Segm_Clust_Toronto.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segmenting and Clustering Neighborhoods in Toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you dont see the maps created with folium you can:\n",
    "\n",
    "1) download from my GitHub repository the html version of this notebook and see them from there, potentially using a html online viewer like https://codebeautify.org/htmlviewer/\n",
    "\n",
    "or\n",
    "\n",
    "2) run the notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:55.302298Z",
     "start_time": "2019-10-16T08:51:51.751267Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np # library to handle data in a vectorized manner\n",
    "\n",
    "import pandas as pd # library for data analsysis\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "import json # library to handle JSON files\n",
    "\n",
    "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",
    "\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:56.035364Z",
     "start_time": "2019-10-16T08:51:55.305744Z"
    }
   },
   "outputs": [],
   "source": [
    "# reading the table as html\n",
    "link = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\n",
    "tables = pd.read_html(link,header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:56.070503Z",
     "start_time": "2019-10-16T08:51:56.039282Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df = tables[0]\n",
    "df.columns = [\"PostalCode\", \"Borough\", \"Neighbourhood\"]\n",
    "\n",
    "#removing rows where Borough is not assigned\n",
    "df = df[df.Borough != \"Not assigned\"].reset_index(drop=True)\n",
    "\n",
    "#taking care of this special case where NB is NA but Borough exists\n",
    "df.loc[df[df.Neighbourhood == \"Not assigned\"].index[0], \"Neighbourhood\"] = \\\n",
    "df[df.Neighbourhood == \"Not assigned\"].iloc[0, 1]\n",
    "\n",
    "#joining with a comma all neighbourhoods realated to a pair (PostalCode, Borough)\n",
    "df = df.groupby([\"PostalCode\", \"Borough\"])[\"Neighbourhood\"].apply(lambda x: \",\".join(x)).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:56.098076Z",
     "start_time": "2019-10-16T08:51:56.073919Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge,Malvern</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek,Rouge Hill,Port Union</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood,Morningside,West Hill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                         Neighbourhood\n",
       "0        M1B  Scarborough                         Rouge,Malvern\n",
       "1        M1C  Scarborough  Highland Creek,Rouge Hill,Port Union\n",
       "2        M1E  Scarborough       Guildwood,Morningside,West Hill\n",
       "3        M1G  Scarborough                                Woburn\n",
       "4        M1H  Scarborough                             Cedarbrae"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:56.109728Z",
     "start_time": "2019-10-16T08:51:56.102226Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#printing the shape\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Second part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:58.781996Z",
     "start_time": "2019-10-16T08:51:58.764310Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode   Latitude  Longitude\n",
       "0        M1B  43.806686 -79.194353\n",
       "1        M1C  43.784535 -79.160497\n",
       "2        M1E  43.763573 -79.188711\n",
       "3        M1G  43.770992 -79.216917\n",
       "4        M1H  43.773136 -79.239476"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#importing the coordinates dataframe\n",
    "GC = pd.read_csv(\"Geospatial_Coordinates.csv\")\n",
    "GC.columns=[\"PostalCode\", \"Latitude\", \"Longitude\"]\n",
    "GC.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:59.254619Z",
     "start_time": "2019-10-16T08:51:59.241642Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GC.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:51:59.785128Z",
     "start_time": "2019-10-16T08:51:59.769475Z"
    },
    "scrolled": true
   },
   "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>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1B</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Rouge,Malvern</td>\n",
       "      <td>43.806686</td>\n",
       "      <td>-79.194353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M1C</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Highland Creek,Rouge Hill,Port Union</td>\n",
       "      <td>43.784535</td>\n",
       "      <td>-79.160497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M1E</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Guildwood,Morningside,West Hill</td>\n",
       "      <td>43.763573</td>\n",
       "      <td>-79.188711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M1G</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Woburn</td>\n",
       "      <td>43.770992</td>\n",
       "      <td>-79.216917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M1H</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>Cedarbrae</td>\n",
       "      <td>43.773136</td>\n",
       "      <td>-79.239476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode      Borough                         Neighbourhood   Latitude  \\\n",
       "0        M1B  Scarborough                         Rouge,Malvern  43.806686   \n",
       "1        M1C  Scarborough  Highland Creek,Rouge Hill,Port Union  43.784535   \n",
       "2        M1E  Scarborough       Guildwood,Morningside,West Hill  43.763573   \n",
       "3        M1G  Scarborough                                Woburn  43.770992   \n",
       "4        M1H  Scarborough                             Cedarbrae  43.773136   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.194353  \n",
       "1 -79.160497  \n",
       "2 -79.188711  \n",
       "3 -79.216917  \n",
       "4 -79.239476  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# joining the two dataframes on PostalCode to get the required one\n",
    "DF = df.join(GC.set_index(\"PostalCode\"), on=\"PostalCode\")\n",
    "DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:00.355153Z",
     "start_time": "2019-10-16T08:52:00.348516Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 5)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Third Part"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:02.063946Z",
     "start_time": "2019-10-16T08:52:02.060353Z"
    }
   },
   "outputs": [],
   "source": [
    "from geopy.geocoders import Nominatim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:02.701077Z",
     "start_time": "2019-10-16T08:52:02.690008Z"
    }
   },
   "outputs": [],
   "source": [
    "#taking the list of indices of DF rows whose feature \"Borough\" contains \"Toronto\"\n",
    "list_neigh_tor = [i for i in range(103) if \"Toronto\" in DF.Borough[i]]\n",
    "\n",
    "#restricting DF to only those rows\n",
    "DF = DF.iloc[list_neigh_tor, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:03.323062Z",
     "start_time": "2019-10-16T08:52:03.315966Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38, 5)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:04.445010Z",
     "start_time": "2019-10-16T08:52:04.124081Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geographical coordinates of Toronto are 43.653963, -79.387207.\n"
     ]
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        circle_marker_a94a41e745ff48df9dafdbc7534c1593.bindPopup(popup_673d6483b6ca4e0b8ac6fcc3be2fa66f)
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                [43.66900510000001, -79.4422593],
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            ).addTo(map_565160c2f31545639e82239c64d4a3bc);
        
    
        var popup_a681e32e1a72415f836bde6bdbf68643 = L.popup({"maxWidth": "100%"});

        
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            var circle_marker_1eb77a3feeeb403889c5f5d713ddd34b = L.circleMarker(
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            var html_a2271535dcc544c1bb74587b908e62ce = $(`<div id="html_a2271535dcc544c1bb74587b908e62ce" style="width: 100.0%; height: 100.0%;">Brockton,Exhibition Place,Parkdale Village, West Toronto</div>`)[0];
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            var circle_marker_1a00dfd2d9ae4ef887ed3bc610c938ed = L.circleMarker(
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            ).addTo(map_565160c2f31545639e82239c64d4a3bc);
        
    
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            var html_e90cc0e4799443dda6c79a48c8cee607 = $(`<div id="html_e90cc0e4799443dda6c79a48c8cee607" style="width: 100.0%; height: 100.0%;">Parkdale,Roncesvalles, West Toronto</div>`)[0];
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                [43.6515706, -79.4844499],
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            ).addTo(map_565160c2f31545639e82239c64d4a3bc);
        
    
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            var html_e3eb56b08020422ea3aae35a3b83bc56 = $(`<div id="html_e3eb56b08020422ea3aae35a3b83bc56" style="width: 100.0%; height: 100.0%;">Runnymede,Swansea, West Toronto</div>`)[0];
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        ;

        
    
    
            var circle_marker_5223a23367cf4107a04bb3f82dae5ccb = 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_565160c2f31545639e82239c64d4a3bc);
        
    
        var popup_9a5d4f15bed24f4f817efc12517e3c21 = L.popup({"maxWidth": "100%"});

