",
       "2    Mexican Restaurant            Event Space         Chocolate Shop  \n",
       "3           Event Space  Vietnamese Restaurant      Convenience Store  \n",
       "4   Fried Chicken Joint    Distribution Center         Discount Store  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "toronto_merged = toronto_df\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "toronto_merged = toronto_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "\n",
    "toronto_merged.head() # check the last columns!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 16)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toronto_merged = toronto_merged[toronto_merged['Cluster Labels'].isnull() == False]\n",
    "toronto_merged.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
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            popup_afd56bb154554a79848a3c8e3e0bdfc2.setContent(html_60987f0566984084bdb4bfc9b1fc00e7);
        

        circle_marker_5743598fa4d242c082518c8f4d68ec73.bindPopup(popup_afd56bb154554a79848a3c8e3e0bdfc2)
        ;

        
    
    
            var circle_marker_cbc4f841f19744f3b1c5a06b5ea29af4 = L.circleMarker(
                [43.6623015, -79.3894938],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_335eeba9defd48a78c1eee370db36bc8 = L.popup({"maxWidth": "100%"});

        
            var html_f91f28f70b624e83a2e0a0a62119c95e = $(`<div id="html_f91f28f70b624e83a2e0a0a62119c95e" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park, Ontario Provincial Government Cluster 1.0</div>`)[0];
            popup_335eeba9defd48a78c1eee370db36bc8.setContent(html_f91f28f70b624e83a2e0a0a62119c95e);
        

        circle_marker_cbc4f841f19744f3b1c5a06b5ea29af4.bindPopup(popup_335eeba9defd48a78c1eee370db36bc8)
        ;

        
    
    
            var circle_marker_de4d14ce7550471f9214289e9d21aa1c = L.circleMarker(
                [43.806686299999996, -79.19435340000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_589c984ac48146e3a4bce4b01e618210 = L.popup({"maxWidth": "100%"});

        
            var html_0eea38c7fb8645fa8b65bc8303ced18d = $(`<div id="html_0eea38c7fb8645fa8b65bc8303ced18d" style="width: 100.0%; height: 100.0%;">Malvern, Rouge Cluster 1.0</div>`)[0];
            popup_589c984ac48146e3a4bce4b01e618210.setContent(html_0eea38c7fb8645fa8b65bc8303ced18d);
        

        circle_marker_de4d14ce7550471f9214289e9d21aa1c.bindPopup(popup_589c984ac48146e3a4bce4b01e618210)
        ;

        
    
    
            var circle_marker_63410b6bc3d346a797fbea9f2f16ee04 = L.circleMarker(
                [43.745905799999996, -79.352188],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_914aff6be95a4768b2fa97e3406a774d = L.popup({"maxWidth": "100%"});

        
            var html_432dd11e15a24ed8958c14ffc52e0f73 = $(`<div id="html_432dd11e15a24ed8958c14ffc52e0f73" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1.0</div>`)[0];
            popup_914aff6be95a4768b2fa97e3406a774d.setContent(html_432dd11e15a24ed8958c14ffc52e0f73);
        

        circle_marker_63410b6bc3d346a797fbea9f2f16ee04.bindPopup(popup_914aff6be95a4768b2fa97e3406a774d)
        ;

        
    
    
            var circle_marker_db651052dad244dd93224a3f0aa67c16 = L.circleMarker(
                [43.7063972, -79.309937],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_6dc23b6fe4644855a332d0e1508c206b = L.popup({"maxWidth": "100%"});

        
            var html_ca59118d9d3e4b5f88698f449fbfd68a = $(`<div id="html_ca59118d9d3e4b5f88698f449fbfd68a" style="width: 100.0%; height: 100.0%;">Parkview Hill, Woodbine Gardens Cluster 0.0</div>`)[0];
            popup_6dc23b6fe4644855a332d0e1508c206b.setContent(html_ca59118d9d3e4b5f88698f449fbfd68a);
        

        circle_marker_db651052dad244dd93224a3f0aa67c16.bindPopup(popup_6dc23b6fe4644855a332d0e1508c206b)
        ;

        
    
    
            var circle_marker_cd68f62959a8482b95871267c8f88c49 = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_1d588a0bd7294d48b8fb503f75de95e6 = L.popup({"maxWidth": "100%"});

        
            var html_cda24f64e718413085a71a40a1ee460e = $(`<div id="html_cda24f64e718413085a71a40a1ee460e" style="width: 100.0%; height: 100.0%;">Garden District, Ryerson Cluster 1.0</div>`)[0];
            popup_1d588a0bd7294d48b8fb503f75de95e6.setContent(html_cda24f64e718413085a71a40a1ee460e);
        

        circle_marker_cd68f62959a8482b95871267c8f88c49.bindPopup(popup_1d588a0bd7294d48b8fb503f75de95e6)
        ;

        
    
    
            var circle_marker_f670797d925840cfbaa5c9f438f46558 = L.circleMarker(
                [43.709577, -79.44507259999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_ed6e99a86ee34e7c94c73c64a28cf9a9 = L.popup({"maxWidth": "100%"});

        
            var html_a34b3b4c53194890b61343789f08f512 = $(`<div id="html_a34b3b4c53194890b61343789f08f512" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 0.0</div>`)[0];
            popup_ed6e99a86ee34e7c94c73c64a28cf9a9.setContent(html_a34b3b4c53194890b61343789f08f512);
        

        circle_marker_f670797d925840cfbaa5c9f438f46558.bindPopup(popup_ed6e99a86ee34e7c94c73c64a28cf9a9)
        ;

        
    
    
            var circle_marker_0486047c72fe4a759ed77963fb32a753 = L.circleMarker(
                [43.6509432, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_2f889620b845470e816242cb81392f2b = L.popup({"maxWidth": "100%"});

        
            var html_5d03fea72dd443cdbe59623ed3802a89 = $(`<div id="html_5d03fea72dd443cdbe59623ed3802a89" style="width: 100.0%; height: 100.0%;">West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale Cluster 1.0</div>`)[0];
            popup_2f889620b845470e816242cb81392f2b.setContent(html_5d03fea72dd443cdbe59623ed3802a89);
        

        circle_marker_0486047c72fe4a759ed77963fb32a753.bindPopup(popup_2f889620b845470e816242cb81392f2b)
        ;

        
    
    
            var circle_marker_1ed79d161c6142e2b8ff50e6e0a8897b = L.circleMarker(
                [43.7845351, -79.16049709999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_598e1499ac2a415687cee6ae42ffadf1 = L.popup({"maxWidth": "100%"});

        
            var html_7a8ae3bf813349829cc388c256cd92e1 = $(`<div id="html_7a8ae3bf813349829cc388c256cd92e1" style="width: 100.0%; height: 100.0%;">Rouge Hill, Port Union, Highland Creek Cluster 1.0</div>`)[0];
            popup_598e1499ac2a415687cee6ae42ffadf1.setContent(html_7a8ae3bf813349829cc388c256cd92e1);
        

        circle_marker_1ed79d161c6142e2b8ff50e6e0a8897b.bindPopup(popup_598e1499ac2a415687cee6ae42ffadf1)
        ;

        
    
    
            var circle_marker_6d1429090e85455b83f11afa882ae3d8 = L.circleMarker(
                [43.72589970000001, -79.340923],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e072bb4f288943e888c169047bfbc946 = L.popup({"maxWidth": "100%"});

        
            var html_827591bff5f94183a3157a6f63b3ede6 = $(`<div id="html_827591bff5f94183a3157a6f63b3ede6" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1.0</div>`)[0];
            popup_e072bb4f288943e888c169047bfbc946.setContent(html_827591bff5f94183a3157a6f63b3ede6);
        

        circle_marker_6d1429090e85455b83f11afa882ae3d8.bindPopup(popup_e072bb4f288943e888c169047bfbc946)
        ;

        
    
    
            var circle_marker_6691e2fd84514d239f005ca385325331 = L.circleMarker(
                [43.695343900000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_8fa961cdfde1421b8c5b956b9130b1f6 = L.popup({"maxWidth": "100%"});

        
            var html_82f43ff40aa34219b69481179caa1caa = $(`<div id="html_82f43ff40aa34219b69481179caa1caa" style="width: 100.0%; height: 100.0%;">Woodbine Heights Cluster 1.0</div>`)[0];
            popup_8fa961cdfde1421b8c5b956b9130b1f6.setContent(html_82f43ff40aa34219b69481179caa1caa);
        

        circle_marker_6691e2fd84514d239f005ca385325331.bindPopup(popup_8fa961cdfde1421b8c5b956b9130b1f6)
        ;

        
    
    
            var circle_marker_4804b6a2acdf4b9bac99f2a98da183c4 = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_a542652a161944909d6e55b00a94354a = L.popup({"maxWidth": "100%"});

        
            var html_2d0d3ebf64a246d2b02f3a8a3407fbbc = $(`<div id="html_2d0d3ebf64a246d2b02f3a8a3407fbbc" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1.0</div>`)[0];
            popup_a542652a161944909d6e55b00a94354a.setContent(html_2d0d3ebf64a246d2b02f3a8a3407fbbc);
        

        circle_marker_4804b6a2acdf4b9bac99f2a98da183c4.bindPopup(popup_a542652a161944909d6e55b00a94354a)
        ;

        
    
    
            var circle_marker_bbbe57e2dcc74577bcb08276bb4e1176 = L.circleMarker(
                [43.6937813, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_079b16db2b6247358196a8e5ee2de7d6 = L.popup({"maxWidth": "100%"});

        
            var html_78af3867a56540b5b4f17da421c823ab = $(`<div id="html_78af3867a56540b5b4f17da421c823ab" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale Cluster 1.0</div>`)[0];
            popup_079b16db2b6247358196a8e5ee2de7d6.setContent(html_78af3867a56540b5b4f17da421c823ab);
        

        circle_marker_bbbe57e2dcc74577bcb08276bb4e1176.bindPopup(popup_079b16db2b6247358196a8e5ee2de7d6)
        ;

        
    
    
            var circle_marker_91b2fa9bd5ba427ca2ae96b9754dd411 = L.circleMarker(
                [43.6435152, -79.57720079999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e2d800d0102847f0b791bcdf0ca0378e = L.popup({"maxWidth": "100%"});

        
            var html_f0e3d972a5414e71abe4e2c52fe5076e = $(`<div id="html_f0e3d972a5414e71abe4e2c52fe5076e" style="width: 100.0%; height: 100.0%;">Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood Cluster 1.0</div>`)[0];
            popup_e2d800d0102847f0b791bcdf0ca0378e.setContent(html_f0e3d972a5414e71abe4e2c52fe5076e);
        

        circle_marker_91b2fa9bd5ba427ca2ae96b9754dd411.bindPopup(popup_e2d800d0102847f0b791bcdf0ca0378e)
        ;