        
            var html_28913930b4ce4e809ed3bb1eeeb389a6 = $(`<div id="html_28913930b4ce4e809ed3bb1eeeb389a6" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern, East Toronto</div>`)[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1248a36d8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "address = 'Toronto'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"to_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geographical coordinates of Toronto are {}, {}.'.format(latitude, longitude))\n",
    "\n",
    "\n",
    "# create map of New York using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(DF['Latitude'], DF['Longitude'], DF['Borough'], DF['Neighbourhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='#3186cc',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)  \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:23.172734Z",
     "start_time": "2019-10-16T08:52:23.165027Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: 13WRFIMCSCLJT4O0I5HNRQZKZ2U3FKTLWKBIAZO4OJMQZ1X0\n",
      "CLIENT_SECRET: ULPODYYK341DWZLI4PN25PXUG42P1ONQOIP4UNNYBCPZYWTK\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = '13WRFIMCSCLJT4O0I5HNRQZKZ2U3FKTLWKBIAZO4OJMQZ1X0' # your Foursquare ID\n",
    "CLIENT_SECRET = 'ULPODYYK341DWZLI4PN25PXUG42P1ONQOIP4UNNYBCPZYWTK' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET: ' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the Neighbourhoods of Toronto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:25.700362Z",
     "start_time": "2019-10-16T08:52:25.688844Z"
    }
   },
   "outputs": [],
   "source": [
    "#function that return the nearby venues\n",
    "def getNearbyVenues(names, latitudes, longitudes, radius=500, LIMIT = 100):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        #url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "        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": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:48.131864Z",
     "start_time": "2019-10-16T08:52:27.293173Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Beaches\n",
      "The Danforth West,Riverdale\n",
      "The Beaches West,India Bazaar\n",
      "Studio District\n",
      "Lawrence Park\n",
      "Davisville North\n",
      "North Toronto West\n",
      "Davisville\n",
      "Moore Park,Summerhill East\n",
      "Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West\n",
      "Rosedale\n",
      "Cabbagetown,St. James Town\n",
      "Church and Wellesley\n",
      "Harbourfront,Regent Park\n",
      "Ryerson,Garden District\n",
      "St. James Town\n",
      "Berczy Park\n",
      "Central Bay Street\n",
      "Adelaide,King,Richmond\n",
      "Harbourfront East,Toronto Islands,Union Station\n",
      "Design Exchange,Toronto Dominion Centre\n",
      "Commerce Court,Victoria Hotel\n",
      "Roselawn\n",
      "Forest Hill North,Forest Hill West\n",
      "The Annex,North Midtown,Yorkville\n",
      "Harbord,University of Toronto\n",
      "Chinatown,Grange Park,Kensington Market\n",
      "CN Tower,Bathurst Quay,Island airport,Harbourfront West,King and Spadina,Railway Lands,South Niagara\n",
      "Stn A PO Boxes 25 The Esplanade\n",
      "First Canadian Place,Underground city\n",
      "Christie\n",
      "Dovercourt Village,Dufferin\n",
      "Little Portugal,Trinity\n",
      "Brockton,Exhibition Place,Parkdale Village\n",
      "High Park,The Junction South\n",
      "Parkdale,Roncesvalles\n",
      "Runnymede,Swansea\n",
      "Business Reply Mail Processing Centre 969 Eastern\n"
     ]
    }
   ],
   "source": [
    "# applying the function above\n",
    "to_venues = getNearbyVenues(names=DF['Neighbourhood'],\n",
    "                            latitudes=DF['Latitude'],\n",
    "                            longitudes=DF['Longitude']\n",
    "                            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:51.421595Z",
     "start_time": "2019-10-16T08:52:51.404695Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1715, 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>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Glen Manor Ravine</td>\n",
       "      <td>43.676821</td>\n",
       "      <td>-79.293942</td>\n",
       "      <td>Trail</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>The Big Carrot Natural Food Market</td>\n",
       "      <td>43.678879</td>\n",
       "      <td>-79.297734</td>\n",
       "      <td>Health Food Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Grover Pub and Grub</td>\n",
       "      <td>43.679181</td>\n",
       "      <td>-79.297215</td>\n",
       "      <td>Pub</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Glen Stewart Ravine</td>\n",
       "      <td>43.676300</td>\n",
       "      <td>-79.294784</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>Upper Beaches</td>\n",
       "      <td>43.680563</td>\n",
       "      <td>-79.292869</td>\n",
       "      <td>Neighborhood</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0  The Beaches              43.676357              -79.293031   \n",
       "1  The Beaches              43.676357              -79.293031   \n",
       "2  The Beaches              43.676357              -79.293031   \n",
       "3  The Beaches              43.676357              -79.293031   \n",
       "4  The Beaches              43.676357              -79.293031   \n",
       "\n",
       "                                Venue  Venue Latitude  Venue Longitude  \\\n",
       "0                   Glen Manor Ravine       43.676821       -79.293942   \n",
       "1  The Big Carrot Natural Food Market       43.678879       -79.297734   \n",
       "2                 Grover Pub and Grub       43.679181       -79.297215   \n",
       "3                 Glen Stewart Ravine       43.676300       -79.294784   \n",
       "4                       Upper Beaches       43.680563       -79.292869   \n",
       "\n",
       "         Venue Category  \n",
       "0                 Trail  \n",
       "1     Health Food Store  \n",
       "2                   Pub  \n",
       "3  Other Great Outdoors  \n",
       "4          Neighborhood  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#taking a look at the newly created dataframe\n",
    "print(to_venues.shape)\n",
    "to_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:53.556097Z",
     "start_time": "2019-10-16T08:52:53.537442Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adelaide,King,Richmond</th>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berczy Park</th>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brockton,Exhibition Place,Parkdale Village</th>\n",
       "      <td>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>Business Reply Mail Processing Centre 969 Eastern</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CN Tower,Bathurst Quay,Island airport,Harbourfront West,King and Spadina,Railway Lands,South Niagara</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Neighborhood Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide,King,Richmond                                                100   \n",
       "Berczy Park                                                            56   \n",
       "Brockton,Exhibition Place,Parkdale Village                             27   \n",
       "Business Reply Mail Processing Centre 969 Eastern                      19   \n",
       "CN Tower,Bathurst Quay,Island airport,Harbourfr...                     15   \n",
       "\n",
       "                                                    Neighborhood Longitude  \\\n",
       "Neighborhood                                                                 \n",
       "Adelaide,King,Richmond                                                 100   \n",
       "Berczy Park                                                             56   \n",
       "Brockton,Exhibition Place,Parkdale Village                              27   \n",
       "Business Reply Mail Processing Centre 969 Eastern                       19   \n",
       "CN Tower,Bathurst Quay,Island airport,Harbourfr...                      15   \n",
       "\n",
       "                                                    Venue  Venue Latitude  \\\n",
       "Neighborhood                                                                \n",
       "Adelaide,King,Richmond                                100             100   \n",
       "Berczy Park                                            56              56   \n",
       "Brockton,Exhibition Place,Parkdale Village             27              27   \n",
       "Business Reply Mail Processing Centre 969 Eastern      19              19   \n",
       "CN Tower,Bathurst Quay,Island airport,Harbourfr...     15              15   \n",
       "\n",
       "                                                    Venue Longitude  \\\n",
       "Neighborhood                                                          \n",
       "Adelaide,King,Richmond                                          100   \n",
       "Berczy Park                                                      56   \n",
       "Brockton,Exhibition Place,Parkdale Village                       27   \n",
       "Business Reply Mail Processing Centre 969 Eastern                19   \n",
       "CN Tower,Bathurst Quay,Island airport,Harbourfr...               15   \n",
       "\n",
       "                                                    Venue Category  \n",
       "Neighborhood                                                        \n",
       "Adelaide,King,Richmond                                         100  \n",
       "Berczy Park                                                     56  \n",
       "Brockton,Exhibition Place,Parkdale Village                      27  \n",
       "Business Reply Mail Processing Centre 969 Eastern               19  \n",
       "CN Tower,Bathurst Quay,Island airport,Harbourfr...              15  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's check how many venues were returned for each neighborhood\n",
    "to_venues.groupby('Neighborhood').count().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:55.506223Z",
     "start_time": "2019-10-16T08:52:55.500177Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 240 unique categories.\n"
     ]
    }
   ],
   "source": [
    "#how many unique categories can be curated from all the returned venues?\n",
    "print('There are {} unique categories.'.format(len(to_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing each Neighbourhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:58.762763Z",
     "start_time": "2019-10-16T08:52:58.644848Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</th>\n",
       "      <th>Airport Lounge</th>\n",
       "      <th>Airport Service</th>\n",
       "      <th>Airport Terminal</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Coworking Space</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Outdoor Sculpture</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Polish Restaurant</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Yoga Studio  Afghan Restaurant  Airport  Airport Food Court  Airport Gate  \\\n",
       "0            0                  0        0                   0             0   \n",
       "1            0                  0        0                   0             0   \n",
       "2            0                  0        0                   0             0   \n",
       "3            0                  0        0                   0             0   \n",
       "4            0                  0        0                   0             0   \n",
       "\n",
       "   Airport Lounge  Airport Service  Airport Terminal  American Restaurant  \\\n",
       "0               0                0                 0                    0   \n",
       "1               0                0                 0                    0   \n",
       "2               0                0                 0                    0   \n",
       "3               0                0                 0                    0   \n",
       "4               0                0                 0                    0   \n",
       "\n",
       "   Antique Shop  Aquarium  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0             0         0            0           0                    0   \n",
       "1             0         0            0           0                    0   \n",
       "2             0         0            0           0                    0   \n",
       "3             0         0            0           0                    0   \n",
       "4             0         0            0           0                    0   \n",
       "\n",
       "   Asian Restaurant  Athletics & Sports  Auto Workshop  BBQ Joint  Baby Store  \\\n",
       "0                 0                   0              0          0           0   \n",
       "1                 0                   0              0          0           0   \n",
       "2                 0                   0              0          0           0   \n",
       "3                 0                   0              0          0           0   \n",
       "4                 0                   0              0          0           0   \n",
       "\n",
       "   Bagel Shop  Bakery  Bank  Bar  Baseball Stadium  Basketball Stadium  Beach  \\\n",
       "0           0       0     0    0                 0                   0      0   \n",
       "1           0       0     0    0                 0                   0      0   \n",
       "2           0       0     0    0                 0                   0      0   \n",
       "3           0       0     0    0                 0                   0      0   \n",
       "4           0       0     0    0                 0                   0      0   \n",
       "\n",
       "   Bed & Breakfast  Beer Bar  Beer Store  Belgian Restaurant  Bistro  \\\n",
       "0                0         0           0                   0       0   \n",
       "1                0         0           0                   0       0   \n",
       "2                0         0           0                   0       0   \n",
       "3                0         0           0                   0       0   \n",
       "4                0         0           0                   0       0   \n",
       "\n",
       "   Boat or Ferry  Bookstore  Boutique  Brazilian Restaurant  Breakfast Spot  \\\n",
       "0              0          0         0                     0               0   \n",
       "1              0          0         0                     0               0   \n",
       "2              0          0         0                     0               0   \n",
       "3              0          0         0                     0               0   \n",
       "4              0          0         0                     0               0   \n",
       "\n",
       "   Brewery  Bubble Tea Shop  Building  Burger Joint  Burrito Place  Bus Line  \\\n",
       "0        0                0         0             0              0         0   \n",
       "1        0                0         0             0              0         0   \n",
       "2        0                0         0             0              0         0   \n",
       "3        0                0         0             0              0         0   \n",
       "4        0                0         0             0              0         0   \n",
       "\n",
       "   Butcher  Café  Cajun / Creole Restaurant  Camera Store  \\\n",
       "0        0     0                          0             0   \n",
       "1        0     0                          0             0   \n",
       "2        0     0                          0             0   \n",
       "3        0     0                          0             0   \n",
       "4        0     0                          0             0   \n",
       "\n",
       "   Caribbean Restaurant  Cheese Shop  Chinese Restaurant  Chocolate Shop  \\\n",
       "0                     0            0                   0               0   \n",
       "1                     0            0                   0               0   \n",
       "2                     0            0                   0               0   \n",
       "3                     0            0                   0               0   \n",
       "4                     0            0                   0               0   \n",
       "\n",
       "   Church  Climbing Gym  Clothing Store  Cocktail Bar  Coffee Shop  \\\n",
       "0       0             0               0             0            0   \n",
       "1       0             0               0             0            0   \n",
       "2       0             0               0             0            0   \n",
       "3       0             0               0             0            0   \n",
       "4       0             0               0             0            0   \n",
       "\n",
       "   College Arts Building  College Gym  College Rec Center  \\\n",
       "0                      0            0                   0   \n",
       "1                      0            0                   0   \n",
       "2                      0            0                   0   \n",
       "3                      0            0                   0   \n",
       "4                      0            0                   0   \n",
       "\n",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\n",
       "0                     0                        0           0             0   \n",
       "1                     0                        0           0             0   \n",
       "2                     0                        0           0             0   \n",
       "3                     0                        0           0             0   \n",
       "4                     0                        0           0             0   \n",
       "\n",
       "   Convenience Store  Cosmetics Shop  Coworking Space  Creperie  \\\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",
       "   Cuban Restaurant  Cupcake Shop  Dance Studio  Deli / Bodega  \\\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",
       "   Department Store  Dessert Shop  Dim Sum Restaurant  Diner  Discount Store  \\\n",
       "0                 0             0                   0      0               0   \n",
       "1                 0             0                   0      0               0   \n",
       "2                 0             0                   0      0               0   \n",
       "3                 0             0                   0      0               0   \n",
       "4                 0             0                   0      0               0   \n",
       "\n",
       "   Dog Run  Doner Restaurant  Donut Shop  Dumpling Restaurant  \\\n",
       "0        0                 0           0                    0   \n",
       "1        0                 0           0                    0   \n",
       "2        0                 0           0                    0   \n",
       "3        0                 0           0                    0   \n",
       "4        0                 0           0                    0   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Ethiopian Restaurant  \\\n",
       "0                            0                  0                     0   \n",
       "1                            0                  0                     0   \n",
       "2                            0                  0                     0   \n",
       "3                            0                  0                     0   \n",
       "4                            0                  0                     0   \n",
       "\n",
       "   Event Space  Falafel Restaurant  Farmers Market  Fast Food Restaurant  \\\n",
       "0            0                   0               0                     0   \n",
       "1            0                   0               0                     0   \n",
       "2            0                   0               0                     0   \n",
       "3            0                   0               0                     0   \n",
       "4            0                   0               0                     0   \n",
       "\n",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                    0                  0            0            0   \n",
       "1                    0                  0            0            0   \n",
       "2                    0                  0            0            0   \n",
       "3                    0                  0            0            0   \n",
       "4                    0                  0            0            0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0            0     0                  0           0           0         0   \n",
       "1            0     0                  0           0           0         0   \n",
       "2            0     0                  0           0           0         0   \n",
       "3            0     0                  0           0           0         0   \n",
       "4            0     0                  0           0           0         0   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Fruit & Vegetable Store  \\\n",
       "0                  0                    0                        0   \n",
       "1                  0                    0                        0   \n",
       "2                  0                    0                        0   \n",
       "3                  0                    0                        0   \n",
       "4                  0                    0                        0   \n",
       "\n",
       "   Furniture / Home Store  Gaming Cafe  Garden  Garden Center  Gastropub  \\\n",
       "0                       0            0       0              0          0   \n",
       "1                       0            0       0              0          0   \n",
       "2                       0            0       0              0          0   \n",
       "3                       0            0       0              0          0   \n",
       "4                       0            0       0              0          0   \n",
       "\n",
       "   Gay Bar  General Entertainment  General Travel  German Restaurant  \\\n",
       "0        0                      0               0                  0   \n",
       "1        0                      0               0                  0   \n",
       "2        0                      0               0                  0   \n",
       "3        0                      0               0                  0   \n",
       "4        0                      0               0                  0   \n",
       "\n",
       "   Gift Shop  Gluten-free Restaurant  Gourmet Shop  Greek Restaurant  \\\n",
       "0          0                       0             0                 0   \n",
       "1          0                       0             0                 0   \n",
       "2          0                       0             0                 0   \n",
       "3          0                       0             0                 0   \n",
       "4          0                       0             0                 0   \n",
       "\n",
       "   Grocery Store  Gym  Gym / Fitness Center  Harbor / Marina  \\\n",
       "0              0    0                     0                0   \n",
       "1              0    0                     0                0   \n",
       "2              0    0                     0                0   \n",
       "3              0    0                     0                0   \n",
       "4              0    0                     0                0   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Historic Site  History Museum  \\\n",
       "0                        0                  0              0               0   \n",
       "1                        0                  1              0               0   \n",
       "2                        0                  0              0               0   \n",
       "3                        0                  0              0               0   \n",
       "4                        0                  0              0               0   \n",
       "\n",
       "   Hobby Shop  Home Service  Hookah Bar  Hospital  Hostel  Hotel  Hotel Bar  \\\n",
       "0           0             0           0         0       0      0          0   \n",
       "1           0             0           0         0       0      0          0   \n",
       "2           0             0           0         0       0      0          0   \n",
       "3           0             0           0         0       0      0          0   \n",
       "4           0             0           0         0       0      0          0   \n",
       "\n",
       "   Hotpot Restaurant  Ice Cream Shop  Indian Restaurant  Indie Movie Theater  \\\n",
       "0                  0               0                  0                    0   \n",
       "1                  0               0                  0                    0   \n",
       "2                  0               0                  0                    0   \n",
       "3                  0               0                  0                    0   \n",
       "4                  0               0                  0                    0   \n",
       "\n",
       "   Intersection  Irish Pub  Italian Restaurant  Japanese Restaurant  \\\n",
       "0             0          0                   0                    0   \n",
       "1             0          0                   0                    0   \n",
       "2             0          0                   0                    0   \n",
       "3             0          0                   0                    0   \n",
       "4             0          0                   0                    0   \n",
       "\n",
       "   Jazz Club  Jewelry Store  Jewish Restaurant  Juice Bar  Korean Restaurant  \\\n",
       "0          0              0                  0          0                  0   \n",
       "1          0              0                  0          0                  0   \n",
       "2          0              0                  0          0                  0   \n",
       "3          0              0                  0          0                  0   \n",
       "4          0              0                  0          0                  0   \n",
       "\n",
       "   Lake  Latin American Restaurant  Light Rail Station  Lingerie Store  \\\n",
       "0     0                          0                   0               0   \n",
       "1     0                          0                   0               0   \n",
       "2     0                          0                   0               0   \n",
       "3     0                          0                   0               0   \n",
       "4     0                          0                   0               0   \n",
       "\n",
       "   Liquor Store  Lounge  Mac & Cheese Joint  Malay Restaurant  Market  \\\n",
       "0             0       0                   0                 0       0   \n",
       "1             0       0                   0                 0       0   \n",
       "2             0       0                   0                 0       0   \n",
       "3             0       0                   0                 0       0   \n",
       "4             0       0                   0                 0       0   \n",
       "\n",
       "   Martial Arts Dojo  Massage Studio  Mediterranean Restaurant  Men's Store  \\\n",
       "0                  0               0                         0            0   \n",
       "1                  0               0                         0            0   \n",
       "2                  0               0                         0            0   \n",
       "3                  0               0                         0            0   \n",
       "4                  0               0                         0            0   \n",
       "\n",
       "   Metro Station  Mexican Restaurant  Middle Eastern Restaurant  \\\n",
       "0              0                   0                          0   \n",
       "1              0                   0                          0   \n",
       "2              0                   0                          0   \n",
       "3              0                   0                          0   \n",
       "4              0                   0                          0   \n",
       "\n",
       "   Miscellaneous Shop  Modern European Restaurant  \\\n",
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       "1                   0                           0   \n",
       "2                   0                           0   \n",
       "3                   0                           0   \n",
       "4                   0                           0   \n",
       "\n",
       "   Molecular Gastronomy Restaurant  Monument / Landmark  Movie Theater  \\\n",
       "0                                0                    0              0   \n",
       "1                                0                    0              0   \n",
       "2                                0                    0              0   \n",
       "3                                0                    0              0   \n",
       "4                                0                    0              0   \n",
       "\n",
       "   Museum  Music Venue Neighborhood  New American Restaurant  Nightclub  \\\n",
       "0       0            0  The Beaches                        0          0   \n",
       "1       0            0  The Beaches                        0          0   \n",
       "2       0            0  The Beaches                        0          0   \n",
       "3       0            0  The Beaches                        0          0   \n",
       "4       0            0  The Beaches                        0          0   \n",
       "\n",
       "   Noodle House  Office  Opera House  Optical Shop  Organic Grocery  \\\n",
       "0             0       0            0             0                0   \n",
       "1             0       0            0             0                0   \n",
       "2             0       0            0             0                0   \n",
       "3             0       0            0             0                0   \n",
       "4             0       0            0             0                0   \n",
       "\n",
       "   Other Great Outdoors  Outdoor Sculpture  Park  Performing Arts Venue  \\\n",
       "0                     0                  0     0                      0   \n",
       "1                     0                  0     0                      0   \n",
       "2                     0                  0     0                      0   \n",
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       "4                     0                  0     0                      0   \n",
       "\n",
       "   Persian Restaurant  Pet Store  Pharmacy  Pizza Place  Playground  Plaza  \\\n",
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       "1                   0          0         0            0           0      0   \n",
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       "4                   0          0         0            0           0      0   \n",
       "\n",
       "   Poke Place  Polish Restaurant  Portuguese Restaurant  Post Office  \\\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",
       "   Poutine Place  Pub  Ramen Restaurant  Record Shop  Rental Car Location  \\\n",
       "0              0    0                 0            0                    0   \n",
       "1              0    0                 0            0                    0   \n",
       "2              0    1                 0            0                    0   \n",
       "3              0    0                 0            0                    0   \n",
       "4              0    0                 0            0                    0   \n",
       "\n",
       "   Restaurant  Roof Deck  Sake Bar  Salad Place  Salon / Barbershop  \\\n",
       "0           0          0         0            0                   0   \n",
       "1           0          0         0            0                   0   \n",
       "2           0          0         0            0                   0   \n",
       "3           0          0         0            0                   0   \n",
       "4           0          0         0            0                   0   \n",
       "\n",
       "   Sandwich Place  Scenic Lookout  Sculpture Garden  Seafood Restaurant  \\\n",
       "0               0               0                 0                   0   \n",
       "1               0               0                 0                   0   \n",
       "2               0               0                 0                   0   \n",
       "3               0               0                 0                   0   \n",
       "4               0               0                 0                   0   \n",
       "\n",
       "   Shoe Store  Shopping Mall  Skate Park  Skating Rink  Smoke Shop  \\\n",
       "0           0              0           0             0           0   \n",
       "1           0              0           0             0           0   \n",
       "2           0              0           0             0           0   \n",
       "3           0              0           0             0           0   \n",
       "4           0              0           0             0           0   \n",
       "\n",
       "   Smoothie Shop  Snack Place  Soup Place  South American Restaurant  \\\n",
       "0              0            0           0                          0   \n",
       "1              0            0           0                          0   \n",
       "2              0            0           0                          0   \n",
       "3              0            0           0                          0   \n",
       "4              0            0           0                          0   \n",
       "\n",
       "   Southern / Soul Food Restaurant  Spa  Speakeasy  Sporting Goods Shop  \\\n",
       "0                                0    0          0                    0   \n",
       "1                                0    0          0                    0   \n",
       "2                                0    0          0                    0   \n",
       "3                                0    0          0                    0   \n",
       "4                                0    0          0                    0   \n",
       "\n",
       "   Sports Bar  Stadium  Stationery Store  Steakhouse  Strip Club  Supermarket  \\\n",
       "0           0        0                 0           0           0            0   \n",
       "1           0        0                 0           0           0            0   \n",
       "2           0        0                 0           0           0            0   \n",
       "3           0        0                 0           0           0            0   \n",
       "4           0        0                 0           0           0            0   \n",
       "\n",
       "   Sushi Restaurant  Swim School  Taco Place  Tailor Shop  \\\n",
       "0                 0            0           0            0   \n",
       "1                 0            0           0            0   \n",
       "2                 0            0           0            0   \n",
       "3                 0            0           0            0   \n",
       "4                 0            0           0            0   \n",
       "\n",
       "   Taiwanese Restaurant  Tanning Salon  Tapas Restaurant  Tea Room  \\\n",
       "0                     0              0                 0         0   \n",
       "1                     0              0                 0         0   \n",
       "2                     0              0                 0         0   \n",
       "3                     0              0                 0         0   \n",
       "4                     0              0                 0         0   \n",
       "\n",
       "   Tennis Court  Thai Restaurant  Theater  Theme Restaurant  \\\n",
       "0             0                0        0                 0   \n",
       "1             0                0        0                 0   \n",
       "2             0                0        0                 0   \n",
       "3             0                0        0                 0   \n",
       "4             0                0        0                 0   \n",
       "\n",
       "   Thrift / Vintage Store  Toy / Game Store  Trail  Train Station  \\\n",
       "0                       0                 0      1              0   \n",
       "1                       0                 0      0              0   \n",
       "2                       0                 0      0              0   \n",
       "3                       0                 0      0              0   \n",
       "4                       0                 0      0              0   \n",
       "\n",
       "   Vegetarian / Vegan Restaurant  Video Game Store  Vietnamese Restaurant  \\\n",
       "0                              0                 0                      0   \n",
       "1                              0                 0                      0   \n",
       "2                              0                 0                      0   \n",
       "3                              0                 0                      0   \n",
       "4                              0                 0                      0   \n",
       "\n",
       "   Wine Bar  Wings Joint  Women's Store  \n",
       "0         0            0              0  \n",
       "1         0            0              0  \n",
       "2         0            0              0  \n",
       "3         0            0              0  \n",
       "4         0            0              0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "to_onehot = pd.get_dummies(to_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "to_onehot['Neighborhood'] = to_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [to_onehot.columns[-1]] + list(to_onehot.columns[:-1])\n",
    "to_onehot = to_onehot[fixed_columns]\n",
    "\n",
    "to_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:59.308216Z",
     "start_time": "2019-10-16T08:52:59.301904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1715, 240)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:52:59.963572Z",
     "start_time": "2019-10-16T08:52:59.772420Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Yoga Studio</th>\n",
       "      <th>Afghan Restaurant</th>\n",
       "      <th>Airport</th>\n",
       "      <th>Airport Food Court</th>\n",
       "      <th>Airport Gate</th>\n",
       "      <th>Airport Lounge</th>\n",
       "      <th>Airport Service</th>\n",
       "      <th>Airport Terminal</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Antique Shop</th>\n",
       "      <th>Aquarium</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Art Museum</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Athletics &amp; Sports</th>\n",
       "      <th>Auto Workshop</th>\n",
       "      <th>BBQ Joint</th>\n",
       "      <th>Baby Store</th>\n",
       "      <th>Bagel Shop</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Stadium</th>\n",
       "      <th>Basketball Stadium</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bed &amp; Breakfast</th>\n",
       "      <th>Beer Bar</th>\n",
       "      <th>Beer Store</th>\n",
       "      <th>Belgian Restaurant</th>\n",
       "      <th>Bistro</th>\n",
       "      <th>Boat or Ferry</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Brazilian Restaurant</th>\n",
       "      <th>Breakfast Spot</th>\n",
       "      <th>Brewery</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>Building</th>\n",
       "      <th>Burger Joint</th>\n",
       "      <th>Burrito Place</th>\n",
       "      <th>Bus Line</th>\n",
       "      <th>Butcher</th>\n",
       "      <th>Café</th>\n",
       "      <th>Cajun / Creole Restaurant</th>\n",
       "      <th>Camera Store</th>\n",
       "      <th>Caribbean Restaurant</th>\n",
       "      <th>Cheese Shop</th>\n",
       "      <th>Chinese Restaurant</th>\n",
       "      <th>Chocolate Shop</th>\n",
       "      <th>Church</th>\n",
       "      <th>Climbing Gym</th>\n",
       "      <th>Clothing Store</th>\n",
       "      <th>Cocktail Bar</th>\n",
       "      <th>Coffee Shop</th>\n",
       "      <th>College Arts Building</th>\n",
       "      <th>College Gym</th>\n",
       "      <th>College Rec Center</th>\n",
       "      <th>Colombian Restaurant</th>\n",
       "      <th>Comfort Food Restaurant</th>\n",
       "      <th>Comic Shop</th>\n",
       "      <th>Concert Hall</th>\n",
       "      <th>Convenience Store</th>\n",
       "      <th>Cosmetics Shop</th>\n",
       "      <th>Coworking Space</th>\n",
       "      <th>Creperie</th>\n",
       "      <th>Cuban Restaurant</th>\n",
       "      <th>Cupcake Shop</th>\n",
       "      <th>Dance Studio</th>\n",
       "      <th>Deli / Bodega</th>\n",
       "      <th>Department Store</th>\n",
       "      <th>Dessert Shop</th>\n",
       "      <th>Dim Sum Restaurant</th>\n",
       "      <th>Diner</th>\n",
       "      <th>Discount Store</th>\n",
       "      <th>Dog Run</th>\n",
       "      <th>Doner Restaurant</th>\n",
       "      <th>Donut Shop</th>\n",
       "      <th>Dumpling Restaurant</th>\n",
       "      <th>Eastern European Restaurant</th>\n",
       "      <th>Electronics Store</th>\n",
       "      <th>Ethiopian Restaurant</th>\n",
       "      <th>Event Space</th>\n",
       "      <th>Falafel Restaurant</th>\n",
       "      <th>Farmers Market</th>\n",
       "      <th>Fast Food Restaurant</th>\n",
       "      <th>Filipino Restaurant</th>\n",
       "      <th>Fish &amp; Chips Shop</th>\n",
       "      <th>Fish Market</th>\n",
       "      <th>Flea Market</th>\n",
       "      <th>Flower Shop</th>\n",
       "      <th>Food</th>\n",
       "      <th>Food &amp; Drink Shop</th>\n",
       "      <th>Food Court</th>\n",
       "      <th>Food Truck</th>\n",
       "      <th>Fountain</th>\n",
       "      <th>French Restaurant</th>\n",
       "      <th>Fried Chicken Joint</th>\n",
       "      <th>Fruit &amp; Vegetable Store</th>\n",
       "      <th>Furniture / Home Store</th>\n",
       "      <th>Gaming Cafe</th>\n",
       "      <th>Garden</th>\n",
       "      <th>Garden Center</th>\n",
       "      <th>Gastropub</th>\n",
       "      <th>Gay Bar</th>\n",
       "      <th>General Entertainment</th>\n",
       "      <th>General Travel</th>\n",
       "      <th>German Restaurant</th>\n",
       "      <th>Gift Shop</th>\n",
       "      <th>Gluten-free Restaurant</th>\n",
       "      <th>Gourmet Shop</th>\n",
       "      <th>Greek Restaurant</th>\n",
       "      <th>Grocery Store</th>\n",
       "      <th>Gym</th>\n",
       "      <th>Gym / Fitness Center</th>\n",
       "      <th>Harbor / Marina</th>\n",
       "      <th>Health &amp; Beauty Service</th>\n",
       "      <th>Health Food Store</th>\n",
       "      <th>Historic Site</th>\n",
       "      <th>History Museum</th>\n",
       "      <th>Hobby Shop</th>\n",
       "      <th>Home Service</th>\n",
       "      <th>Hookah Bar</th>\n",
       "      <th>Hospital</th>\n",
       "      <th>Hostel</th>\n",
       "      <th>Hotel</th>\n",
       "      <th>Hotel Bar</th>\n",
       "      <th>Hotpot Restaurant</th>\n",
       "      <th>Ice Cream Shop</th>\n",
       "      <th>Indian Restaurant</th>\n",
       "      <th>Indie Movie Theater</th>\n",
       "      <th>Intersection</th>\n",
       "      <th>Irish Pub</th>\n",
       "      <th>Italian Restaurant</th>\n",
       "      <th>Japanese Restaurant</th>\n",
       "      <th>Jazz Club</th>\n",
       "      <th>Jewelry Store</th>\n",
       "      <th>Jewish Restaurant</th>\n",
       "      <th>Juice Bar</th>\n",
       "      <th>Korean Restaurant</th>\n",
       "      <th>Lake</th>\n",
       "      <th>Latin American Restaurant</th>\n",
       "      <th>Light Rail Station</th>\n",
       "      <th>Lingerie Store</th>\n",
       "      <th>Liquor Store</th>\n",
       "      <th>Lounge</th>\n",
       "      <th>Mac &amp; Cheese Joint</th>\n",
       "      <th>Malay Restaurant</th>\n",
       "      <th>Market</th>\n",
       "      <th>Martial Arts Dojo</th>\n",
       "      <th>Massage Studio</th>\n",
       "      <th>Mediterranean Restaurant</th>\n",
       "      <th>Men's Store</th>\n",
       "      <th>Metro Station</th>\n",
       "      <th>Mexican Restaurant</th>\n",
       "      <th>Middle Eastern Restaurant</th>\n",
       "      <th>Miscellaneous Shop</th>\n",
       "      <th>Modern European Restaurant</th>\n",
       "      <th>Molecular Gastronomy Restaurant</th>\n",
       "      <th>Monument / Landmark</th>\n",
       "      <th>Movie Theater</th>\n",
       "      <th>Museum</th>\n",
       "      <th>Music Venue</th>\n",
       "      <th>New American Restaurant</th>\n",
       "      <th>Nightclub</th>\n",
       "      <th>Noodle House</th>\n",
       "      <th>Office</th>\n",
       "      <th>Opera House</th>\n",
       "      <th>Optical Shop</th>\n",
       "      <th>Organic Grocery</th>\n",
       "      <th>Other Great Outdoors</th>\n",
       "      <th>Outdoor Sculpture</th>\n",
       "      <th>Park</th>\n",
       "      <th>Performing Arts Venue</th>\n",
       "      <th>Persian Restaurant</th>\n",
       "      <th>Pet Store</th>\n",
       "      <th>Pharmacy</th>\n",
       "      <th>Pizza Place</th>\n",
       "      <th>Playground</th>\n",
       "      <th>Plaza</th>\n",
       "      <th>Poke Place</th>\n",
       "      <th>Polish Restaurant</th>\n",
       "      <th>Portuguese Restaurant</th>\n",
       "      <th>Post Office</th>\n",
       "      <th>Poutine Place</th>\n",
       "      <th>Pub</th>\n",
       "      <th>Ramen Restaurant</th>\n",
       "      <th>Record Shop</th>\n",
       "      <th>Rental Car Location</th>\n",
       "      <th>Restaurant</th>\n",
       "      <th>Roof Deck</th>\n",
       "      <th>Sake Bar</th>\n",
       "      <th>Salad Place</th>\n",
       "      <th>Salon / Barbershop</th>\n",
       "      <th>Sandwich Place</th>\n",
       "      <th>Scenic Lookout</th>\n",
       "      <th>Sculpture Garden</th>\n",
       "      <th>Seafood Restaurant</th>\n",
       "      <th>Shoe Store</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Skate Park</th>\n",
       "      <th>Skating Rink</th>\n",
       "      <th>Smoke Shop</th>\n",
       "      <th>Smoothie Shop</th>\n",
       "      <th>Snack Place</th>\n",
       "      <th>Soup Place</th>\n",
       "      <th>South American Restaurant</th>\n",
       "      <th>Southern / Soul Food Restaurant</th>\n",
       "      <th>Spa</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Sporting Goods Shop</th>\n",
       "      <th>Sports Bar</th>\n",
       "      <th>Stadium</th>\n",
       "      <th>Stationery Store</th>\n",
       "      <th>Steakhouse</th>\n",
       "      <th>Strip Club</th>\n",
       "      <th>Supermarket</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Swim School</th>\n",
       "      <th>Taco Place</th>\n",
       "      <th>Tailor Shop</th>\n",
       "      <th>Taiwanese Restaurant</th>\n",
       "      <th>Tanning Salon</th>\n",
       "      <th>Tapas Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Tennis Court</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Theme Restaurant</th>\n",
       "      <th>Thrift / Vintage Store</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Train Station</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Wine Bar</th>\n",
       "      <th>Wings Joint</th>\n",
       "      <th>Women's Store</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brockton,Exhibition Place,Parkdale Village</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.074074</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
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       "      <td>0.000000</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CN Tower,Bathurst Quay,Island airport,Harbourf...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood  Yoga Studio  \\\n",
       "0                             Adelaide,King,Richmond     0.000000   \n",
       "1                                        Berczy Park     0.000000   \n",
       "2         Brockton,Exhibition Place,Parkdale Village     0.074074   \n",
       "3  Business Reply Mail Processing Centre 969 Eastern     0.052632   \n",
       "4  CN Tower,Bathurst Quay,Island airport,Harbourf...     0.000000   \n",
       "\n",
       "   Afghan Restaurant   Airport  Airport Food Court  Airport Gate  \\\n",
       "0                0.0  0.000000            0.000000      0.000000   \n",