        
    
    
            var circle_marker_e824ab3f86c24a979568424ff35f86c4 = L.circleMarker(
                [43.7635726, -79.1887115],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_2f48c0c9a17841ff826afff958d74bba = L.popup({"maxWidth": "100%"});

        
            var html_fa0ef9fcebab421d85f6c2cd6d5db468 = $(`<div id="html_fa0ef9fcebab421d85f6c2cd6d5db468" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill Cluster 1.0</div>`)[0];
            popup_2f48c0c9a17841ff826afff958d74bba.setContent(html_fa0ef9fcebab421d85f6c2cd6d5db468);
        

        circle_marker_e824ab3f86c24a979568424ff35f86c4.bindPopup(popup_2f48c0c9a17841ff826afff958d74bba)
        ;

        
    
    
            var circle_marker_5633e041e55c48b18005f74778988cc9 = L.circleMarker(
                [43.67635739999999, -79.2930312],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_92ef6631d41c4136a97cd9cedd0c6b98 = L.popup({"maxWidth": "100%"});

        
            var html_2ad7a412397e4228adf5a13507c959b3 = $(`<div id="html_2ad7a412397e4228adf5a13507c959b3" style="width: 100.0%; height: 100.0%;">The Beaches Cluster 1.0</div>`)[0];
            popup_92ef6631d41c4136a97cd9cedd0c6b98.setContent(html_2ad7a412397e4228adf5a13507c959b3);
        

        circle_marker_5633e041e55c48b18005f74778988cc9.bindPopup(popup_92ef6631d41c4136a97cd9cedd0c6b98)
        ;

        
    
    
            var circle_marker_76c413096ee8428fb62fab8b2c4f0058 = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_40276a22b39541329fc8e4003421e0a0 = L.popup({"maxWidth": "100%"});

        
            var html_bfbdd303b5544b1a9ef0696585eb5bc6 = $(`<div id="html_bfbdd303b5544b1a9ef0696585eb5bc6" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 1.0</div>`)[0];
            popup_40276a22b39541329fc8e4003421e0a0.setContent(html_bfbdd303b5544b1a9ef0696585eb5bc6);
        

        circle_marker_76c413096ee8428fb62fab8b2c4f0058.bindPopup(popup_40276a22b39541329fc8e4003421e0a0)
        ;

        
    
    
            var circle_marker_6752925f42384e13a92b2e7499dffbd8 = L.circleMarker(
                [43.6890256, -79.453512],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_87fade5c22094243953986894085fe60 = L.popup({"maxWidth": "100%"});

        
            var html_89a4bf7d69624c478de5ef75edab9f26 = $(`<div id="html_89a4bf7d69624c478de5ef75edab9f26" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks Cluster 2.0</div>`)[0];
            popup_87fade5c22094243953986894085fe60.setContent(html_89a4bf7d69624c478de5ef75edab9f26);
        

        circle_marker_6752925f42384e13a92b2e7499dffbd8.bindPopup(popup_87fade5c22094243953986894085fe60)
        ;

        
    
    
            var circle_marker_63501037e11748bc9264fdc285941b3d = L.circleMarker(
                [43.7709921, -79.21691740000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e8ca8e575ca14ac3aabf279aa5bf5361 = L.popup({"maxWidth": "100%"});

        
            var html_97eb503ff8b0467f824d03f0707c21c6 = $(`<div id="html_97eb503ff8b0467f824d03f0707c21c6" style="width: 100.0%; height: 100.0%;">Woburn Cluster 1.0</div>`)[0];
            popup_e8ca8e575ca14ac3aabf279aa5bf5361.setContent(html_97eb503ff8b0467f824d03f0707c21c6);
        

        circle_marker_63501037e11748bc9264fdc285941b3d.bindPopup(popup_e8ca8e575ca14ac3aabf279aa5bf5361)
        ;

        
    
    
            var circle_marker_569f1f5dfb36494f8926241db3e6fe5e = L.circleMarker(
                [43.7090604, -79.3634517],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_7a848ede416e445583da58897e292d68 = L.popup({"maxWidth": "100%"});

        
            var html_973639a6178b4e4b86ad499d27e43ac8 = $(`<div id="html_973639a6178b4e4b86ad499d27e43ac8" style="width: 100.0%; height: 100.0%;">Leaside Cluster 1.0</div>`)[0];
            popup_7a848ede416e445583da58897e292d68.setContent(html_973639a6178b4e4b86ad499d27e43ac8);
        

        circle_marker_569f1f5dfb36494f8926241db3e6fe5e.bindPopup(popup_7a848ede416e445583da58897e292d68)
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            var circle_marker_e2a910bea9e44bfba75a2e555cfda554 = L.circleMarker(
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            popup_f00d396cf2ee40c881e0257d71b36ac8.setContent(html_974afa85418845bf8e2c35811d2b3ae3);
        

        circle_marker_e2a910bea9e44bfba75a2e555cfda554.bindPopup(popup_f00d396cf2ee40c881e0257d71b36ac8)
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            popup_d041d43940d9418fa1a71958562b0539.setContent(html_ad02cb7aa7234f369b3e0ddf9e1c8ea8);
        

        circle_marker_e1c70b4113c846568ca474d5a5ec31e1.bindPopup(popup_d041d43940d9418fa1a71958562b0539)
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            popup_a429f9e567ef42b1a6e43146d660ffc0.setContent(html_c338f38596534466bd3389eaa25aee23);
        

        circle_marker_3311d1a27a9c490aa30ae774bf155221.bindPopup(popup_a429f9e567ef42b1a6e43146d660ffc0)
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            var circle_marker_995cf9b99e9847c3b6092b8f50e571d8 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e0e42a038b7a440daa4fc549fc0e6ae5 = L.popup({"maxWidth": "100%"});

        
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            popup_e0e42a038b7a440daa4fc549fc0e6ae5.setContent(html_fc7d4fded2504d2380d073331b3f1b21);
        

        circle_marker_995cf9b99e9847c3b6092b8f50e571d8.bindPopup(popup_e0e42a038b7a440daa4fc549fc0e6ae5)
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            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_af88ba369c4948fdbab0cadb4a32369a = L.popup({"maxWidth": "100%"});

        
            var html_23995fff9c0b46d285cc06c7083283e6 = $(`<div id="html_23995fff9c0b46d285cc06c7083283e6" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North Cluster 1.0</div>`)[0];
            popup_af88ba369c4948fdbab0cadb4a32369a.setContent(html_23995fff9c0b46d285cc06c7083283e6);
        

        circle_marker_e17f8791d1c54dec8a00019f237ccc80.bindPopup(popup_af88ba369c4948fdbab0cadb4a32369a)
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            var circle_marker_1135d80e11e1441692071fd6f4933eaf = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            popup_5cf81621b87a4673a3f8c01f70e1a07d.setContent(html_dfb0b057f356454ebf783a9166e63795);
        

        circle_marker_1135d80e11e1441692071fd6f4933eaf.bindPopup(popup_5cf81621b87a4673a3f8c01f70e1a07d)
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            var circle_marker_53130ad887b343039086c6acb1bb8364 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
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            popup_f12d83ca595d4945a83e2ac49aa50dbc.setContent(html_20c3e3b8b3c249179c6418b8becc55f9);
        

        circle_marker_53130ad887b343039086c6acb1bb8364.bindPopup(popup_f12d83ca595d4945a83e2ac49aa50dbc)
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            var circle_marker_2aa06e0d9566447d888c626b39da066d = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_abcd736acb364319b5a886ead9e0ce7c = L.popup({"maxWidth": "100%"});

        
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            popup_abcd736acb364319b5a886ead9e0ce7c.setContent(html_61a0dcc1be2d4e29a414536914d18fb9);
        

        circle_marker_2aa06e0d9566447d888c626b39da066d.bindPopup(popup_abcd736acb364319b5a886ead9e0ce7c)
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            var circle_marker_1985feb1ad4b4b2d8455a412380767e4 = L.circleMarker(
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            popup_f53ff93775b44d3192b3d69f24f2ff91.setContent(html_35230794b0ad434299e9499fdcf1c593);
        

        circle_marker_1985feb1ad4b4b2d8455a412380767e4.bindPopup(popup_f53ff93775b44d3192b3d69f24f2ff91)
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            var circle_marker_b62506e8acde436fb241d62df1b60f96 = L.circleMarker(
                [43.7785175, -79.3465557],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_61f1c3c5c10d4702b8c0fefa2a9abb51 = L.popup({"maxWidth": "100%"});

        
            var html_583983dd590c49d8aed0b6ddacc1d6fa = $(`<div id="html_583983dd590c49d8aed0b6ddacc1d6fa" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole Cluster 1.0</div>`)[0];
            popup_61f1c3c5c10d4702b8c0fefa2a9abb51.setContent(html_583983dd590c49d8aed0b6ddacc1d6fa);
        

        circle_marker_b62506e8acde436fb241d62df1b60f96.bindPopup(popup_61f1c3c5c10d4702b8c0fefa2a9abb51)
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_ea92efa1265a4671a9e66b66423561a0 = L.popup({"maxWidth": "100%"});

        
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            popup_ea92efa1265a4671a9e66b66423561a0.setContent(html_a1bf5c0bd98341ab80a6797aa9d06fa3);
        

        circle_marker_3101161042d848b19a7bee78ea403f59.bindPopup(popup_ea92efa1265a4671a9e66b66423561a0)
        ;

        
    
    
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                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_75c256858be54e4b873027b0c5122bf8 = L.popup({"maxWidth": "100%"});

        
            var html_c25d5f071ae04c899a8b92df4278c3dc = $(`<div id="html_c25d5f071ae04c899a8b92df4278c3dc" style="width: 100.0%; height: 100.0%;">East Toronto Cluster 2.0</div>`)[0];
            popup_75c256858be54e4b873027b0c5122bf8.setContent(html_c25d5f071ae04c899a8b92df4278c3dc);
        

        circle_marker_5e869cc1ea84469cb41aeabea2c64694.bindPopup(popup_75c256858be54e4b873027b0c5122bf8)
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            var circle_marker_2ee679b1dd4d4b9cb07ad093608a240e = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_9c6ff37e235f4650bf72c05f79cc31ae = L.popup({"maxWidth": "100%"});

        
            var html_eb46c54f82b14030b612898f8a445d54 = $(`<div id="html_eb46c54f82b14030b612898f8a445d54" style="width: 100.0%; height: 100.0%;">Harbourfront East, Union Station, Toronto Islands Cluster 1.0</div>`)[0];
            popup_9c6ff37e235f4650bf72c05f79cc31ae.setContent(html_eb46c54f82b14030b612898f8a445d54);
        

        circle_marker_2ee679b1dd4d4b9cb07ad093608a240e.bindPopup(popup_9c6ff37e235f4650bf72c05f79cc31ae)
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            var circle_marker_f3c219d3017f463caee40bd58063cc39 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_9ce5519736e54baab79c82892b9efac2 = L.popup({"maxWidth": "100%"});

        
            var html_0100fc5e434b4910a52a0fc02adad2a0 = $(`<div id="html_0100fc5e434b4910a52a0fc02adad2a0" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 1.0</div>`)[0];
            popup_9ce5519736e54baab79c82892b9efac2.setContent(html_0100fc5e434b4910a52a0fc02adad2a0);
        

        circle_marker_f3c219d3017f463caee40bd58063cc39.bindPopup(popup_9ce5519736e54baab79c82892b9efac2)
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            var circle_marker_1754bc7395e840288664c63b3ace1798 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_a2495880f525462d9bbb9faded64afc6 = L.popup({"maxWidth": "100%"});

        
            var html_6bc267f8ea3549afad9ff8e1e517feba = $(`<div id="html_6bc267f8ea3549afad9ff8e1e517feba" style="width: 100.0%; height: 100.0%;">Kennedy Park, Ionview, East Birchmount Park Cluster 1.0</div>`)[0];
            popup_a2495880f525462d9bbb9faded64afc6.setContent(html_6bc267f8ea3549afad9ff8e1e517feba);
        

        circle_marker_1754bc7395e840288664c63b3ace1798.bindPopup(popup_a2495880f525462d9bbb9faded64afc6)
        ;

        
    
    
            var circle_marker_3b9974b7440a4f0a9d53e8cfd22ac2a6 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_0bb181e738ba47958b5c5ba296d488dd = L.popup({"maxWidth": "100%"});

        
            var html_b61839f341454311b94fe2618a2cdc32 = $(`<div id="html_b61839f341454311b94fe2618a2cdc32" style="width: 100.0%; height: 100.0%;">Bayview Village Cluster 1.0</div>`)[0];
            popup_0bb181e738ba47958b5c5ba296d488dd.setContent(html_b61839f341454311b94fe2618a2cdc32);
        

        circle_marker_3b9974b7440a4f0a9d53e8cfd22ac2a6.bindPopup(popup_0bb181e738ba47958b5c5ba296d488dd)
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            var circle_marker_c9601555969248259c7a0368bab84b80 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_aaa3452318cb475c911013f26a6fd3cd = L.popup({"maxWidth": "100%"});

        
            var html_61a073418f9f47dcaa6e26c0d05afd6c = $(`<div id="html_61a073418f9f47dcaa6e26c0d05afd6c" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_aaa3452318cb475c911013f26a6fd3cd.setContent(html_61a073418f9f47dcaa6e26c0d05afd6c);
        

        circle_marker_c9601555969248259c7a0368bab84b80.bindPopup(popup_aaa3452318cb475c911013f26a6fd3cd)
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            var circle_marker_d9726b468dae497db0ffe5228c08dc4e = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_66cac37ce14842fd845c15872ca752d6 = L.popup({"maxWidth": "100%"});

        
            var html_80aed7a1b787498cba1beba5d70852cc = $(`<div id="html_80aed7a1b787498cba1beba5d70852cc" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale Cluster 1.0</div>`)[0];
            popup_66cac37ce14842fd845c15872ca752d6.setContent(html_80aed7a1b787498cba1beba5d70852cc);
        

        circle_marker_d9726b468dae497db0ffe5228c08dc4e.bindPopup(popup_66cac37ce14842fd845c15872ca752d6)
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            var circle_marker_d51bfe5e774c48329d1f4100ad0de477 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_bd165c290a5842c895bc282d3c6af916 = L.popup({"maxWidth": "100%"});

        
            var html_7c1f1b682ad747b9950ff0f2775721a2 = $(`<div id="html_7c1f1b682ad747b9950ff0f2775721a2" style="width: 100.0%; height: 100.0%;">Toronto Dominion Centre, Design Exchange Cluster 1.0</div>`)[0];
            popup_bd165c290a5842c895bc282d3c6af916.setContent(html_7c1f1b682ad747b9950ff0f2775721a2);
        

        circle_marker_d51bfe5e774c48329d1f4100ad0de477.bindPopup(popup_bd165c290a5842c895bc282d3c6af916)
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            var circle_marker_98913b9ebfff4735b5ba414de4ed45ab = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e44021626b21421ea167fb76592a857f = L.popup({"maxWidth": "100%"});

        
            var html_b9daea321f9a40ef96e8ec9aa58cbdcb = $(`<div id="html_b9daea321f9a40ef96e8ec9aa58cbdcb" style="width: 100.0%; height: 100.0%;">Brockton, Parkdale Village, Exhibition Place Cluster 1.0</div>`)[0];
            popup_e44021626b21421ea167fb76592a857f.setContent(html_b9daea321f9a40ef96e8ec9aa58cbdcb);
        

        circle_marker_98913b9ebfff4735b5ba414de4ed45ab.bindPopup(popup_e44021626b21421ea167fb76592a857f)
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            var circle_marker_fe2cb17d7dd84ac994988df089e2c77a = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_e217ffa5620443d09cb2d8915d6a5bed = L.popup({"maxWidth": "100%"});

        
            var html_daa5432af74c4f62ba605ecd5a5d6c3e = $(`<div id="html_daa5432af74c4f62ba605ecd5a5d6c3e" style="width: 100.0%; height: 100.0%;">Golden Mile, Clairlea, Oakridge Cluster 1.0</div>`)[0];
            popup_e217ffa5620443d09cb2d8915d6a5bed.setContent(html_daa5432af74c4f62ba605ecd5a5d6c3e);
        

        circle_marker_fe2cb17d7dd84ac994988df089e2c77a.bindPopup(popup_e217ffa5620443d09cb2d8915d6a5bed)
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            var circle_marker_4ca397585cf5456b9c278dc554c84666 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_8b38e5fd076d45b685563a83b6be2787 = L.popup({"maxWidth": "100%"});

        
            var html_3f8dbc5adab24739b9d8fe9af29c8dc9 = $(`<div id="html_3f8dbc5adab24739b9d8fe9af29c8dc9" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_8b38e5fd076d45b685563a83b6be2787.setContent(html_3f8dbc5adab24739b9d8fe9af29c8dc9);
        

        circle_marker_4ca397585cf5456b9c278dc554c84666.bindPopup(popup_8b38e5fd076d45b685563a83b6be2787)
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            var circle_marker_c70d8745ad5849f193529f38a1e90cf9 = L.circleMarker(
                [43.6689985, -79.31557159999998],
                {"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_edb4a826109e4fee95042b9ec10d099a = L.popup({"maxWidth": "100%"});

        
            var html_bee207b2d9f2446cb3195546c3f83d71 = $(`<div id="html_bee207b2d9f2446cb3195546c3f83d71" style="width: 100.0%; height: 100.0%;">India Bazaar, The Beaches West Cluster 1.0</div>`)[0];
            popup_edb4a826109e4fee95042b9ec10d099a.setContent(html_bee207b2d9f2446cb3195546c3f83d71);
        

        circle_marker_c70d8745ad5849f193529f38a1e90cf9.bindPopup(popup_edb4a826109e4fee95042b9ec10d099a)
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            var circle_marker_f0815acfef8d4c548f23d97e37f1d056 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_caf7e89a861e4ddf96fb4adebe4c3318 = L.popup({"maxWidth": "100%"});

        
            var html_5ddbc9740e53420eabf455799b5fcb8a = $(`<div id="html_5ddbc9740e53420eabf455799b5fcb8a" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel Cluster 1.0</div>`)[0];
            popup_caf7e89a861e4ddf96fb4adebe4c3318.setContent(html_5ddbc9740e53420eabf455799b5fcb8a);
        

        circle_marker_f0815acfef8d4c548f23d97e37f1d056.bindPopup(popup_caf7e89a861e4ddf96fb4adebe4c3318)
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            var circle_marker_814c33ead2e64aa8a0305bbe268dfc5b = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_3ef4bd4fed694900bf501cfb60c4acc3 = L.popup({"maxWidth": "100%"});

        
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            popup_3ef4bd4fed694900bf501cfb60c4acc3.setContent(html_535239254bad4b5fad5908ece132fce4);
        

        circle_marker_814c33ead2e64aa8a0305bbe268dfc5b.bindPopup(popup_3ef4bd4fed694900bf501cfb60c4acc3)
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            var circle_marker_1d9818d791bd4636bf4c8f1675280470 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_f74ee6c9f26843ae8332121989449b68 = L.popup({"maxWidth": "100%"});

        
            var html_2d6e0d3ba6f94975955322c1b7ece9ab = $(`<div id="html_2d6e0d3ba6f94975955322c1b7ece9ab" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 0.0</div>`)[0];
            popup_f74ee6c9f26843ae8332121989449b68.setContent(html_2d6e0d3ba6f94975955322c1b7ece9ab);
        

        circle_marker_1d9818d791bd4636bf4c8f1675280470.bindPopup(popup_f74ee6c9f26843ae8332121989449b68)
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            var circle_marker_32e0fd616fdd4e499348116b4a5a9eff = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_a9c56b34f633408498cf06cc5066a7a5 = L.popup({"maxWidth": "100%"});