       "1                0.0  0.000000            0.000000      0.000000   \n",
       "2                0.0  0.000000            0.000000      0.000000   \n",
       "3                0.0  0.000000            0.000000      0.000000   \n",
       "4                0.0  0.066667            0.066667      0.066667   \n",
       "\n",
       "   Airport Lounge  Airport Service  Airport Terminal  American Restaurant  \\\n",
       "0        0.000000         0.000000          0.000000                 0.03   \n",
       "1        0.000000         0.000000          0.000000                 0.00   \n",
       "2        0.000000         0.000000          0.000000                 0.00   \n",
       "3        0.000000         0.000000          0.000000                 0.00   \n",
       "4        0.133333         0.133333          0.133333                 0.00   \n",
       "\n",
       "   Antique Shop  Aquarium  Art Gallery  Art Museum  Arts & Crafts Store  \\\n",
       "0           0.0       0.0     0.010000        0.01                  0.0   \n",
       "1           0.0       0.0     0.017857        0.00                  0.0   \n",
       "2           0.0       0.0     0.000000        0.00                  0.0   \n",
       "3           0.0       0.0     0.000000        0.00                  0.0   \n",
       "4           0.0       0.0     0.000000        0.00                  0.0   \n",
       "\n",
       "   Asian Restaurant  Athletics & Sports  Auto Workshop  BBQ Joint  Baby Store  \\\n",
       "0              0.03                 0.0       0.000000   0.000000         0.0   \n",
       "1              0.00                 0.0       0.000000   0.017857         0.0   \n",
       "2              0.00                 0.0       0.000000   0.000000         0.0   \n",
       "3              0.00                 0.0       0.052632   0.000000         0.0   \n",
       "4              0.00                 0.0       0.000000   0.000000         0.0   \n",
       "\n",
       "   Bagel Shop    Bakery  Bank       Bar  Baseball Stadium  Basketball Stadium  \\\n",
       "0    0.000000  0.020000   0.0  0.040000               0.0            0.000000   \n",
       "1    0.017857  0.035714   0.0  0.000000               0.0            0.017857   \n",
       "2    0.000000  0.074074   0.0  0.037037               0.0            0.000000   \n",
       "3    0.000000  0.000000   0.0  0.000000               0.0            0.000000   \n",
       "4    0.000000  0.000000   0.0  0.066667               0.0            0.000000   \n",
       "\n",
       "      Beach  Bed & Breakfast  Beer Bar  Beer Store  Belgian Restaurant  \\\n",
       "0  0.000000              0.0  0.000000         0.0                 0.0   \n",
       "1  0.017857              0.0  0.035714         0.0                 0.0   \n",
       "2  0.000000              0.0  0.000000         0.0                 0.0   \n",
       "3  0.000000              0.0  0.000000         0.0                 0.0   \n",
       "4  0.000000              0.0  0.000000         0.0                 0.0   \n",
       "\n",
       "     Bistro  Boat or Ferry  Bookstore  Boutique  Brazilian Restaurant  \\\n",
       "0  0.000000       0.000000       0.01  0.000000                  0.01   \n",
       "1  0.017857       0.000000       0.00  0.000000                  0.00   \n",
       "2  0.000000       0.000000       0.00  0.000000                  0.00   \n",
       "3  0.000000       0.000000       0.00  0.000000                  0.00   \n",
       "4  0.000000       0.066667       0.00  0.066667                  0.00   \n",
       "\n",
       "   Breakfast Spot   Brewery  Bubble Tea Shop  Building  Burger Joint  \\\n",
       "0        0.020000  0.000000              0.0      0.01          0.03   \n",
       "1        0.017857  0.000000              0.0      0.00          0.00   \n",
       "2        0.074074  0.000000              0.0      0.00          0.00   \n",
       "3        0.000000  0.052632              0.0      0.00          0.00   \n",
       "4        0.000000  0.000000              0.0      0.00          0.00   \n",
       "\n",
       "   Burrito Place  Bus Line   Butcher      Café  Cajun / Creole Restaurant  \\\n",
       "0       0.010000       0.0  0.000000  0.050000                        0.0   \n",
       "1       0.000000       0.0  0.000000  0.035714                        0.0   \n",
       "2       0.037037       0.0  0.000000  0.111111                        0.0   \n",
       "3       0.052632       0.0  0.052632  0.000000                        0.0   \n",
       "4       0.000000       0.0  0.000000  0.000000                        0.0   \n",
       "\n",
       "   Camera Store  Caribbean Restaurant  Cheese Shop  Chinese Restaurant  \\\n",
       "0           0.0              0.000000     0.000000                 0.0   \n",
       "1           0.0              0.000000     0.035714                 0.0   \n",
       "2           0.0              0.037037     0.000000                 0.0   \n",
       "3           0.0              0.000000     0.000000                 0.0   \n",
       "4           0.0              0.000000     0.000000                 0.0   \n",
       "\n",
       "   Chocolate Shop  Church  Climbing Gym  Clothing Store  Cocktail Bar  \\\n",
       "0             0.0     0.0      0.000000        0.010000      0.000000   \n",
       "1             0.0     0.0      0.000000        0.017857      0.053571   \n",
       "2             0.0     0.0      0.037037        0.000000      0.000000   \n",
       "3             0.0     0.0      0.000000        0.000000      0.000000   \n",
       "4             0.0     0.0      0.000000        0.000000      0.000000   \n",
       "\n",
       "   Coffee Shop  College Arts Building  College Gym  College Rec Center  \\\n",
       "0     0.070000                    0.0          0.0                 0.0   \n",
       "1     0.071429                    0.0          0.0                 0.0   \n",
       "2     0.074074                    0.0          0.0                 0.0   \n",
       "3     0.000000                    0.0          0.0                 0.0   \n",
       "4     0.066667                    0.0          0.0                 0.0   \n",
       "\n",
       "   Colombian Restaurant  Comfort Food Restaurant  Comic Shop  Concert Hall  \\\n",
       "0                  0.01                 0.000000    0.000000      0.020000   \n",
       "1                  0.00                 0.017857    0.000000      0.017857   \n",
       "2                  0.00                 0.000000    0.000000      0.000000   \n",
       "3                  0.00                 0.000000    0.052632      0.000000   \n",
       "4                  0.00                 0.000000    0.000000      0.000000   \n",
       "\n",
       "   Convenience Store  Cosmetics Shop  Coworking Space  Creperie  \\\n",
       "0           0.000000        0.020000              0.0  0.000000   \n",
       "1           0.000000        0.017857              0.0  0.017857   \n",
       "2           0.037037        0.000000              0.0  0.000000   \n",
       "3           0.000000        0.000000              0.0  0.000000   \n",
       "4           0.000000        0.000000              0.0  0.000000   \n",
       "\n",
       "   Cuban Restaurant  Cupcake Shop  Dance Studio  Deli / Bodega  \\\n",
       "0               0.0           0.0           0.0           0.01   \n",
       "1               0.0           0.0           0.0           0.00   \n",
       "2               0.0           0.0           0.0           0.00   \n",
       "3               0.0           0.0           0.0           0.00   \n",
       "4               0.0           0.0           0.0           0.00   \n",
       "\n",
       "   Department Store  Dessert Shop  Dim Sum Restaurant     Diner  \\\n",
       "0              0.01           0.0                 0.0  0.000000   \n",
       "1              0.00           0.0                 0.0  0.017857   \n",
       "2              0.00           0.0                 0.0  0.000000   \n",
       "3              0.00           0.0                 0.0  0.000000   \n",
       "4              0.00           0.0                 0.0  0.000000   \n",
       "\n",
       "   Discount Store  Dog Run  Doner Restaurant  Donut Shop  Dumpling Restaurant  \\\n",
       "0             0.0      0.0               0.0         0.0                  0.0   \n",
       "1             0.0      0.0               0.0         0.0                  0.0   \n",
       "2             0.0      0.0               0.0         0.0                  0.0   \n",
       "3             0.0      0.0               0.0         0.0                  0.0   \n",
       "4             0.0      0.0               0.0         0.0                  0.0   \n",
       "\n",
       "   Eastern European Restaurant  Electronics Store  Ethiopian Restaurant  \\\n",
       "0                          0.0               0.01                   0.0   \n",
       "1                          0.0               0.00                   0.0   \n",
       "2                          0.0               0.00                   0.0   \n",
       "3                          0.0               0.00                   0.0   \n",
       "4                          0.0               0.00                   0.0   \n",
       "\n",
       "   Event Space  Falafel Restaurant  Farmers Market  Fast Food Restaurant  \\\n",
       "0          0.0                 0.0        0.000000              0.000000   \n",
       "1          0.0                 0.0        0.035714              0.000000   \n",
       "2          0.0                 0.0        0.000000              0.000000   \n",
       "3          0.0                 0.0        0.052632              0.052632   \n",
       "4          0.0                 0.0        0.000000              0.000000   \n",
       "\n",
       "   Filipino Restaurant  Fish & Chips Shop  Fish Market  Flea Market  \\\n",
       "0                  0.0                0.0     0.000000          0.0   \n",
       "1                  0.0                0.0     0.017857          0.0   \n",
       "2                  0.0                0.0     0.000000          0.0   \n",
       "3                  0.0                0.0     0.000000          0.0   \n",
       "4                  0.0                0.0     0.000000          0.0   \n",
       "\n",
       "   Flower Shop  Food  Food & Drink Shop  Food Court  Food Truck  Fountain  \\\n",
       "0          0.0   0.0                0.0        0.01         0.0  0.000000   \n",
       "1          0.0   0.0                0.0        0.00         0.0  0.017857   \n",
       "2          0.0   0.0                0.0        0.00         0.0  0.000000   \n",
       "3          0.0   0.0                0.0        0.00         0.0  0.000000   \n",
       "4          0.0   0.0                0.0        0.00         0.0  0.000000   \n",
       "\n",
       "   French Restaurant  Fried Chicken Joint  Fruit & Vegetable Store  \\\n",
       "0           0.000000                  0.0                      0.0   \n",
       "1           0.017857                  0.0                      0.0   \n",
       "2           0.000000                  0.0                      0.0   \n",
       "3           0.000000                  0.0                      0.0   \n",
       "4           0.000000                  0.0                      0.0   \n",
       "\n",
       "   Furniture / Home Store  Gaming Cafe    Garden  Garden Center  Gastropub  \\\n",
       "0                0.000000          0.0  0.000000       0.000000       0.02   \n",
       "1                0.000000          0.0  0.000000       0.000000       0.00   \n",
       "2                0.037037          0.0  0.000000       0.000000       0.00   \n",
       "3                0.000000          0.0  0.052632       0.052632       0.00   \n",
       "4                0.000000          0.0  0.000000       0.000000       0.00   \n",
       "\n",
       "   Gay Bar  General Entertainment  General Travel  German Restaurant  \\\n",
       "0      0.0                    0.0            0.01                0.0   \n",
       "1      0.0                    0.0            0.00                0.0   \n",
       "2      0.0                    0.0            0.00                0.0   \n",
       "3      0.0                    0.0            0.00                0.0   \n",
       "4      0.0                    0.0            0.00                0.0   \n",
       "\n",
       "   Gift Shop  Gluten-free Restaurant  Gourmet Shop  Greek Restaurant  \\\n",
       "0        0.0                    0.01      0.000000          0.010000   \n",
       "1        0.0                    0.00      0.017857          0.017857   \n",
       "2        0.0                    0.00      0.000000          0.000000   \n",
       "3        0.0                    0.00      0.000000          0.000000   \n",
       "4        0.0                    0.00      0.000000          0.000000   \n",
       "\n",
       "   Grocery Store       Gym  Gym / Fitness Center  Harbor / Marina  \\\n",
       "0       0.000000  0.020000              0.010000         0.000000   \n",
       "1       0.000000  0.000000              0.000000         0.000000   \n",
       "2       0.037037  0.037037              0.000000         0.000000   \n",
       "3       0.000000  0.000000              0.052632         0.000000   \n",
       "4       0.000000  0.000000              0.000000         0.066667   \n",
       "\n",
       "   Health & Beauty Service  Health Food Store  Historic Site  History Museum  \\\n",
       "0                      0.0                0.0            0.0             0.0   \n",
       "1                      0.0                0.0            0.0             0.0   \n",
       "2                      0.0                0.0            0.0             0.0   \n",
       "3                      0.0                0.0            0.0             0.0   \n",
       "4                      0.0                0.0            0.0             0.0   \n",
       "\n",
       "   Hobby Shop  Home Service  Hookah Bar  Hospital  Hostel     Hotel  \\\n",
       "0         0.0           0.0         0.0       0.0     0.0  0.030000   \n",
       "1         0.0           0.0         0.0       0.0     0.0  0.017857   \n",
       "2         0.0           0.0         0.0       0.0     0.0  0.000000   \n",
       "3         0.0           0.0         0.0       0.0     0.0  0.000000   \n",
       "4         0.0           0.0         0.0       0.0     0.0  0.000000   \n",
       "\n",
       "   Hotel Bar  Hotpot Restaurant  Ice Cream Shop  Indian Restaurant  \\\n",
       "0        0.0                0.0            0.01           0.010000   \n",
       "1        0.0                0.0            0.00           0.017857   \n",
       "2        0.0                0.0            0.00           0.000000   \n",
       "3        0.0                0.0            0.00           0.000000   \n",
       "4        0.0                0.0            0.00           0.000000   \n",
       "\n",
       "   Indie Movie Theater  Intersection  Irish Pub  Italian Restaurant  \\\n",
       "0                  0.0      0.000000   0.000000            0.010000   \n",
       "1                  0.0      0.000000   0.017857            0.017857   \n",
       "2                  0.0      0.037037   0.000000            0.037037   \n",
       "3                  0.0      0.000000   0.000000            0.000000   \n",
       "4                  0.0      0.000000   0.000000            0.000000   \n",
       "\n",
       "   Japanese Restaurant  Jazz Club  Jewelry Store  Jewish Restaurant  \\\n",
       "0                 0.01   0.010000            0.0                0.0   \n",
       "1                 0.00   0.017857            0.0                0.0   \n",
       "2                 0.00   0.000000            0.0                0.0   \n",
       "3                 0.00   0.000000            0.0                0.0   \n",
       "4                 0.00   0.000000            0.0                0.0   \n",
       "\n",
       "   Juice Bar  Korean Restaurant  Lake  Latin American Restaurant  \\\n",
       "0        0.0                0.0   0.0                       0.01   \n",
       "1        0.0                0.0   0.0                       0.00   \n",
       "2        0.0                0.0   0.0                       0.00   \n",
       "3        0.0                0.0   0.0                       0.00   \n",
       "4        0.0                0.0   0.0                       0.00   \n",
       "\n",
       "   Light Rail Station  Lingerie Store  Liquor Store    Lounge  \\\n",
       "0            0.000000            0.01      0.000000  0.010000   \n",
       "1            0.000000            0.00      0.017857  0.017857   \n",
       "2            0.000000            0.00      0.000000  0.000000   \n",
       "3            0.105263            0.00      0.000000  0.000000   \n",
       "4            0.000000            0.00      0.000000  0.000000   \n",
       "\n",
       "   Mac & Cheese Joint  Malay Restaurant  Market  Martial Arts Dojo  \\\n",
       "0                 0.0               0.0     0.0                0.0   \n",
       "1                 0.0               0.0     0.0                0.0   \n",
       "2                 0.0               0.0     0.0                0.0   \n",
       "3                 0.0               0.0     0.0                0.0   \n",
       "4                 0.0               0.0     0.0                0.0   \n",
       "\n",
       "   Massage Studio  Mediterranean Restaurant  Men's Store  Metro Station  \\\n",
       "0             0.0                      0.01          0.0            0.0   \n",
       "1             0.0                      0.00          0.0            0.0   \n",
       "2             0.0                      0.00          0.0            0.0   \n",
       "3             0.0                      0.00          0.0            0.0   \n",
       "4             0.0                      0.00          0.0            0.0   \n",
       "\n",
       "   Mexican Restaurant  Middle Eastern Restaurant  Miscellaneous Shop  \\\n",
       "0                 0.0                        0.0                 0.0   \n",
       "1                 0.0                        0.0                 0.0   \n",
       "2                 0.0                        0.0                 0.0   \n",
       "3                 0.0                        0.0                 0.0   \n",
       "4                 0.0                        0.0                 0.0   \n",
       "\n",
       "   Modern European Restaurant  Molecular Gastronomy Restaurant  \\\n",
       "0                         0.0                              0.0   \n",
       "1                         0.0                              0.0   \n",
       "2                         0.0                              0.0   \n",
       "3                         0.0                              0.0   \n",
       "4                         0.0                              0.0   \n",
       "\n",
       "   Monument / Landmark  Movie Theater    Museum  Music Venue  \\\n",
       "0                 0.01            0.0  0.000000          0.0   \n",
       "1                 0.00            0.0  0.017857          0.0   \n",
       "2                 0.00            0.0  0.000000          0.0   \n",
       "3                 0.00            0.0  0.000000          0.0   \n",
       "4                 0.00            0.0  0.000000          0.0   \n",
       "\n",
       "   New American Restaurant  Nightclub  Noodle House  Office  Opera House  \\\n",
       "0                     0.01   0.000000          0.01    0.01         0.01   \n",
       "1                     0.00   0.000000          0.00    0.00         0.00   \n",
       "2                     0.00   0.037037          0.00    0.00         0.00   \n",
       "3                     0.00   0.000000          0.00    0.00         0.00   \n",
       "4                     0.00   0.000000          0.00    0.00         0.00   \n",
       "\n",
       "   Optical Shop  Organic Grocery  Other Great Outdoors  Outdoor Sculpture  \\\n",
       "0           0.0              0.0                   0.0                0.0   \n",
       "1           0.0              0.0                   0.0                0.0   \n",
       "2           0.0              0.0                   0.0                0.0   \n",
       "3           0.0              0.0                   0.0                0.0   \n",
       "4           0.0              0.0                   0.0                0.0   \n",
       "\n",
       "       Park  Performing Arts Venue  Persian Restaurant  Pet Store  Pharmacy  \\\n",
       "0  0.000000               0.000000                 0.0   0.000000       0.0   \n",
       "1  0.017857               0.000000                 0.0   0.000000       0.0   \n",
       "2  0.000000               0.037037                 0.0   0.037037       0.0   \n",
       "3  0.052632               0.000000                 0.0   0.000000       0.0   \n",
       "4  0.000000               0.000000                 0.0   0.000000       0.0   \n",
       "\n",
       "   Pizza Place  Playground  Plaza  Poke Place  Polish Restaurant  \\\n",
       "0     0.020000         0.0   0.01         0.0                0.0   \n",
       "1     0.000000         0.0   0.00         0.0                0.0   \n",
       "2     0.000000         0.0   0.00         0.0                0.0   \n",
       "3     0.052632         0.0   0.00         0.0                0.0   \n",
       "4     0.000000         0.0   0.00         0.0                0.0   \n",
       "\n",
       "   Portuguese Restaurant  Post Office  Poutine Place       Pub  \\\n",
       "0                    0.0          0.0            0.0  0.000000   \n",
       "1                    0.0          0.0            0.0  0.017857   \n",
       "2                    0.0          0.0            0.0  0.000000   \n",
       "3                    0.0          0.0            0.0  0.000000   \n",
       "4                    0.0          0.0            0.0  0.000000   \n",
       "\n",
       "   Ramen Restaurant  Record Shop  Rental Car Location  Restaurant  Roof Deck  \\\n",
       "0               0.0         0.01                  0.0    0.030000        0.0   \n",
       "1               0.0         0.00                  0.0    0.017857        0.0   \n",
       "2               0.0         0.00                  0.0    0.037037        0.0   \n",
       "3               0.0         0.00                  0.0    0.052632        0.0   \n",
       "4               0.0         0.00                  0.0    0.000000        0.0   \n",
       "\n",
       "   Sake Bar  Salad Place  Salon / Barbershop  Sandwich Place  Scenic Lookout  \\\n",
       "0       0.0         0.01                0.01        0.010000             0.0   \n",
       "1       0.0         0.00                0.00        0.000000             0.0   \n",
       "2       0.0         0.00                0.00        0.037037             0.0   \n",
       "3       0.0         0.00                0.00        0.000000             0.0   \n",
       "4       0.0         0.00                0.00        0.000000             0.0   \n",
       "\n",
       "   Sculpture Garden  Seafood Restaurant  Shoe Store  Shopping Mall  \\\n",
       "0          0.000000            0.010000         0.0       0.010000   \n",
       "1          0.000000            0.035714         0.0       0.017857   \n",
       "2          0.000000            0.000000         0.0       0.000000   \n",
       "3          0.000000            0.000000         0.0       0.000000   \n",
       "4          0.066667            0.000000         0.0       0.000000   \n",
       "\n",
       "   Skate Park  Skating Rink  Smoke Shop  Smoothie Shop  Snack Place  \\\n",
       "0    0.000000           0.0    0.010000            0.0          0.0   \n",
       "1    0.000000           0.0    0.000000            0.0          0.0   \n",
       "2    0.000000           0.0    0.000000            0.0          0.0   \n",
       "3    0.052632           0.0    0.052632            0.0          0.0   \n",
       "4    0.000000           0.0    0.000000            0.0          0.0   \n",
       "\n",
       "   Soup Place  South American Restaurant  Southern / Soul Food Restaurant  \\\n",
       "0         0.0                        0.0                              0.0   \n",
       "1         0.0                        0.0                              0.0   \n",