        
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            popup_a9c56b34f633408498cf06cc5066a7a5.setContent(html_04f41acd6d3e4a97b6c247a8aec12017);
        

        circle_marker_32e0fd616fdd4e499348116b4a5a9eff.bindPopup(popup_a9c56b34f633408498cf06cc5066a7a5)
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            var circle_marker_7a9464df846f47068fa0e213248d5fc9 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_1df9344484cd452c8eb2c6e9dd144869 = L.popup({"maxWidth": "100%"});

        
            var html_2c3f123d8ee24b89b4cdf2c4be0d852d = $(`<div id="html_2c3f123d8ee24b89b4cdf2c4be0d852d" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook Cluster 1.0</div>`)[0];
            popup_1df9344484cd452c8eb2c6e9dd144869.setContent(html_2c3f123d8ee24b89b4cdf2c4be0d852d);
        

        circle_marker_7a9464df846f47068fa0e213248d5fc9.bindPopup(popup_1df9344484cd452c8eb2c6e9dd144869)
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            var circle_marker_d84f6517aef84eafb1a8e286937f60df = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_3a4fd4f1a1f943a296b310080180ae48 = L.popup({"maxWidth": "100%"});

        
            var html_68fd6d516d364b3b9526950dffd69cfe = $(`<div id="html_68fd6d516d364b3b9526950dffd69cfe" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_3a4fd4f1a1f943a296b310080180ae48.setContent(html_68fd6d516d364b3b9526950dffd69cfe);
        

        circle_marker_d84f6517aef84eafb1a8e286937f60df.bindPopup(popup_3a4fd4f1a1f943a296b310080180ae48)
        ;

        
    
    
            var circle_marker_dab71102be9a4c92bf71e951f117ddfb = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e22389adde874afcbb9a4d9f32594a33 = L.popup({"maxWidth": "100%"});

        
            var html_1c132c1547bd4e6da40432ea6574ad6e = $(`<div id="html_1c132c1547bd4e6da40432ea6574ad6e" style="width: 100.0%; height: 100.0%;">Studio District Cluster 1.0</div>`)[0];
            popup_e22389adde874afcbb9a4d9f32594a33.setContent(html_1c132c1547bd4e6da40432ea6574ad6e);
        

        circle_marker_dab71102be9a4c92bf71e951f117ddfb.bindPopup(popup_e22389adde874afcbb9a4d9f32594a33)
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            var circle_marker_5d805f244cd445bebcb6fc76734ded5d = L.circleMarker(
                [43.7332825, -79.4197497],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_5ee93612cf3e4d0b893c28670e03ca05 = L.popup({"maxWidth": "100%"});

        
            var html_adc948cd51fa4c3eaf2b88e5b7efd06d = $(`<div id="html_adc948cd51fa4c3eaf2b88e5b7efd06d" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East Cluster 1.0</div>`)[0];
            popup_5ee93612cf3e4d0b893c28670e03ca05.setContent(html_adc948cd51fa4c3eaf2b88e5b7efd06d);
        

        circle_marker_5d805f244cd445bebcb6fc76734ded5d.bindPopup(popup_5ee93612cf3e4d0b893c28670e03ca05)
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            var circle_marker_f2e709ad09e44a7b98e6bef3c502a35e = L.circleMarker(
                [43.6911158, -79.47601329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_75325749413f457eb82bc3ee14018ea4 = L.popup({"maxWidth": "100%"});

        
            var html_f7a3e236cd8748ceba3c89e8901ea298 = $(`<div id="html_f7a3e236cd8748ceba3c89e8901ea298" style="width: 100.0%; height: 100.0%;">Del Ray, Mount Dennis, Keelsdale and Silverthorn Cluster 1.0</div>`)[0];
            popup_75325749413f457eb82bc3ee14018ea4.setContent(html_f7a3e236cd8748ceba3c89e8901ea298);
        

        circle_marker_f2e709ad09e44a7b98e6bef3c502a35e.bindPopup(popup_75325749413f457eb82bc3ee14018ea4)
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            var circle_marker_0be77ecbbe4749229524d4edab60d0d8 = L.circleMarker(
                [43.7247659, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_a336247025464ed5b629c5248a5a9c9d = L.popup({"maxWidth": "100%"});

        
            var html_311e98e10d454eafbb66f2a35c5dd709 = $(`<div id="html_311e98e10d454eafbb66f2a35c5dd709" style="width: 100.0%; height: 100.0%;">Humberlea, Emery Cluster 1.0</div>`)[0];
            popup_a336247025464ed5b629c5248a5a9c9d.setContent(html_311e98e10d454eafbb66f2a35c5dd709);
        

        circle_marker_0be77ecbbe4749229524d4edab60d0d8.bindPopup(popup_a336247025464ed5b629c5248a5a9c9d)
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            var circle_marker_79728f3ceff945e380344cd06dc91cf0 = L.circleMarker(
                [43.692657000000004, -79.2648481],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_6c47394f06024194a60cd018b7aff836 = L.popup({"maxWidth": "100%"});

        
            var html_68bff30166084998bd3fd4518812c2d9 = $(`<div id="html_68bff30166084998bd3fd4518812c2d9" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West Cluster 1.0</div>`)[0];
            popup_6c47394f06024194a60cd018b7aff836.setContent(html_68bff30166084998bd3fd4518812c2d9);
        

        circle_marker_79728f3ceff945e380344cd06dc91cf0.bindPopup(popup_6c47394f06024194a60cd018b7aff836)
        ;

        
    
    
            var circle_marker_9762fb8edd7349719eb77692b239cd43 = L.circleMarker(
                [43.7701199, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_43f0330c3d904bd7aa3f077eef675a3e = L.popup({"maxWidth": "100%"});

        
            var html_80e929764dfe412095ebbdbe2302a5ed = $(`<div id="html_80e929764dfe412095ebbdbe2302a5ed" style="width: 100.0%; height: 100.0%;">Willowdale Cluster 1.0</div>`)[0];
            popup_43f0330c3d904bd7aa3f077eef675a3e.setContent(html_80e929764dfe412095ebbdbe2302a5ed);
        

        circle_marker_9762fb8edd7349719eb77692b239cd43.bindPopup(popup_43f0330c3d904bd7aa3f077eef675a3e)
        ;

        
    
    
            var circle_marker_cc54893d0d0d415c8864005c3c3ef156 = L.circleMarker(
                [43.7616313, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_e38e1e44e0e14fc782c9e130a952164f = L.popup({"maxWidth": "100%"});

        
            var html_58752b3291824ea4beef192fd98eb293 = $(`<div id="html_58752b3291824ea4beef192fd98eb293" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_e38e1e44e0e14fc782c9e130a952164f.setContent(html_58752b3291824ea4beef192fd98eb293);
        

        circle_marker_cc54893d0d0d415c8864005c3c3ef156.bindPopup(popup_e38e1e44e0e14fc782c9e130a952164f)
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            var circle_marker_81e3fac96d2c4c80ac248a236a690278 = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_9f1c1b8965624e7ca8d41030b7e4f347 = L.popup({"maxWidth": "100%"});

        
            var html_799a148a63ff4cd8ba04e3b903eeb6e1 = $(`<div id="html_799a148a63ff4cd8ba04e3b903eeb6e1" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 2.0</div>`)[0];
            popup_9f1c1b8965624e7ca8d41030b7e4f347.setContent(html_799a148a63ff4cd8ba04e3b903eeb6e1);
        

        circle_marker_81e3fac96d2c4c80ac248a236a690278.bindPopup(popup_9f1c1b8965624e7ca8d41030b7e4f347)
        ;

        
    
    
            var circle_marker_41effa69038b445fa86c94465fc7187d = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_1675dd6ef73f4a25a80663f414095fea = L.popup({"maxWidth": "100%"});

        
            var html_f0035bbfedfe467cafa0fbfabf981bfd = $(`<div id="html_f0035bbfedfe467cafa0fbfabf981bfd" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 3.0</div>`)[0];
            popup_1675dd6ef73f4a25a80663f414095fea.setContent(html_f0035bbfedfe467cafa0fbfabf981bfd);
        

        circle_marker_41effa69038b445fa86c94465fc7187d.bindPopup(popup_1675dd6ef73f4a25a80663f414095fea)
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        circle_marker_3441faa9f5714d3ca8706bcd93ee1ddc.bindPopup(popup_bbdec38b2b614e5ea0b4bc099fc4da7f)
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        circle_marker_3d056e1c7357498bbffea5399c34e2e2.bindPopup(popup_d93ca48c0ac04a6ebceef037a35c7ea1)
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        circle_marker_e71c79225f114e2f85492e845d3c9d0d.bindPopup(popup_3256ed82c850496ea34e78c410db687b)
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        circle_marker_5ba9d08bdad64c5abd258f80c3d499ba.bindPopup(popup_de2575f5377d4f378424f05621397ae9)
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            popup_8dd84257d5a546dcb7f0870d8232f91e.setContent(html_f5ef5b80749247a185c413e949aafe56);
        

        circle_marker_fab587d6f2874d05880d720fda659e42.bindPopup(popup_8dd84257d5a546dcb7f0870d8232f91e)
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            popup_4f6421a6a4a84c1592725b7114151ad2.setContent(html_feb0910245904753b8b14efaa73ff772);
        

        circle_marker_ef1b97f3a99b4c51a9d5ab0dabdc7be0.bindPopup(popup_4f6421a6a4a84c1592725b7114151ad2)
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        circle_marker_84819c5aa1d942879156582d2f2c12e7.bindPopup(popup_270f34d757cc415f953868481f516915)
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            popup_d27fef58b95b4deeb31723a884f6f3f3.setContent(html_13488c7bf3c14dd7b9e104c8a2daf7a8);
        

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            var html_b2bf52b10acf4b75af21ee0ecaadccf6 = $(`<div id="html_b2bf52b10acf4b75af21ee0ecaadccf6" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 1.0</div>`)[0];
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            var circle_marker_16159ff7910742efa512d38a115bda14 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_9a13c0e7284c4e76a4af5c8963b71f87 = L.popup({"maxWidth": "100%"});

        
            var html_7414d56caadf450f914cb6a5d93a8ab7 = $(`<div id="html_7414d56caadf450f914cb6a5d93a8ab7" style="width: 100.0%; height: 100.0%;">Clarks Corners, Tam O&#39;Shanter, Sullivan Cluster 0.0</div>`)[0];
            popup_9a13c0e7284c4e76a4af5c8963b71f87.setContent(html_7414d56caadf450f914cb6a5d93a8ab7);
        

        circle_marker_16159ff7910742efa512d38a115bda14.bindPopup(popup_9a13c0e7284c4e76a4af5c8963b71f87)
        ;

        
    
    
            var circle_marker_5bc22eedfdc14d429450238cfa4dd6f9 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_f66d48eadcdd45ba9b6d518160fe11d1 = L.popup({"maxWidth": "100%"});

        
            var html_34ac3c28ecad4a1d92e92d99bd8eba13 = $(`<div id="html_34ac3c28ecad4a1d92e92d99bd8eba13" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East Cluster 1.0</div>`)[0];
            popup_f66d48eadcdd45ba9b6d518160fe11d1.setContent(html_34ac3c28ecad4a1d92e92d99bd8eba13);
        

        circle_marker_5bc22eedfdc14d429450238cfa4dd6f9.bindPopup(popup_f66d48eadcdd45ba9b6d518160fe11d1)
        ;

        
    
    
            var circle_marker_62009a35a02740d98399c97713abb6c3 = L.circleMarker(
                [43.6532057, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_6b0769e6c1bd4062b3ca510f6e36844d = L.popup({"maxWidth": "100%"});

        
            var html_165f9c08505547e7b481daaea515fff8 = $(`<div id="html_165f9c08505547e7b481daaea515fff8" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park Cluster 1.0</div>`)[0];
            popup_6b0769e6c1bd4062b3ca510f6e36844d.setContent(html_165f9c08505547e7b481daaea515fff8);
        

        circle_marker_62009a35a02740d98399c97713abb6c3.bindPopup(popup_6b0769e6c1bd4062b3ca510f6e36844d)
        ;

        
    
    
            var circle_marker_b1b2c2df39d742d6aa44c646fa21e716 = L.circleMarker(
                [43.8152522, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_34b9bdf6b7a4463e8d29c60dc53117da = L.popup({"maxWidth": "100%"});

        
            var html_7a3ceec6a26e4a699e13dc1773344cc5 = $(`<div id="html_7a3ceec6a26e4a699e13dc1773344cc5" style="width: 100.0%; height: 100.0%;">Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East Cluster 2.0</div>`)[0];
            popup_34b9bdf6b7a4463e8d29c60dc53117da.setContent(html_7a3ceec6a26e4a699e13dc1773344cc5);
        

        circle_marker_b1b2c2df39d742d6aa44c646fa21e716.bindPopup(popup_34b9bdf6b7a4463e8d29c60dc53117da)
        ;

        
    
    
            var circle_marker_3361cad702114c5aaf45570b898ccdb8 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_541b141f4539427d83cec4ce8ac3d792 = L.popup({"maxWidth": "100%"});

        
            var html_d8f67cdca115421f93f14cc9be50fd68 = $(`<div id="html_d8f67cdca115421f93f14cc9be50fd68" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park Cluster 1.0</div>`)[0];
            popup_541b141f4539427d83cec4ce8ac3d792.setContent(html_d8f67cdca115421f93f14cc9be50fd68);
        

        circle_marker_3361cad702114c5aaf45570b898ccdb8.bindPopup(popup_541b141f4539427d83cec4ce8ac3d792)
        ;

        
    
    
            var circle_marker_35e9497f3b4d400ca02e553214989225 = L.circleMarker(
                [43.6289467, -79.3944199],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_6efa002de65e4702ba2a6bf2cc5764ce = L.popup({"maxWidth": "100%"});

        
            var html_c0ace7f29be0422abecaee7445345716 = $(`<div id="html_c0ace7f29be0422abecaee7445345716" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst  Quay, South Niagara, Island airport Cluster 1.0</div>`)[0];
            popup_6efa002de65e4702ba2a6bf2cc5764ce.setContent(html_c0ace7f29be0422abecaee7445345716);
        

        circle_marker_35e9497f3b4d400ca02e553214989225.bindPopup(popup_6efa002de65e4702ba2a6bf2cc5764ce)
        ;

        
    
    
            var circle_marker_328076c0ab3944afa85fefd2f2edc2f0 = L.circleMarker(
                [43.6056466, -79.50132070000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_d065c4c5db2d468aaa4402436cd2983e = L.popup({"maxWidth": "100%"});

        
            var html_7285172b818e4c40ae7fd6512dd09e5e = $(`<div id="html_7285172b818e4c40ae7fd6512dd09e5e" style="width: 100.0%; height: 100.0%;">New Toronto, Mimico South, Humber Bay Shores Cluster 1.0</div>`)[0];
            popup_d065c4c5db2d468aaa4402436cd2983e.setContent(html_7285172b818e4c40ae7fd6512dd09e5e);
        

        circle_marker_328076c0ab3944afa85fefd2f2edc2f0.bindPopup(popup_d065c4c5db2d468aaa4402436cd2983e)
        ;

        
    
    
            var circle_marker_5c993d85f3b14f8ca162f126fb1b9fce = L.circleMarker(
                [43.739416399999996, -79.5884369],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_be2e99d1f46d4d3ca55fbab3b6e50183 = L.popup({"maxWidth": "100%"});

        
            var html_b697523618954161a0e1e34c961bd01d = $(`<div id="html_b697523618954161a0e1e34c961bd01d" style="width: 100.0%; height: 100.0%;">South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens Cluster 0.0</div>`)[0];
            popup_be2e99d1f46d4d3ca55fbab3b6e50183.setContent(html_b697523618954161a0e1e34c961bd01d);
        

        circle_marker_5c993d85f3b14f8ca162f126fb1b9fce.bindPopup(popup_be2e99d1f46d4d3ca55fbab3b6e50183)
        ;

        
    
    
            var circle_marker_a9b9ef51a13a42178f766c21b200c0c2 = L.circleMarker(
                [43.799525200000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_165d363c6109496bbb67218c50d0d0de = L.popup({"maxWidth": "100%"});

        
            var html_b8fc5fb1e2a145428c38423da14ff3e7 = $(`<div id="html_b8fc5fb1e2a145428c38423da14ff3e7" style="width: 100.0%; height: 100.0%;">Steeles West, L&#39;Amoreaux West Cluster 1.0</div>`)[0];
            popup_165d363c6109496bbb67218c50d0d0de.setContent(html_b8fc5fb1e2a145428c38423da14ff3e7);
        

        circle_marker_a9b9ef51a13a42178f766c21b200c0c2.bindPopup(popup_165d363c6109496bbb67218c50d0d0de)
        ;

        
    
    
            var circle_marker_1736ae02be594b3cb83a1ba2f122c4fd = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_40379003f82d4169806851c261af01a7 = L.popup({"maxWidth": "100%"});

        
            var html_f99c6153e7774381a4db0e2e8feda83b = $(`<div id="html_f99c6153e7774381a4db0e2e8feda83b" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 2.0</div>`)[0];
            popup_40379003f82d4169806851c261af01a7.setContent(html_f99c6153e7774381a4db0e2e8feda83b);
        

        circle_marker_1736ae02be594b3cb83a1ba2f122c4fd.bindPopup(popup_40379003f82d4169806851c261af01a7)
        ;

        
    
    
            var circle_marker_7cfc9eb06dcf4ea3ae372d52404f0f2b = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_bf9e6ce8971f43ee9585ecff9b790c41 = L.popup({"maxWidth": "100%"});

        
            var html_bcb5fc5903e9424fb735efd9b86e8f58 = $(`<div id="html_bcb5fc5903e9424fb735efd9b86e8f58" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes Cluster 1.0</div>`)[0];
            popup_bf9e6ce8971f43ee9585ecff9b790c41.setContent(html_bcb5fc5903e9424fb735efd9b86e8f58);
        

        circle_marker_7cfc9eb06dcf4ea3ae372d52404f0f2b.bindPopup(popup_bf9e6ce8971f43ee9585ecff9b790c41)
        ;

        
    
    
            var circle_marker_e0be9323707740fbb0321713d7de1d21 = L.circleMarker(
                [43.60241370000001, -79.54348409999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_0c7341cb45054101bed8509414dc349e = L.popup({"maxWidth": "100%"});

        
            var html_1bff5e2017304ddbab686995fb989bde = $(`<div id="html_1bff5e2017304ddbab686995fb989bde" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch Cluster 0.0</div>`)[0];
            popup_0c7341cb45054101bed8509414dc349e.setContent(html_1bff5e2017304ddbab686995fb989bde);
        

        circle_marker_e0be9323707740fbb0321713d7de1d21.bindPopup(popup_0c7341cb45054101bed8509414dc349e)
        ;

        
    
    
            var circle_marker_a92db79715504355b2c071a15ef7435b = L.circleMarker(
                [43.706748299999994, -79.5940544],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_36c86ae61dcc4389b0788913bb275667 = L.popup({"maxWidth": "100%"});

        
            var html_29aa5a3ba4d64123ba89ea78193d8c7b = $(`<div id="html_29aa5a3ba4d64123ba89ea78193d8c7b" style="width: 100.0%; height: 100.0%;">Northwest Cluster 1.0</div>`)[0];
            popup_36c86ae61dcc4389b0788913bb275667.setContent(html_29aa5a3ba4d64123ba89ea78193d8c7b);
        

        circle_marker_a92db79715504355b2c071a15ef7435b.bindPopup(popup_36c86ae61dcc4389b0788913bb275667)
        ;

        
    
    
            var circle_marker_60a43756a7e5446db85e6c38a9f528c6 = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_02f546ec163d4c039e76b643fdbaa81d = L.popup({"maxWidth": "100%"});

        
            var html_3a51bafeecf8425bbe622f140741d198 = $(`<div id="html_3a51bafeecf8425bbe622f140741d198" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown Cluster 1.0</div>`)[0];
            popup_02f546ec163d4c039e76b643fdbaa81d.setContent(html_3a51bafeecf8425bbe622f140741d198);
        

        circle_marker_60a43756a7e5446db85e6c38a9f528c6.bindPopup(popup_02f546ec163d4c039e76b643fdbaa81d)
        ;

        
    
    
            var circle_marker_a4b16a609dcf4af3b15742e2c3924f20 = L.circleMarker(
                [43.6484292, -79.3822802],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_80ea5a372daa4ff38b77adc9045ac0fb = L.popup({"maxWidth": "100%"});

        
            var html_81962127d18c4f0ca82289569bf4bd78 = $(`<div id="html_81962127d18c4f0ca82289569bf4bd78" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 1.0</div>`)[0];
            popup_80ea5a372daa4ff38b77adc9045ac0fb.setContent(html_81962127d18c4f0ca82289569bf4bd78);
        

        circle_marker_a4b16a609dcf4af3b15742e2c3924f20.bindPopup(popup_80ea5a372daa4ff38b77adc9045ac0fb)
        ;

        
    
    
            var circle_marker_14b499696829433aa43820cab4ff0d15 = L.circleMarker(
                [43.653653600000005, -79.5069436],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_1aebce434a4d4950b2a2f47f019a0d7a = L.popup({"maxWidth": "100%"});

        
            var html_f4234f8c8853449a84c9f75898e67612 = $(`<div id="html_f4234f8c8853449a84c9f75898e67612" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North Cluster 1.0</div>`)[0];
            popup_1aebce434a4d4950b2a2f47f019a0d7a.setContent(html_f4234f8c8853449a84c9f75898e67612);
        

        circle_marker_14b499696829433aa43820cab4ff0d15.bindPopup(popup_1aebce434a4d4950b2a2f47f019a0d7a)
        ;