       "2         0.0                        0.0                              0.0   \n",
       "3         0.0                        0.0                              0.0   \n",
       "4         0.0                        0.0                              0.0   \n",
       "\n",
       "        Spa  Speakeasy  Sporting Goods Shop  Sports Bar   Stadium  \\\n",
       "0  0.000000       0.01             0.000000         0.0  0.000000   \n",
       "1  0.000000       0.00             0.017857         0.0  0.000000   \n",
       "2  0.000000       0.00             0.000000         0.0  0.037037   \n",
       "3  0.052632       0.00             0.000000         0.0  0.000000   \n",
       "4  0.000000       0.00             0.000000         0.0  0.000000   \n",
       "\n",
       "   Stationery Store  Steakhouse  Strip Club  Supermarket  Sushi Restaurant  \\\n",
       "0               0.0    0.030000         0.0          0.0              0.03   \n",
       "1               0.0    0.035714         0.0          0.0              0.00   \n",
       "2               0.0    0.000000         0.0          0.0              0.00   \n",
       "3               0.0    0.000000         0.0          0.0              0.00   \n",
       "4               0.0    0.000000         0.0          0.0              0.00   \n",
       "\n",
       "   Swim School  Taco Place  Tailor Shop  Taiwanese Restaurant  Tanning Salon  \\\n",
       "0          0.0         0.0     0.000000                   0.0            0.0   \n",
       "1          0.0         0.0     0.017857                   0.0            0.0   \n",
       "2          0.0         0.0     0.000000                   0.0            0.0   \n",
       "3          0.0         0.0     0.000000                   0.0            0.0   \n",
       "4          0.0         0.0     0.000000                   0.0            0.0   \n",
       "\n",
       "   Tapas Restaurant  Tea Room  Tennis Court  Thai Restaurant  Theater  \\\n",
       "0               0.0  0.000000           0.0         0.040000     0.01   \n",
       "1               0.0  0.017857           0.0         0.017857     0.00   \n",
       "2               0.0  0.000000           0.0         0.000000     0.00   \n",
       "3               0.0  0.000000           0.0         0.000000     0.00   \n",
       "4               0.0  0.000000           0.0         0.000000     0.00   \n",
       "\n",
       "   Theme Restaurant  Thrift / Vintage Store  Toy / Game Store  Trail  \\\n",
       "0               0.0                     0.0               0.0    0.0   \n",
       "1               0.0                     0.0               0.0    0.0   \n",
       "2               0.0                     0.0               0.0    0.0   \n",
       "3               0.0                     0.0               0.0    0.0   \n",
       "4               0.0                     0.0               0.0    0.0   \n",
       "\n",
       "   Train Station  Vegetarian / Vegan Restaurant  Video Game Store  \\\n",
       "0            0.0                       0.020000               0.0   \n",
       "1            0.0                       0.017857               0.0   \n",
       "2            0.0                       0.000000               0.0   \n",
       "3            0.0                       0.000000               0.0   \n",
       "4            0.0                       0.000000               0.0   \n",
       "\n",
       "   Vietnamese Restaurant  Wine Bar  Wings Joint  Women's Store  \n",
       "0                    0.0      0.01          0.0           0.01  \n",
       "1                    0.0      0.00          0.0           0.00  \n",
       "2                    0.0      0.00          0.0           0.00  \n",
       "3                    0.0      0.00          0.0           0.00  \n",
       "4                    0.0      0.00          0.0           0.00  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#we now group rows by neighborhood and take the mean of the frequency of occurrence of each category\n",
    "to_grouped = to_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "to_grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:00.229299Z",
     "start_time": "2019-10-16T08:53:00.222708Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38, 240)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_grouped.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:02.410720Z",
     "start_time": "2019-10-16T08:53:00.930889Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Adelaide,King,Richmond----\n",
      "             venue  freq\n",
      "0      Coffee Shop  0.07\n",
      "1             Café  0.05\n",
      "2              Bar  0.04\n",
      "3  Thai Restaurant  0.04\n",
      "4       Restaurant  0.03\n",
      "\n",
      "\n",
      "----Berczy Park----\n",
      "          venue  freq\n",
      "0   Coffee Shop  0.07\n",
      "1  Cocktail Bar  0.05\n",
      "2        Bakery  0.04\n",
      "3   Cheese Shop  0.04\n",
      "4          Café  0.04\n",
      "\n",
      "\n",
      "----Brockton,Exhibition Place,Parkdale Village----\n",
      "            venue  freq\n",
      "0            Café  0.11\n",
      "1     Yoga Studio  0.07\n",
      "2          Bakery  0.07\n",
      "3  Breakfast Spot  0.07\n",
      "4     Coffee Shop  0.07\n",
      "\n",
      "\n",
      "----Business Reply Mail Processing Centre 969 Eastern----\n",
      "                venue  freq\n",
      "0  Light Rail Station  0.11\n",
      "1         Yoga Studio  0.05\n",
      "2       Auto Workshop  0.05\n",
      "3          Smoke Shop  0.05\n",
      "4         Pizza Place  0.05\n",
      "\n",
      "\n",
      "----CN Tower,Bathurst Quay,Island airport,Harbourfront West,King and Spadina,Railway Lands,South Niagara----\n",
      "              venue  freq\n",
      "0    Airport Lounge  0.13\n",
      "1   Airport Service  0.13\n",
      "2  Airport Terminal  0.13\n",
      "3          Boutique  0.07\n",
      "4   Harbor / Marina  0.07\n",
      "\n",
      "\n",
      "----Cabbagetown,St. James Town----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.07\n",
      "1              Bakery  0.07\n",
      "2                 Pub  0.05\n",
      "3  Italian Restaurant  0.05\n",
      "4                Café  0.05\n",
      "\n",
      "\n",
      "----Central Bay Street----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.14\n",
      "1  Italian Restaurant  0.06\n",
      "2      Sandwich Place  0.05\n",
      "3                Café  0.05\n",
      "4        Burger Joint  0.03\n",
      "\n",
      "\n",
      "----Chinatown,Grange Park,Kensington Market----\n",
      "                           venue  freq\n",
      "0                           Café  0.06\n",
      "1  Vegetarian / Vegan Restaurant  0.06\n",
      "2                            Bar  0.05\n",
      "3             Chinese Restaurant  0.05\n",
      "4             Mexican Restaurant  0.04\n",
      "\n",
      "\n",
      "----Christie----\n",
      "                venue  freq\n",
      "0                Café  0.19\n",
      "1       Grocery Store  0.19\n",
      "2                Park  0.12\n",
      "3  Italian Restaurant  0.06\n",
      "4               Diner  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     Sushi Restaurant  0.05\n",
      "3           Restaurant  0.03\n",
      "4              Gay Bar  0.03\n",
      "\n",
      "\n",
      "----Commerce Court,Victoria Hotel----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.13\n",
      "1                 Café  0.06\n",
      "2                Hotel  0.06\n",
      "3           Restaurant  0.04\n",
      "4  American Restaurant  0.04\n",
      "\n",
      "\n",
      "----Davisville----\n",
      "              venue  freq\n",
      "0    Sandwich Place  0.09\n",
      "1      Dessert Shop  0.09\n",
      "2               Gym  0.06\n",
      "3       Pizza Place  0.06\n",
      "4  Sushi Restaurant  0.06\n",
      "\n",
      "\n",
      "----Davisville North----\n",
      "               venue  freq\n",
      "0  Convenience Store   0.1\n",
      "1       Dance Studio   0.1\n",
      "2     Clothing Store   0.1\n",
      "3               Park   0.1\n",
      "4                Gym   0.1\n",
      "\n",
      "\n",
      "----Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West----\n",
      "                 venue  freq\n",
      "0                  Pub  0.12\n",
      "1          Coffee Shop  0.12\n",
      "2          Pizza Place  0.06\n",
      "3  Fried Chicken Joint  0.06\n",
      "4           Sports Bar  0.06\n",
      "\n",
      "\n",
      "----Design Exchange,Toronto Dominion Centre----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.14\n",
      "1         Café  0.08\n",
      "2        Hotel  0.05\n",
      "3          Bar  0.04\n",
      "4   Restaurant  0.04\n",
      "\n",
      "\n",
      "----Dovercourt Village,Dufferin----\n",
      "                  venue  freq\n",
      "0              Pharmacy  0.13\n",
      "1           Supermarket  0.13\n",
      "2                Bakery  0.13\n",
      "3                  Café  0.07\n",
      "4  Gym / Fitness Center  0.07\n",
      "\n",
      "\n",
      "----First Canadian Place,Underground city----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.12\n",
      "1         Café  0.07\n",
      "2   Steakhouse  0.04\n",
      "3   Restaurant  0.04\n",
      "4        Hotel  0.04\n",
      "\n",
      "\n",
      "----Forest Hill North,Forest Hill West----\n",
      "              venue  freq\n",
      "0             Trail   0.2\n",
      "1  Sushi Restaurant   0.2\n",
      "2              Park   0.2\n",
      "3          Bus Line   0.2\n",
      "4     Jewelry Store   0.2\n",
      "\n",
      "\n",
      "----Harbord,University of Toronto----\n",
      "                 venue  freq\n",
      "0                 Café  0.14\n",
      "1               Bakery  0.06\n",
      "2           Restaurant  0.06\n",
      "3            Bookstore  0.06\n",
      "4  Japanese Restaurant  0.06\n",
      "\n",
      "\n",
      "----Harbourfront East,Toronto Islands,Union Station----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.13\n",
      "1            Aquarium  0.05\n",
      "2               Hotel  0.05\n",
      "3                Café  0.04\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Harbourfront,Regent Park----\n",
      "         venue  freq\n",
      "0  Coffee Shop  0.15\n",
      "1         Café  0.06\n",
      "2          Pub  0.06\n",
      "3       Bakery  0.06\n",
      "4         Park  0.06\n",
      "\n",
      "\n",
      "----High Park,The Junction South----\n",
      "                    venue  freq\n",
      "0      Mexican Restaurant  0.08\n",
      "1                     Bar  0.08\n",
      "2         Thai Restaurant  0.08\n",
      "3                    Café  0.08\n",
      "4  Furniture / Home Store  0.04\n",
      "\n",
      "\n",
      "----Lawrence Park----\n",
      "                     venue  freq\n",
      "0                     Park  0.33\n",
      "1              Swim School  0.33\n",
      "2                 Bus Line  0.33\n",
      "3              Yoga Studio  0.00\n",
      "4  New American Restaurant  0.00\n",
      "\n",
      "\n",
      "----Little Portugal,Trinity----\n",
      "                   venue  freq\n",
      "0                    Bar  0.10\n",
      "1            Men's Store  0.06\n",
      "2            Coffee Shop  0.06\n",
      "3       Asian Restaurant  0.04\n",
      "4  Vietnamese Restaurant  0.03\n",
      "\n",
      "\n",
      "----Moore Park,Summerhill East----\n",
      "          venue  freq\n",
      "0    Playground  0.25\n",
      "1  Tennis Court  0.25\n",
      "2    Restaurant  0.25\n",
      "3           Gym  0.25\n",
      "4   Yoga Studio  0.00\n",
      "\n",
      "\n",
      "----North Toronto West----\n",
      "                 venue  freq\n",
      "0          Coffee Shop  0.11\n",
      "1  Sporting Goods Shop  0.11\n",
      "2          Yoga Studio  0.05\n",
      "3           Bagel Shop  0.05\n",
      "4         Dessert Shop  0.05\n",
      "\n",
      "\n",
      "----Parkdale,Roncesvalles----\n",
      "            venue  freq\n",
      "0       Gift Shop  0.13\n",
      "1  Breakfast Spot  0.13\n",
      "2       Bookstore  0.07\n",
      "3    Dessert Shop  0.07\n",
      "4      Restaurant  0.07\n",
      "\n",
      "\n",
      "----Rosedale----\n",
      "                     venue  freq\n",
      "0                     Park   0.4\n",
      "1               Playground   0.2\n",
      "2                    Trail   0.2\n",
      "3                 Building   0.2\n",
      "4  New American Restaurant   0.0\n",
      "\n",
      "\n",
      "----Roselawn----\n",
      "            venue  freq\n",
      "0    Home Service   0.5\n",
      "1          Garden   0.5\n",
      "2  Massage Studio   0.0\n",
      "3     Men's Store   0.0\n",
      "4   Metro Station   0.0\n",
      "\n",
      "\n",
      "----Runnymede,Swansea----\n",
      "                venue  freq\n",
      "0                Café  0.11\n",
      "1         Coffee Shop  0.08\n",
      "2    Sushi Restaurant  0.06\n",
      "3         Pizza Place  0.06\n",
      "4  Italian Restaurant  0.06\n",
      "\n",
      "\n",
      "----Ryerson,Garden District----\n",
      "                       venue  freq\n",
      "0                Coffee Shop  0.08\n",
      "1             Clothing Store  0.07\n",
      "2             Cosmetics Shop  0.04\n",
      "3         Italian Restaurant  0.03\n",
      "4  Middle Eastern Restaurant  0.03\n",
      "\n",
      "\n",
      "----St. James Town----\n",
      "            venue  freq\n",
      "0     Coffee Shop  0.07\n",
      "1            Café  0.06\n",
      "2      Restaurant  0.05\n",
      "3           Hotel  0.05\n",
      "4  Clothing Store  0.04\n",
      "\n",
      "\n",
      "----Stn A PO Boxes 25 The Esplanade----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.11\n",
      "1                Café  0.04\n",
      "2          Restaurant  0.04\n",
      "3        Cocktail Bar  0.03\n",
      "4  Italian Restaurant  0.03\n",
      "\n",
      "\n",
      "----Studio District----\n",
      "                 venue  freq\n",
      "0                 Café  0.10\n",
      "1          Coffee Shop  0.08\n",
      "2   Italian Restaurant  0.05\n",
      "3               Bakery  0.05\n",
      "4  American Restaurant  0.05\n",
      "\n",
      "\n",
      "----The Annex,North Midtown,Yorkville----\n",
      "            venue  freq\n",
      "0            Café  0.14\n",
      "1  Sandwich Place  0.14\n",
      "2     Coffee Shop  0.10\n",
      "3  History Museum  0.05\n",
      "4             Pub  0.05\n",
      "\n",
      "\n",
      "----The Beaches----\n",
      "                  venue  freq\n",
      "0                 Trail   0.2\n",
      "1                   Pub   0.2\n",
      "2     Health Food Store   0.2\n",
      "3  Other Great Outdoors   0.2\n",
      "4                Museum   0.0\n",
      "\n",
      "\n",
      "----The Beaches West,India Bazaar----\n",
      "                venue  freq\n",
      "0  Italian Restaurant  0.06\n",
      "1                 Gym  0.06\n",
      "2      Sandwich Place  0.06\n",
      "3          Steakhouse  0.06\n",
      "4             Brewery  0.06\n",
      "\n",
      "\n",
      "----The Danforth West,Riverdale----\n",
      "                    venue  freq\n",
      "0        Greek Restaurant  0.19\n",
      "1             Coffee Shop  0.09\n",
      "2          Ice Cream Shop  0.07\n",
      "3      Italian Restaurant  0.07\n",
      "4  Furniture / Home Store  0.05\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#We print each neighborhood  with the top 5 most common venues\n",
    "num_top_venues = 5\n",
    "\n",
    "for hood in to_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = to_grouped[to_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": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:02.420389Z",
     "start_time": "2019-10-16T08:53:02.414720Z"
    }
   },
   "outputs": [],
   "source": [
    "#function that sorts 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": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:02.505393Z",
     "start_time": "2019-10-16T08:53:02.425436Z"
    }
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    {
     "data": {
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       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelaide,King,Richmond</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Berczy Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brockton,Exhibition Place,Parkdale Village</td>\n",
       "      <td>Café</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Business Reply Mail Processing Centre 969 Eastern</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CN Tower,Bathurst Quay,Island airport,Harbourf...</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Airport Food Court</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Boutique</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Neighborhood 1st Most Common Venue  \\\n",
       "0                             Adelaide,King,Richmond           Coffee Shop   \n",
       "1                                        Berczy Park           Coffee Shop   \n",
       "2         Brockton,Exhibition Place,Parkdale Village                  Café   \n",
       "3  Business Reply Mail Processing Centre 969 Eastern    Light Rail Station   \n",
       "4  CN Tower,Bathurst Quay,Island airport,Harbourf...        Airport Lounge   \n",
       "\n",
       "  2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0                  Café                   Bar       Thai Restaurant   \n",
       "1          Cocktail Bar        Farmers Market                Bakery   \n",
       "2           Yoga Studio                Bakery        Breakfast Spot   \n",
       "3           Yoga Studio         Auto Workshop         Garden Center   \n",
       "4       Airport Service      Airport Terminal         Boat or Ferry   \n",
       "\n",
       "  5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "0   American Restaurant            Steakhouse      Sushi Restaurant   \n",
       "1              Beer Bar            Steakhouse           Cheese Shop   \n",
       "2           Coffee Shop    Italian Restaurant             Nightclub   \n",
       "3                Garden  Fast Food Restaurant        Farmers Market   \n",
       "4           Coffee Shop               Airport    Airport Food Court   \n",
       "\n",
       "  8th Most Common Venue  9th Most Common Venue 10th Most Common Venue  \n",
       "0            Restaurant       Asian Restaurant                  Hotel  \n",
       "1    Seafood Restaurant                   Café      Indian Restaurant  \n",
       "2     Convenience Store  Performing Arts Venue              Pet Store  \n",
       "3            Comic Shop                   Park             Restaurant  \n",
       "4          Airport Gate        Harbor / Marina               Boutique  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#we now create the new dataframe and display the top 10 venues for each neighborhood\n",
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd'] #just suffixes to create 1st, 2nd, 3rd\n",
    "\n",
    "# create columns according to the 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'] = to_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(to_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(to_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering Neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:05.648753Z",
     "start_time": "2019-10-16T08:53:05.573404Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 6, 1, 5, 1, 1, 1, 6, 1], dtype=int32)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 10\n",
    "\n",
    "to_grouped_clustering = to_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=42).fit(to_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:06.358717Z",
     "start_time": "2019-10-16T08:53:06.332973Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "      <td>9</td>\n",
       "      <td>Other Great Outdoors</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Health Food Store</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Women's Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West,Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "      <td>1</td>\n",
       "      <td>Greek Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "      <td>Café</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West,India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "      <td>1</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Burrito Place</td>\n",
       "      <td>Fish &amp; Chips Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "      <td>1</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Comfort Food Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PostalCode          Borough                  Neighbourhood   Latitude  \\\n",
       "37        M4E     East Toronto                    The Beaches  43.676357   \n",
       "41        M4K     East Toronto    The Danforth West,Riverdale  43.679557   \n",
       "42        M4L     East Toronto  The Beaches West,India Bazaar  43.668999   \n",
       "43        M4M     East Toronto                Studio District  43.659526   \n",
       "44        M4N  Central Toronto                  Lawrence Park  43.728020   \n",
       "\n",
       "    Longitude  Cluster Labels 1st Most Common Venue 2nd Most Common Venue  \\\n",
       "37 -79.293031               9  Other Great Outdoors                   Pub   \n",
       "41 -79.352188               1      Greek Restaurant           Coffee Shop   \n",
       "42 -79.315572               1               Brewery            Steakhouse   \n",
       "43 -79.340923               1                  Café           Coffee Shop   \n",
       "44 -79.388790               2                  Park           Swim School   \n",
       "\n",
       "   3rd Most Common Venue 4th Most Common Venue   5th Most Common Venue  \\\n",
       "37     Health Food Store                 Trail                 Dog Run   \n",
       "41        Ice Cream Shop    Italian Restaurant  Furniture / Home Store   \n",
       "42      Sushi Restaurant    Italian Restaurant          Sandwich Place   \n",
       "43                Bakery    Italian Restaurant     American Restaurant   \n",
       "44              Bus Line         Women's Store          Discount Store   \n",
       "\n",
       "   6th Most Common Venue    7th Most Common Venue 8th Most Common Venue  \\\n",
       "37      Doner Restaurant               Donut Shop   Dumpling Restaurant   \n",
       "41           Pizza Place                Bookstore               Brewery   \n",
       "42                   Pub           Ice Cream Shop         Movie Theater   \n",
       "43           Yoga Studio  Comfort Food Restaurant               Brewery   \n",
       "44  Fast Food Restaurant           Farmers Market    Falafel Restaurant   \n",
       "\n",
       "          9th Most Common Venue 10th Most Common Venue  \n",
       "37  Eastern European Restaurant          Women's Store  \n",
       "41              Bubble Tea Shop                   Café  \n",
       "42                Burrito Place      Fish & Chips Shop  \n",
       "43           Seafood Restaurant         Sandwich Place  \n",
       "44                  Event Space   Ethiopian Restaurant  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
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   ],
   "source": [
    "# we create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood\n",
    "\n",
    "# add clustering labels (to run it multipe times, we delete the cluster labels column if it already exists)\n",
    "try:\n",
    "    neighborhoods_venues_sorted = neighborhoods_venues_sorted.drop(\"Cluster Labels\", 1)\n",
    "except:\n",
    "    pass\n",
    "\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "to_merged = DF\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "to_merged = to_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighbourhood')\n",
    "\n",
    "to_merged.head()"
   ]
  },
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   "cell_type": "code",
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    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:08.671565Z",
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        var popup_20d23a00af9c46e299a22cab30fa7489 = L.popup({"maxWidth": "100%"});