        
    
    
            var circle_marker_03f3a87b8ef149c5ba35ef0e7bd3946d = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_34c70a56e18e44e18184cdd2bbec981b = L.popup({"maxWidth": "100%"});

        
            var html_56035f0fe49b449bb48faf2f8112eba2 = $(`<div id="html_56035f0fe49b449bb48faf2f8112eba2" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1.0</div>`)[0];
            popup_34c70a56e18e44e18184cdd2bbec981b.setContent(html_56035f0fe49b449bb48faf2f8112eba2);
        

        circle_marker_03f3a87b8ef149c5ba35ef0e7bd3946d.bindPopup(popup_34c70a56e18e44e18184cdd2bbec981b)
        ;

        
    
    
            var circle_marker_bbe8bfbc5cbb437d917a6dc05d850fb8 = L.circleMarker(
                [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}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_d5376af88382469d87c67a3483bf8103 = L.popup({"maxWidth": "100%"});

        
            var html_1f48bde99a18458c9b17ba544f67c1fb = $(`<div id="html_1f48bde99a18458c9b17ba544f67c1fb" style="width: 100.0%; height: 100.0%;">Business reply mail Processing CentrE Cluster 1.0</div>`)[0];
            popup_d5376af88382469d87c67a3483bf8103.setContent(html_1f48bde99a18458c9b17ba544f67c1fb);
        

        circle_marker_bbe8bfbc5cbb437d917a6dc05d850fb8.bindPopup(popup_d5376af88382469d87c67a3483bf8103)
        ;

        
    
    
            var circle_marker_9b3ba44a93464d3f869fb6f81adda3f8 = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_b8b08e9f3b914276bc09f2407819429d = L.popup({"maxWidth": "100%"});

        
            var html_2cf59ba21be4427c8490bcd6287fcf7b = $(`<div id="html_2cf59ba21be4427c8490bcd6287fcf7b" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East Cluster 2.0</div>`)[0];
            popup_b8b08e9f3b914276bc09f2407819429d.setContent(html_2cf59ba21be4427c8490bcd6287fcf7b);
        

        circle_marker_9b3ba44a93464d3f869fb6f81adda3f8.bindPopup(popup_b8b08e9f3b914276bc09f2407819429d)
        ;

        
    
    
            var circle_marker_90e42ae5ca9d4ee892e4135d94b0de11 = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_6582b17ca13f426bb3772ad82baef893);
        
    
        var popup_47bf0cb7d3ab40e6a1d45f13fd37c02e = L.popup({"maxWidth": "100%"});

        
            var html_387df54b533a4b6ca6d04612e17907a8 = $(`<div id="html_387df54b533a4b6ca6d04612e17907a8" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West Cluster 1.0</div>`)[0];
            popup_47bf0cb7d3ab40e6a1d45f13fd37c02e.setContent(html_387df54b533a4b6ca6d04612e17907a8);
        

        circle_marker_90e42ae5ca9d4ee892e4135d94b0de11.bindPopup(popup_47bf0cb7d3ab40e6a1d45f13fd37c02e)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fa9bbfe4710>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(toronto_merged['Latitude'], toronto_merged['Longitude'], \n",
    "                                  toronto_merged['Neighborhood'], toronto_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[int(cluster-1)],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[int(cluster-1)],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examine Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>East York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dance Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>North York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>York</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Diner</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "8     East York             0.0           Pizza Place        Breakfast Spot   \n",
       "10   North York             0.0                  Park           Pizza Place   \n",
       "50   North York             0.0           Pizza Place   Empanada Restaurant   \n",
       "63         York             0.0     Convenience Store         Grocery Store   \n",
       "70    Etobicoke             0.0           Pizza Place          Intersection   \n",
       "77    Etobicoke             0.0                  Park              Bus Line   \n",
       "82  Scarborough             0.0           Pizza Place  Fast Food Restaurant   \n",
       "89    Etobicoke             0.0         Grocery Store           Pizza Place   \n",
       "93    Etobicoke             0.0           Pizza Place                   Gym   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "8   Fast Food Restaurant          Intersection    Athletics & Sports   \n",
       "10                   Pub   Japanese Restaurant   Dumpling Restaurant   \n",
       "50         Women's Store               Dog Run          Dessert Shop   \n",
       "63           Pizza Place              Bus Line      Doner Restaurant   \n",
       "70           Coffee Shop        Discount Store    Chinese Restaurant   \n",
       "77           Pizza Place        Sandwich Place               Dog Run   \n",
       "82                  Bank          Intersection   Fried Chicken Joint   \n",
       "89        Sandwich Place            Beer Store  Fast Food Restaurant   \n",
       "93           Coffee Shop              Pharmacy          Skating Rink   \n",
       "\n",
       "   6th Most Common Venue 7th Most Common Venue    8th Most Common Venue  \\\n",
       "8               Bus Line             Gastropub                     Bank   \n",
       "10             Drugstore            Donut Shop         Doner Restaurant   \n",
       "50    Dim Sum Restaurant                 Diner           Discount Store   \n",
       "63    Dim Sum Restaurant                 Diner           Discount Store   \n",
       "70        Sandwich Place         Women's Store      Distribution Center   \n",
       "77    Dim Sum Restaurant                 Diner           Discount Store   \n",
       "82    Chinese Restaurant       Thai Restaurant       Italian Restaurant   \n",
       "89   Fried Chicken Joint              Pharmacy  Comfort Food Restaurant   \n",
       "93    Athletics & Sports                   Pub                     Pool   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "8               Pharmacy   Gym / Fitness Center  \n",
       "10               Dog Run           Dance Studio  \n",
       "50   Distribution Center             Donut Shop  \n",
       "63   Distribution Center                Dog Run  \n",
       "70    Dim Sum Restaurant                  Diner  \n",
       "77   Distribution Center       Doner Restaurant  \n",
       "82   Rental Car Location            Gas Station  \n",
       "89          Dessert Shop    Dumpling Restaurant  \n",
       "93        Sandwich Place                  Diner  "
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cluster 1\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 0, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>1</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</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>Mexican Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Chocolate Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Accessories Store</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Arts &amp; Crafts Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Convenience Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Gym</td>\n",
       "      <td>College Cafeteria</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Juice Bar</td>\n",
       "      <td>Hobby Shop</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Discount Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Print Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Baseball Field</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Baseball Field</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>East York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Dance Studio</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Curling Ice</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Field</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Beer Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Shopping Plaza</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Medical Center</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Korean Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Drugstore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>East York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bike Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Juice Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Park</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gas Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Hakka Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Golf Course</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>East York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Park</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Lounge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Shoe Store</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Miscellaneous Shop</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Metro Station</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Massage Studio</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Bus Stop</td>\n",
       "      <td>Food Truck</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Airport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Dance Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Smoke Shop</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>North York</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ramen Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Plaza</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Salon / Barbershop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Pet Store</td>\n",
       "      <td>Gift Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Cuban Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Mississauga</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Skating Rink</td>\n",
       "      <td>Lounge</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Gourmet Shop</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bank</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bagel Shop</td>\n",
       "      <td>Liquor Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Plane</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Boutique</td>\n",
       "      <td>Airport Food Court</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Thrift / Vintage Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Farmers Market</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rental Car Location</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Pub</td>\n",
       "      <td>General Entertainment</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Jewelry Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Pool</td>\n",
       "      <td>River</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Gay Bar</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Recording Studio</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Garden Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Tanning Salon</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Supplement Shop</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Borough  Cluster Labels      1st Most Common Venue  \\\n",
       "1          North York             1.0      Portuguese Restaurant   \n",
       "2    Downtown Toronto             1.0                Coffee Shop   \n",
       "3          North York             1.0             Clothing Store   \n",
       "4    Downtown Toronto             1.0                Coffee Shop   \n",
       "6         Scarborough             1.0                 Print Shop   \n",
       "7          North York             1.0                        Gym   \n",
       "9    Downtown Toronto             1.0                Coffee Shop   \n",
       "11          Etobicoke             1.0                Golf Course   \n",
       "12        Scarborough             1.0                        Bar   \n",
       "13         North York             1.0                        Gym   \n",
       "14          East York             1.0               Dance Studio   \n",
       "15   Downtown Toronto             1.0                Coffee Shop   \n",
       "16               York             1.0                      Trail   \n",
       "17          Etobicoke             1.0                       Park   \n",
       "18        Scarborough             1.0          Electronics Store   \n",
       "19       East Toronto             1.0                      Trail   \n",
       "20   Downtown Toronto             1.0                Coffee Shop   \n",
       "22        Scarborough             1.0                Coffee Shop   \n",
       "23          East York             1.0                Coffee Shop   \n",
       "24   Downtown Toronto             1.0                Coffee Shop   \n",
       "25   Downtown Toronto             1.0              Grocery Store   \n",
       "26        Scarborough             1.0       Caribbean Restaurant   \n",
       "27         North York             1.0   Mediterranean Restaurant   \n",
       "28         North York             1.0                       Bank   \n",
       "29          East York             1.0          Indian Restaurant   \n",
       "30   Downtown Toronto             1.0                Coffee Shop   \n",
       "31       West Toronto             1.0                   Pharmacy   \n",
       "32        Scarborough             1.0             Cosmetics Shop   \n",
       "33         North York             1.0             Clothing Store   \n",
       "34         North York             1.0         Miscellaneous Shop   \n",
       "..                ...             ...                        ...   \n",
       "59         North York             1.0                Pizza Place   \n",
       "60         North York             1.0                       Park   \n",
       "65        Scarborough             1.0          Indian Restaurant   \n",
       "67    Central Toronto             1.0                        Gym   \n",
       "68    Central Toronto             1.0                      Trail   \n",
       "69       West Toronto             1.0            Thai Restaurant   \n",
       "71        Scarborough             1.0                 Smoke Shop   \n",
       "72         North York             1.0                Pizza Place   \n",
       "73    Central Toronto             1.0             Clothing Store   \n",
       "74    Central Toronto             1.0             Sandwich Place   \n",
       "75       West Toronto             1.0                  Gift Shop   \n",
       "76        Mississauga             1.0                      Hotel   \n",
       "78        Scarborough             1.0  Latin American Restaurant   \n",
       "79    Central Toronto             1.0               Dessert Shop   \n",
       "80   Downtown Toronto             1.0                       Café   \n",
       "81       West Toronto             1.0                Pizza Place   \n",
       "83    Central Toronto             1.0               Tennis Court   \n",
       "84   Downtown Toronto             1.0                       Café   \n",
       "86    Central Toronto             1.0                        Pub   \n",
       "87   Downtown Toronto             1.0            Airport Service   \n",
       "88          Etobicoke             1.0                Coffee Shop   \n",
       "90        Scarborough             1.0         Chinese Restaurant   \n",
       "92   Downtown Toronto             1.0                Coffee Shop   \n",
       "94          Etobicoke             1.0        Rental Car Location   \n",
       "96   Downtown Toronto             1.0                Coffee Shop   \n",
       "97   Downtown Toronto             1.0                Coffee Shop   \n",
       "98          Etobicoke             1.0                       Pool   \n",
       "99   Downtown Toronto             1.0                Coffee Shop   \n",
       "100      East Toronto             1.0                Yoga Studio   \n",
       "102         Etobicoke             1.0                        Gym   \n",
       "\n",
       "         2nd Most Common Venue       3rd Most Common Venue  \\\n",
       "1                 Intersection                 Coffee Shop   \n",
       "2                         Park                      Bakery   \n",
       "3            Accessories Store      Furniture / Home Store   \n",
       "4                        Diner                         Gym   \n",
       "6         Fast Food Restaurant  Construction & Landscaping   \n",
       "7                  Coffee Shop         Japanese Restaurant   \n",
       "9               Clothing Store         Japanese Restaurant   \n",
       "11               Women's Store            Doner Restaurant   \n",
       "12               Women's Store                Dessert Shop   \n",
       "13                 Coffee Shop         Japanese Restaurant   \n",
       "14              Cosmetics Shop                         Spa   \n",
       "15                        Café                Cocktail Bar   \n",
       "16                     Dog Run                       Field   \n",
       "17                 Pizza Place              Cosmetics Shop   \n",
       "18                Intersection          Mexican Restaurant   \n",
       "19                         Pub           Health Food Store   \n",
       "20          Seafood Restaurant                Cocktail Bar   \n",
       "22           Korean Restaurant               Women's Store   \n",
       "23         Sporting Goods Shop                        Bank   \n",
       "24          Italian Restaurant              Sandwich Place   \n",
       "25                        Café                        Park   \n",
       "26                 Gas Station                      Bakery   \n",
       "27                 Golf Course          Athletics & Sports   \n",
       "28                 Coffee Shop               Shopping Mall   \n",
       "29                         Gym                 Supermarket   \n",
       "30                        Café                         Gym   \n",
       "31                      Bakery   Middle Eastern Restaurant   \n",
       "32                  Playground               Jewelry Store   \n",
       "33                 Coffee Shop        Fast Food Restaurant   \n",
       "34        Caribbean Restaurant               Metro Station   \n",
       "..                         ...                         ...   \n",
       "59            Ramen Restaurant                 Coffee Shop   \n",
       "60               Grocery Store          Athletics & Sports   \n",
       "65                   Pet Store       Vietnamese Restaurant   \n",
       "67                       Hotel           Convenience Store   \n",
       "68          Mexican Restaurant            Sushi Restaurant   \n",
       "69                        Café               Grocery Store   \n",
       "71   Middle Eastern Restaurant                      Bakery   \n",
       "72            Ramen Restaurant                 Coffee Shop   \n",
       "73                 Coffee Shop                 Yoga Studio   \n",
       "74                        Café                 Coffee Shop   \n",
       "75                     Dog Run                  Restaurant   \n",
       "76                Intersection                 Coffee Shop   \n",
       "78                Skating Rink                      Lounge   \n",
       "79              Sandwich Place                 Pizza Place   \n",
       "80                 Yoga Studio                         Bar   \n",
       "81                        Café                 Coffee Shop   \n",
       "83                  Playground               Women's Store   \n",
       "84                 Coffee Shop       Vietnamese Restaurant   \n",
       "86                 Coffee Shop                 Supermarket   \n",
       "87              Airport Lounge            Airport Terminal   \n",
       "88                         Gym                      Bakery   \n",
       "90        Fast Food Restaurant      Thrift / Vintage Store   \n",
       "92                  Restaurant                        Café   \n",
       "94                   Drugstore               Women's Store   \n",
       "96                        Café                      Bakery   \n",
       "97                        Café                  Restaurant   \n",
       "98                       River               Women's Store   \n",
       "99         Japanese Restaurant                     Gay Bar   \n",
       "100       Fast Food Restaurant               Auto Workshop   \n",
       "102          Convenience Store               Tanning Salon   \n",
       "\n",
       "    4th Most Common Venue        5th Most Common Venue  \\\n",
       "1            Hockey Arena                      Dog Run   \n",
       "2                     Pub                      Theater   \n",
       "3               Gift Shop                     Boutique   \n",
       "4       College Cafeteria           Mexican Restaurant   \n",
       "6           Women's Store           Dim Sum Restaurant   \n",
       "7              Beer Store                   Restaurant   \n",
       "9                    Café              Bubble Tea Shop   \n",
       "11           Dessert Shop           Dim Sum Restaurant   \n",
       "12   Ethiopian Restaurant          Empanada Restaurant   \n",
       "13             Beer Store                   Restaurant   \n",
       "14             Beer Store                        Diner   \n",
       "15                  Hotel           Italian Restaurant   \n",
       "16           Hockey Arena                 Dessert Shop   \n",
       "17            Coffee Shop                   Beer Store   \n",
       "18                   Bank               Medical Center   \n",
       "19                Dog Run                 Dessert Shop   \n",
       "20         Farmers Market                       Bakery   \n",
       "22       Doner Restaurant           Dim Sum Restaurant   \n",
       "23           Burger Joint       Furniture / Home Store   \n",
       "24                   Café                          Spa   \n",
       "25            Candy Store           Italian Restaurant   \n",
       "26                   Bank           Athletics & Sports   \n",
       "27                   Pool                      Dog Run   \n",
       "28         Ice Cream Shop             Sushi Restaurant   \n",
       "29             Restaurant                  Pizza Place   \n",
       "30             Restaurant              Thai Restaurant   \n",
       "31            Supermarket                         Café   \n",
       "32          Women's Store           Dim Sum Restaurant   \n",