        
            var html_91ae850ed6774f6bb2389afbd34ee61e = $(`<div id="html_91ae850ed6774f6bb2389afbd34ee61e" style="width: 100.0%; height: 100.0%;">The Danforth West,Riverdale Cluster 1</div>`)[0];
            popup_20d23a00af9c46e299a22cab30fa7489.setContent(html_91ae850ed6774f6bb2389afbd34ee61e);
        

        circle_marker_54bcf4de4b4e4c7ebda6c8cb445d197c.bindPopup(popup_20d23a00af9c46e299a22cab30fa7489)
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            var circle_marker_dbffa508c5d64a0eafd221ed2415ebdf = 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}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_2a7c7130087a4920ac85351f5f6ad8f2 = L.popup({"maxWidth": "100%"});

        
            var html_9797606d19274e8eb69283723be55647 = $(`<div id="html_9797606d19274e8eb69283723be55647" style="width: 100.0%; height: 100.0%;">The Beaches West,India Bazaar Cluster 1</div>`)[0];
            popup_2a7c7130087a4920ac85351f5f6ad8f2.setContent(html_9797606d19274e8eb69283723be55647);
        

        circle_marker_dbffa508c5d64a0eafd221ed2415ebdf.bindPopup(popup_2a7c7130087a4920ac85351f5f6ad8f2)
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            var circle_marker_510731a5509641c79fb9f90a437d8a67 = L.circleMarker(
                [43.6595255, -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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_853389fcf2da4c1db91ff4fddea982d9 = L.popup({"maxWidth": "100%"});