       "33             Restaurant                Jewelry Store   \n",
       "34            Coffee Shop                          Bar   \n",
       "..                    ...                          ...   \n",
       "59         Sandwich Place                         Café   \n",
       "60           Liquor Store                     Bus Stop   \n",
       "65     Chinese Restaurant          Distribution Center   \n",
       "67       Department Store               Sandwich Place   \n",
       "68          Jewelry Store                      Dog Run   \n",
       "69     Mexican Restaurant                          Bar   \n",
       "71         Breakfast Spot             Doner Restaurant   \n",
       "72         Sandwich Place                         Café   \n",
       "73     Salon / Barbershop                   Restaurant   \n",
       "74              BBQ Joint               Cosmetics Shop   \n",
       "75         Breakfast Spot  Eastern European Restaurant   \n",
       "76    American Restaurant               Sandwich Place   \n",
       "78         Breakfast Spot               Clothing Store   \n",
       "79     Italian Restaurant                         Café   \n",
       "80              Bookstore                   Restaurant   \n",
       "81       Sushi Restaurant                          Pub   \n",
       "83                Dog Run                 Dessert Shop   \n",
       "84                    Bar           Mexican Restaurant   \n",
       "86            Pizza Place          Fried Chicken Joint   \n",
       "87          Boat or Ferry                        Plane   \n",
       "88    Fried Chicken Joint         Fast Food Restaurant   \n",
       "90            Pizza Place            Indian Restaurant   \n",
       "92     Seafood Restaurant           Italian Restaurant   \n",
       "94                Dog Run                 Dessert Shop   \n",
       "96     Italian Restaurant                  Pizza Place   \n",
       "97                    Gym             Asian Restaurant   \n",
       "98    Distribution Center             Department Store   \n",
       "99       Sushi Restaurant                   Restaurant   \n",
       "100         Burrito Place           Light Rail Station   \n",
       "102        Discount Store                Burrito Place   \n",
       "\n",
       "             6th Most Common Venue        7th Most Common Venue  \\\n",
       "1               Dim Sum Restaurant                        Diner   \n",
       "2                   Breakfast Spot                         Café   \n",
       "3              Arts & Crafts Store                  Coffee Shop   \n",
       "4                        Juice Bar                   Hobby Shop   \n",
       "6                            Diner               Discount Store   \n",
       "7             Caribbean Restaurant               Discount Store   \n",
       "9                   Cosmetics Shop           Italian Restaurant   \n",
       "11                           Diner               Discount Store   \n",
       "12               Electronics Store  Eastern European Restaurant   \n",
       "13            Caribbean Restaurant               Discount Store   \n",
       "14                        Bus Stop           Athletics & Sports   \n",
       "15                      Restaurant                     Beer Bar   \n",
       "16              Dim Sum Restaurant                        Diner   \n",
       "17                            Café               Shopping Plaza   \n",
       "18                  Breakfast Spot          Rental Car Location   \n",
       "19              Dim Sum Restaurant                        Diner   \n",
       "20              Italian Restaurant                   Restaurant   \n",
       "22                           Diner               Discount Store   \n",
       "23                   Shopping Mall                   Restaurant   \n",
       "24                  Ice Cream Shop          Japanese Restaurant   \n",
       "25                      Restaurant                   Baby Store   \n",
       "26                 Thai Restaurant          Fried Chicken Joint   \n",
       "27                   Women's Store           Dim Sum Restaurant   \n",
       "28                   Deli / Bodega    Middle Eastern Restaurant   \n",
       "29                        Pharmacy                         Park   \n",
       "30                           Hotel                Deli / Bodega   \n",
       "31                             Bar                  Music Venue   \n",
       "32                           Diner               Discount Store   \n",
       "33                            Bank                       Bakery   \n",
       "34                  Massage Studio                      Dog Run   \n",
       "..                             ...                          ...   \n",
       "59                      Restaurant                Grocery Store   \n",
       "60                      Food Truck               Baseball Field   \n",
       "65                    Dessert Shop           Dim Sum Restaurant   \n",
       "67                  Breakfast Spot            Food & Drink Shop   \n",
       "68              Dim Sum Restaurant                        Diner   \n",
       "69                     Flea Market                    Speakeasy   \n",
       "71                           Diner               Discount Store   \n",
       "72                      Restaurant                Grocery Store   \n",
       "73             Rental Car Location                         Café   \n",
       "74                    Liquor Store                 Burger Joint   \n",
       "75                    Dessert Shop                  Coffee Shop   \n",
       "76        Mediterranean Restaurant                Burrito Place   \n",
       "78                Doner Restaurant                        Diner   \n",
       "79                     Coffee Shop             Sushi Restaurant   \n",
       "80                          Bakery          Japanese Restaurant   \n",
       "81                       Bookstore           Italian Restaurant   \n",
       "83              Dim Sum Restaurant                        Diner   \n",
       "84   Vegetarian / Vegan Restaurant               Farmers Market   \n",
       "86                      Restaurant                         Bank   \n",
       "87                 Harbor / Marina                          Bar   \n",
       "88                    Liquor Store                     Pharmacy   \n",
       "90                 Bubble Tea Shop                         Bank   \n",
       "92                           Hotel                     Beer Bar   \n",
       "94              Dim Sum Restaurant                        Diner   \n",
       "96                      Restaurant                          Pub   \n",
       "97             Japanese Restaurant                        Hotel   \n",
       "98                    Dessert Shop           Dim Sum Restaurant   \n",
       "99                            Café                          Pub   \n",
       "100                            Spa             Recording Studio   \n",
       "102                   Burger Joint               Sandwich Place   \n",
       "\n",
       "         8th Most Common Venue     9th Most Common Venue  \\\n",
       "1               Discount Store       Distribution Center   \n",
       "2           Mexican Restaurant               Event Space   \n",
       "3                  Event Space     Vietnamese Restaurant   \n",
       "4          Fried Chicken Joint       Distribution Center   \n",
       "6          Distribution Center                   Dog Run   \n",
       "7                         Café               Supermarket   \n",
       "9    Middle Eastern Restaurant                   Theater   \n",
       "11         Distribution Center                   Dog Run   \n",
       "12         Dumpling Restaurant                 Drugstore   \n",
       "13                        Café               Supermarket   \n",
       "14                 Curling Ice              Skating Rink   \n",
       "15         American Restaurant            Breakfast Spot   \n",
       "16              Discount Store       Distribution Center   \n",
       "17                Liquor Store       Dumpling Restaurant   \n",
       "18                   Drugstore                Donut Shop   \n",
       "19              Discount Store       Distribution Center   \n",
       "20                        Café               Cheese Shop   \n",
       "22         Distribution Center                   Dog Run   \n",
       "23                   Bike Shop         Electronics Store   \n",
       "24                 Salad Place           Bubble Tea Shop   \n",
       "25                   Nightclub               Coffee Shop   \n",
       "26            Hakka Restaurant                Donut Shop   \n",
       "27                       Diner            Discount Store   \n",
       "28                  Restaurant        Chinese Restaurant   \n",
       "29                Liquor Store              Intersection   \n",
       "30                 Pizza Place               Salad Place   \n",
       "31                        Bank                 Pet Store   \n",
       "32         Distribution Center                   Dog Run   \n",
       "33                  Shoe Store       Japanese Restaurant   \n",
       "34                       Diner            Discount Store   \n",
       "..                         ...                       ...   \n",
       "59                        Bank                     Plaza   \n",
       "60                        Bank                     Hotel   \n",
       "65                       Diner            Discount Store   \n",
       "67                        Park                   Gay Bar   \n",
       "68              Discount Store       Distribution Center   \n",
       "69                      Bakery                     Diner   \n",
       "71         Distribution Center                   Dog Run   \n",
       "72                        Bank                     Plaza   \n",
       "73          Chinese Restaurant                 Pet Store   \n",
       "74           Indian Restaurant                       Pub   \n",
       "75                   Bookstore                       Bar   \n",
       "76   Middle Eastern Restaurant       Fried Chicken Joint   \n",
       "78              Discount Store       Distribution Center   \n",
       "79                         Gym                     Diner   \n",
       "80          Italian Restaurant   Comfort Food Restaurant   \n",
       "81                         Gym              Gourmet Shop   \n",
       "83              Discount Store       Distribution Center   \n",
       "84          Chinese Restaurant       Dumpling Restaurant   \n",
       "86         American Restaurant                Bagel Shop   \n",
       "87                Airport Gate                  Boutique   \n",
       "88                 Pizza Place                      Café   \n",
       "90              Sandwich Place               Supermarket   \n",
       "92         Japanese Restaurant                       Gym   \n",
       "94              Discount Store       Distribution Center   \n",
       "96       General Entertainment            Breakfast Spot   \n",
       "97                   Gastropub        Seafood Restaurant   \n",
       "98                       Diner            Discount Store   \n",
       "99                 Men's Store  Mediterranean Restaurant   \n",
       "100                Pizza Place                    Garden   \n",
       "102                     Bakery           Supplement Shop   \n",
       "\n",
       "        10th Most Common Venue  \n",
       "1                Women's Store  \n",
       "2               Chocolate Shop  \n",
       "3            Convenience Store  \n",
       "4               Discount Store  \n",
       "6                   Donut Shop  \n",
       "7               Baseball Field  \n",
       "9         Fast Food Restaurant  \n",
       "11                  Donut Shop  \n",
       "12                  Donut Shop  \n",
       "13              Baseball Field  \n",
       "14                        Park  \n",
       "15                        Park  \n",
       "16               Women's Store  \n",
       "17                   Drugstore  \n",
       "18            Doner Restaurant  \n",
       "19               Women's Store  \n",
       "20                    Beer Bar  \n",
       "22                   Drugstore  \n",
       "23                   Juice Bar  \n",
       "24        Gym / Fitness Center  \n",
       "25                 Gas Station  \n",
       "26            Doner Restaurant  \n",
       "27         Distribution Center  \n",
       "28         Fried Chicken Joint  \n",
       "29        Gym / Fitness Center  \n",
       "30                      Lounge  \n",
       "31        Gym / Fitness Center  \n",
       "32                  Donut Shop  \n",
       "33               Women's Store  \n",
       "34         Distribution Center  \n",
       "..                         ...  \n",
       "59           Electronics Store  \n",
       "60                     Airport  \n",
       "65                     Dog Run  \n",
       "67                Dance Studio  \n",
       "68               Women's Store  \n",
       "69          Italian Restaurant  \n",
       "71                  Donut Shop  \n",
       "72           Electronics Store  \n",
       "73                   Gift Shop  \n",
       "74   Middle Eastern Restaurant  \n",
       "75            Cuban Restaurant  \n",
       "76                         Gym  \n",
       "78                     Dog Run  \n",
       "79              Farmers Market  \n",
       "80                   Nightclub  \n",
       "81   Latin American Restaurant  \n",
       "83            Doner Restaurant  \n",
       "84                Dessert Shop  \n",
       "86                Liquor Store  \n",
       "87          Airport Food Court  \n",
       "88                  Restaurant  \n",
       "90                    Pharmacy  \n",
       "92              Farmers Market  \n",
       "94            Doner Restaurant  \n",
       "96               Jewelry Store  \n",
       "97                  Steakhouse  \n",
       "98            Doner Restaurant  \n",
       "99                       Hotel  \n",
       "100              Garden Center  \n",
       "102       Fast Food Restaurant  \n",
       "\n",
       "[81 rows x 12 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cluster 2\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 1, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>North York</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>York</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Market</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>East York</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>North York</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Scarborough</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dance Studio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Baseball Field</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Donut Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "0          North York             2.0                  Park   \n",
       "21               York             2.0                  Park   \n",
       "35          East York             2.0                  Park   \n",
       "61    Central Toronto             2.0                  Park   \n",
       "66         North York             2.0                  Park   \n",
       "85        Scarborough             2.0                  Park   \n",
       "91   Downtown Toronto             2.0                  Park   \n",
       "101         Etobicoke             2.0                  Park   \n",
       "\n",
       "    2nd Most Common Venue 3rd Most Common Venue        4th Most Common Venue  \\\n",
       "0       Food & Drink Shop         Women's Store             Doner Restaurant   \n",
       "21          Women's Store                Market             Department Store   \n",
       "35      Convenience Store            Donut Shop           Dim Sum Restaurant   \n",
       "61            Swim School              Bus Line             Department Store   \n",
       "66      Convenience Store                  Bank                   Donut Shop   \n",
       "85             Playground         Women's Store                      Dog Run   \n",
       "91             Playground                 Trail  Eastern European Restaurant   \n",
       "101        Baseball Field         Women's Store             Doner Restaurant   \n",
       "\n",
       "    5th Most Common Venue        6th Most Common Venue 7th Most Common Venue  \\\n",
       "0      Dim Sum Restaurant                        Diner        Discount Store   \n",
       "21      Electronics Store  Eastern European Restaurant   Dumpling Restaurant   \n",
       "35                  Diner               Discount Store   Distribution Center   \n",
       "61      Electronics Store  Eastern European Restaurant   Dumpling Restaurant   \n",
       "66                  Diner               Discount Store   Distribution Center   \n",
       "85           Dessert Shop           Dim Sum Restaurant                 Diner   \n",
       "91    Dumpling Restaurant            Electronics Store             Drugstore   \n",
       "101    Dim Sum Restaurant                        Diner        Discount Store   \n",
       "\n",
       "    8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0     Distribution Center               Dog Run             Donut Shop  \n",
       "21              Drugstore            Donut Shop       Doner Restaurant  \n",
       "35                Dog Run      Doner Restaurant          Women's Store  \n",
       "61              Drugstore            Donut Shop       Doner Restaurant  \n",
       "66                Dog Run      Doner Restaurant          Women's Store  \n",
       "85         Discount Store   Distribution Center             Donut Shop  \n",
       "91             Donut Shop      Doner Restaurant           Dance Studio  \n",
       "101   Distribution Center               Dog Run             Donut Shop  "
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cluster 3\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 2, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Borough</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "62  Central Toronto             3.0                Garden   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "62         Women's Store               Dog Run          Dessert Shop   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "62    Dim Sum Restaurant                 Diner        Discount Store   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "62   Distribution Center      Doner Restaurant          Deli / Bodega  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cluster 4\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 3, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>64</th>\n",
       "      <td>York</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Empanada Restaurant</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Drugstore</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Borough  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "64    York             4.0     Convenience Store         Women's Store   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue  \\\n",
       "64      Department Store   Empanada Restaurant     Electronics Store   \n",
       "\n",
       "          6th Most Common Venue 7th Most Common Venue 8th Most Common Venue  \\\n",
       "64  Eastern European Restaurant   Dumpling Restaurant             Drugstore   \n",
       "\n",
       "   9th Most Common Venue 10th Most Common Venue  \n",
       "64            Donut Shop       Doner Restaurant  "
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Cluster 5\n",
    "toronto_merged.loc[toronto_merged['Cluster Labels'] == 4, toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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