        
            var html_44111691a1a446ca8196e8e62c55b69d = $(`<div id="html_44111691a1a446ca8196e8e62c55b69d" style="width: 100.0%; height: 100.0%;">Studio District Cluster 1</div>`)[0];
            popup_853389fcf2da4c1db91ff4fddea982d9.setContent(html_44111691a1a446ca8196e8e62c55b69d);
        

        circle_marker_510731a5509641c79fb9f90a437d8a67.bindPopup(popup_853389fcf2da4c1db91ff4fddea982d9)
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            var circle_marker_667b9d80c3694e0497416426ed35c1ae = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#4856fb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4856fb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_e86d3549f2154824a8c3bade12a1a5ec = L.popup({"maxWidth": "100%"});

        
            var html_13e56b3567e343ec9fbe9556ecc7ab2b = $(`<div id="html_13e56b3567e343ec9fbe9556ecc7ab2b" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 2</div>`)[0];
            popup_e86d3549f2154824a8c3bade12a1a5ec.setContent(html_13e56b3567e343ec9fbe9556ecc7ab2b);
        

        circle_marker_667b9d80c3694e0497416426ed35c1ae.bindPopup(popup_e86d3549f2154824a8c3bade12a1a5ec)
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            var circle_marker_f985c8644f2f47e6ae7a4ad436e6e32b = L.circleMarker(
                [43.7127511, -79.3901975],
                {"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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_9625c291f8fa4cf59553e8af57b4da68 = L.popup({"maxWidth": "100%"});

        
            var html_93ee908a0b124530adbc0f6340660c98 = $(`<div id="html_93ee908a0b124530adbc0f6340660c98" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 1</div>`)[0];
            popup_9625c291f8fa4cf59553e8af57b4da68.setContent(html_93ee908a0b124530adbc0f6340660c98);
        

        circle_marker_f985c8644f2f47e6ae7a4ad436e6e32b.bindPopup(popup_9625c291f8fa4cf59553e8af57b4da68)
        ;

        
    
    
            var circle_marker_31fddba3d2534713ab01e54eb2440b60 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_7efe3836e25c49338395c4a6926f469a = L.popup({"maxWidth": "100%"});

        
            var html_ea3541296b54449ea11fc4a587ce16c8 = $(`<div id="html_ea3541296b54449ea11fc4a587ce16c8" style="width: 100.0%; height: 100.0%;">North Toronto West Cluster 1</div>`)[0];
            popup_7efe3836e25c49338395c4a6926f469a.setContent(html_ea3541296b54449ea11fc4a587ce16c8);
        

        circle_marker_31fddba3d2534713ab01e54eb2440b60.bindPopup(popup_7efe3836e25c49338395c4a6926f469a)
        ;

        
    
    
            var circle_marker_be5d34b1e7d34b9db7b65ce5b719c255 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_bd245560e3c245ad9384c94ff61d3c12 = L.popup({"maxWidth": "100%"});

        
            var html_8d78e4e050cc40a5904243b20eb58d14 = $(`<div id="html_8d78e4e050cc40a5904243b20eb58d14" style="width: 100.0%; height: 100.0%;">Davisville Cluster 1</div>`)[0];
            popup_bd245560e3c245ad9384c94ff61d3c12.setContent(html_8d78e4e050cc40a5904243b20eb58d14);
        

        circle_marker_be5d34b1e7d34b9db7b65ce5b719c255.bindPopup(popup_bd245560e3c245ad9384c94ff61d3c12)
        ;

        
    
    
            var circle_marker_c1e1e0f64de540219bf0979e26e3b441 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_874d3aaeac0343b1917ca176d05c656a = L.popup({"maxWidth": "100%"});

        
            var html_5fce7d9b9c8e4884ae16a7bc59cfc0ed = $(`<div id="html_5fce7d9b9c8e4884ae16a7bc59cfc0ed" style="width: 100.0%; height: 100.0%;">Moore Park,Summerhill East Cluster 4</div>`)[0];
            popup_874d3aaeac0343b1917ca176d05c656a.setContent(html_5fce7d9b9c8e4884ae16a7bc59cfc0ed);
        

        circle_marker_c1e1e0f64de540219bf0979e26e3b441.bindPopup(popup_874d3aaeac0343b1917ca176d05c656a)
        ;

        
    
    
            var circle_marker_48da14d7feae471781d96e12fccd198a = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_ff7ac9e18f35494998d6312777b7e695 = L.popup({"maxWidth": "100%"});

        
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            popup_ff7ac9e18f35494998d6312777b7e695.setContent(html_b0022f903573466d9c22520eda094268);
        

        circle_marker_48da14d7feae471781d96e12fccd198a.bindPopup(popup_ff7ac9e18f35494998d6312777b7e695)
        ;

        
    
    
            var circle_marker_7772d9852df94332938cd450d39933e5 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_9edcde064e134837b64f394cbd436123 = L.popup({"maxWidth": "100%"});

        
            var html_45cf5bb701d24a1789d3710cf5673d91 = $(`<div id="html_45cf5bb701d24a1789d3710cf5673d91" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 0</div>`)[0];
            popup_9edcde064e134837b64f394cbd436123.setContent(html_45cf5bb701d24a1789d3710cf5673d91);
        

        circle_marker_7772d9852df94332938cd450d39933e5.bindPopup(popup_9edcde064e134837b64f394cbd436123)
        ;

        
    
    
            var circle_marker_ed8749d55f24493fa1f82d38e2a0f361 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_2163acecb514432d9be72bdbd528fc77 = L.popup({"maxWidth": "100%"});

        
            var html_cc870be3a503460d8e4cce093b54ac48 = $(`<div id="html_cc870be3a503460d8e4cce093b54ac48" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 1</div>`)[0];
            popup_2163acecb514432d9be72bdbd528fc77.setContent(html_cc870be3a503460d8e4cce093b54ac48);
        

        circle_marker_ed8749d55f24493fa1f82d38e2a0f361.bindPopup(popup_2163acecb514432d9be72bdbd528fc77)
        ;

        
    
    
            var circle_marker_83842b3467cd4ee6932a3fb327a16c02 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_c3806b4c568a4a7e83033cfdc0b89dee = L.popup({"maxWidth": "100%"});

        
            var html_352008b15f3b437497331e1ee235ec2c = $(`<div id="html_352008b15f3b437497331e1ee235ec2c" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1</div>`)[0];
            popup_c3806b4c568a4a7e83033cfdc0b89dee.setContent(html_352008b15f3b437497331e1ee235ec2c);
        

        circle_marker_83842b3467cd4ee6932a3fb327a16c02.bindPopup(popup_c3806b4c568a4a7e83033cfdc0b89dee)
        ;

        
    
    
            var circle_marker_41c0598ddf044cdf889f2757e976e722 = L.circleMarker(
                [43.6542599, -79.3606359],
                {"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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_402fb09a74194f9aa41bb009d9086c5d = L.popup({"maxWidth": "100%"});

        
            var html_a8247ed389084c2cba3d8657d94b8f36 = $(`<div id="html_a8247ed389084c2cba3d8657d94b8f36" style="width: 100.0%; height: 100.0%;">Harbourfront,Regent Park Cluster 1</div>`)[0];
            popup_402fb09a74194f9aa41bb009d9086c5d.setContent(html_a8247ed389084c2cba3d8657d94b8f36);
        

        circle_marker_41c0598ddf044cdf889f2757e976e722.bindPopup(popup_402fb09a74194f9aa41bb009d9086c5d)
        ;

        
    
    
            var circle_marker_09730aa76461440e9f72806378882e68 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_d2f7c8ca24f74ca59d470f5c4b05a8fc = L.popup({"maxWidth": "100%"});

        
            var html_c6ef177f0ef84c7a826b4d36a18b3565 = $(`<div id="html_c6ef177f0ef84c7a826b4d36a18b3565" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 1</div>`)[0];
            popup_d2f7c8ca24f74ca59d470f5c4b05a8fc.setContent(html_c6ef177f0ef84c7a826b4d36a18b3565);
        

        circle_marker_09730aa76461440e9f72806378882e68.bindPopup(popup_d2f7c8ca24f74ca59d470f5c4b05a8fc)
        ;

        
    
    
            var circle_marker_60285058a1a04ac297ad163cb1909a6e = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_c2f581c8cea345de8b85b3778ffd32fe = L.popup({"maxWidth": "100%"});

        
            var html_ad2d71f50c054154938623cfa91a73d5 = $(`<div id="html_ad2d71f50c054154938623cfa91a73d5" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1</div>`)[0];
            popup_c2f581c8cea345de8b85b3778ffd32fe.setContent(html_ad2d71f50c054154938623cfa91a73d5);
        

        circle_marker_60285058a1a04ac297ad163cb1909a6e.bindPopup(popup_c2f581c8cea345de8b85b3778ffd32fe)
        ;

        
    
    
            var circle_marker_9f050424be4d4b56bb64e16793f7eb16 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_83d4791c893349d3808a7bfd1c1f6143 = L.popup({"maxWidth": "100%"});

        
            var html_d4e370ceaac644d5a13b3ee49cc4fac7 = $(`<div id="html_d4e370ceaac644d5a13b3ee49cc4fac7" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 1</div>`)[0];
            popup_83d4791c893349d3808a7bfd1c1f6143.setContent(html_d4e370ceaac644d5a13b3ee49cc4fac7);
        

        circle_marker_9f050424be4d4b56bb64e16793f7eb16.bindPopup(popup_83d4791c893349d3808a7bfd1c1f6143)
        ;

        
    
    
            var circle_marker_2b89ac2f543a4e0286a2472963d99dfe = L.circleMarker(
                [43.6579524, -79.3873826],
                {"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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_e0de95a00a31419eb7b5f4bcb4b82b81 = L.popup({"maxWidth": "100%"});

        
            var html_52d0d0ecfc5942fcbec46c9581a4860a = $(`<div id="html_52d0d0ecfc5942fcbec46c9581a4860a" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 1</div>`)[0];
            popup_e0de95a00a31419eb7b5f4bcb4b82b81.setContent(html_52d0d0ecfc5942fcbec46c9581a4860a);
        

        circle_marker_2b89ac2f543a4e0286a2472963d99dfe.bindPopup(popup_e0de95a00a31419eb7b5f4bcb4b82b81)
        ;

        
    
    
            var circle_marker_017dd8d4b9964c7a929c0b6d3c3fc451 = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_924714b124d646b2b71b257711883fbc = L.popup({"maxWidth": "100%"});

        
            var html_8000609b0e164a0a90464cce61112211 = $(`<div id="html_8000609b0e164a0a90464cce61112211" style="width: 100.0%; height: 100.0%;">Adelaide,King,Richmond Cluster 1</div>`)[0];
            popup_924714b124d646b2b71b257711883fbc.setContent(html_8000609b0e164a0a90464cce61112211);
        

        circle_marker_017dd8d4b9964c7a929c0b6d3c3fc451.bindPopup(popup_924714b124d646b2b71b257711883fbc)
        ;

        
    
    
            var circle_marker_8c96715789d14921aa342cf7252f9417 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_9b26688c1f184f5eaa5e86cc445a7a7e = L.popup({"maxWidth": "100%"});

        
            var html_57d018fea70f49ba94147415f6c5188d = $(`<div id="html_57d018fea70f49ba94147415f6c5188d" style="width: 100.0%; height: 100.0%;">Harbourfront East,Toronto Islands,Union Station Cluster 1</div>`)[0];
            popup_9b26688c1f184f5eaa5e86cc445a7a7e.setContent(html_57d018fea70f49ba94147415f6c5188d);
        

        circle_marker_8c96715789d14921aa342cf7252f9417.bindPopup(popup_9b26688c1f184f5eaa5e86cc445a7a7e)
        ;

        
    
    
            var circle_marker_dfebcb51a6b1407a8366f74cdc64f477 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_ace4f0502ee44f5e9f99b74763093858 = L.popup({"maxWidth": "100%"});

        
            var html_dbd1fb6d4e64408e880118c32b187af9 = $(`<div id="html_dbd1fb6d4e64408e880118c32b187af9" style="width: 100.0%; height: 100.0%;">Design Exchange,Toronto Dominion Centre Cluster 1</div>`)[0];
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        circle_marker_dfebcb51a6b1407a8366f74cdc64f477.bindPopup(popup_ace4f0502ee44f5e9f99b74763093858)
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        var popup_78f05f8012ac4e75ba3cb31dad37ff2c = L.popup({"maxWidth": "100%"});

        
            var html_95faf3cba6ff4cf1b5cdf5ebaa83b3b0 = $(`<div id="html_95faf3cba6ff4cf1b5cdf5ebaa83b3b0" style="width: 100.0%; height: 100.0%;">Commerce Court,Victoria Hotel Cluster 1</div>`)[0];
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            var html_66a2845267df4fcf8f624cc6e29ac2a3 = $(`<div id="html_66a2845267df4fcf8f624cc6e29ac2a3" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 3</div>`)[0];
            popup_8890d9fb1f414d6781d84bf8748cd9de.setContent(html_66a2845267df4fcf8f624cc6e29ac2a3);
        

        circle_marker_44f96304647e4b539c11e0179a906242.bindPopup(popup_8890d9fb1f414d6781d84bf8748cd9de)
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            var circle_marker_648b9575517b431faa3f4270d2fca258 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#d4dd80", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#d4dd80", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_da0227464ab641ed95e9961f396cdb92 = L.popup({"maxWidth": "100%"});

        
            var html_3b6f397bb5884efeabe6a3cea8c36fb8 = $(`<div id="html_3b6f397bb5884efeabe6a3cea8c36fb8" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 7</div>`)[0];
            popup_da0227464ab641ed95e9961f396cdb92.setContent(html_3b6f397bb5884efeabe6a3cea8c36fb8);
        

        circle_marker_648b9575517b431faa3f4270d2fca258.bindPopup(popup_da0227464ab641ed95e9961f396cdb92)
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            var circle_marker_79a324b38c6c404d976350b89891c32a = 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 html_9f4147aa4c244cb6bf5b28e7891fc45c = $(`<div id="html_9f4147aa4c244cb6bf5b28e7891fc45c" style="width: 100.0%; height: 100.0%;">The Annex,North Midtown,Yorkville Cluster 1</div>`)[0];
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            var html_efae41d59ab2489193b2aa7481691084 = $(`<div id="html_efae41d59ab2489193b2aa7481691084" style="width: 100.0%; height: 100.0%;">Harbord,University of Toronto Cluster 6</div>`)[0];
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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_ed3b2b5bdd1041a88925d81cec34966c = L.popup({"maxWidth": "100%"});

        
            var html_caafd50422ab46e79994b94b7d5006e2 = $(`<div id="html_caafd50422ab46e79994b94b7d5006e2" style="width: 100.0%; height: 100.0%;">Chinatown,Grange Park,Kensington Market Cluster 1</div>`)[0];
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                [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}
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        var popup_e4a08ab388d34910963b5e85d2c72738 = L.popup({"maxWidth": "100%"});

        
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        ;

        
    
    
            var circle_marker_8d9cb292f5814ce58fe509e5ff45781d = 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}
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        var popup_29a6f96a794c40b58aa3e397af62fd41 = L.popup({"maxWidth": "100%"});

        
            var html_aad550cac0014380b6d8e7cdb514ad5d = $(`<div id="html_aad550cac0014380b6d8e7cdb514ad5d" style="width: 100.0%; height: 100.0%;">First Canadian Place,Underground city Cluster 1</div>`)[0];
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        circle_marker_8d9cb292f5814ce58fe509e5ff45781d.bindPopup(popup_29a6f96a794c40b58aa3e397af62fd41)
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            var circle_marker_de97bbc592e7449e86282dfa3605152e = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#9cfba4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#9cfba4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_8ec69ae4de284704a67ab79897cf8736 = $(`<div id="html_8ec69ae4de284704a67ab79897cf8736" style="width: 100.0%; height: 100.0%;">Christie Cluster 6</div>`)[0];
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        circle_marker_de97bbc592e7449e86282dfa3605152e.bindPopup(popup_a0ce25ba33f949a987f122b4625e2e48)
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            var circle_marker_2177fa1c32ec41898d7b51305bc8e9b8 = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#ffa256", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffa256", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_6b9bd438907e4d3faf89e9262f4ea808 = L.popup({"maxWidth": "100%"});

        
            var html_23bde419347b47a7a93a76196a8d988f = $(`<div id="html_23bde419347b47a7a93a76196a8d988f" style="width: 100.0%; height: 100.0%;">Dovercourt Village,Dufferin Cluster 8</div>`)[0];
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        circle_marker_2177fa1c32ec41898d7b51305bc8e9b8.bindPopup(popup_6b9bd438907e4d3faf89e9262f4ea808)
        ;

        
    
    
            var circle_marker_5bceeb01943a4c67aaca8d188b9a81bf = L.circleMarker(
                [43.647926700000006, -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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_3838d985a648497f81fb3ab56e2e4fa6 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_5bceeb01943a4c67aaca8d188b9a81bf.bindPopup(popup_3838d985a648497f81fb3ab56e2e4fa6)
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            var circle_marker_ef73c84a259b458db1edf6acbe27fb68 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#9cfba4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#9cfba4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_b7d941a8144b477fb0f49caf259fb6cf = L.popup({"maxWidth": "100%"});

        
            var html_eb962ee8e8784a919af6029484745fb9 = $(`<div id="html_eb962ee8e8784a919af6029484745fb9" style="width: 100.0%; height: 100.0%;">Brockton,Exhibition Place,Parkdale Village Cluster 6</div>`)[0];
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        circle_marker_ef73c84a259b458db1edf6acbe27fb68.bindPopup(popup_b7d941a8144b477fb0f49caf259fb6cf)
        ;

        
    
    
            var circle_marker_a6264ba892674cd8a6d8a7063f908673 = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_9dbe49f62bf9428eae0d3004405223d4 = L.popup({"maxWidth": "100%"});

        
            var html_d79515214b8f4619bd42a839ff35c0af = $(`<div id="html_d79515214b8f4619bd42a839ff35c0af" style="width: 100.0%; height: 100.0%;">High Park,The Junction South Cluster 1</div>`)[0];
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        circle_marker_a6264ba892674cd8a6d8a7063f908673.bindPopup(popup_9dbe49f62bf9428eae0d3004405223d4)
        ;

        
    
    
            var circle_marker_159e2b82cb254136a435ab262951a013 = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_7efee89a25814f549e33c7c5cf10708d = L.popup({"maxWidth": "100%"});

        
            var html_6f719ebe63994093837bad3587f8e4df = $(`<div id="html_6f719ebe63994093837bad3587f8e4df" style="width: 100.0%; height: 100.0%;">Parkdale,Roncesvalles Cluster 1</div>`)[0];
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        ;

        
    
    
            var circle_marker_bc2df585b18f49ff8f1c41d02cb93efe = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
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            var html_6b554c50c35b4516b0ea06bcef640349 = $(`<div id="html_6b554c50c35b4516b0ea06bcef640349" style="width: 100.0%; height: 100.0%;">Runnymede,Swansea Cluster 1</div>`)[0];
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        ;

        
    
    
            var circle_marker_68f4bc380efc4688a782f49ff60d730a = 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_12c72cc11d4b4d63aa99f01006ab5c99);
        
    
        var popup_d746dfe6f72f4b3bb63e24d8cb71ca94 = L.popup({"maxWidth": "100%"});

        
            var html_cba6f9c9f4af4dc7908b0d95f241a1f2 = $(`<div id="html_cba6f9c9f4af4dc7908b0d95f241a1f2" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 1</div>`)[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1249eb710>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map to visualize clusters\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(to_merged['Latitude'], to_merged['Longitude'], to_merged['Neighbourhood'], to_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trying the algorithm with different Ks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:11.983371Z",
     "start_time": "2019-10-16T08:53:11.972373Z"
    }
   },
   "outputs": [],
   "source": [
    "# function that condenses all the previous steps to display the folium image for different numbers of K\n",
    "def Kmeans_folium(num_clusters, nvs=neighborhoods_venues_sorted, datf=DF):\n",
    "    to_grouped_clustering = to_grouped.drop('Neighborhood', 1)\n",
    "    # run k-means clustering\n",
    "    kmeans = KMeans(n_clusters=num_clusters, random_state=42).fit(to_grouped_clustering)\n",
    "\n",
    "    try:\n",
    "        nvs = nvs.drop(\"Cluster Labels\", 1)\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "    nvs.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "    \n",
    "    global to_merged\n",
    "    to_merged = DF\n",
    "\n",
    "    # merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "    to_merged = to_merged.join(nvs.set_index('Neighborhood'), on='Neighbourhood')\n",
    "\n",
    "    map_clusters = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "\n",
    "    # set color scheme for the clusters\n",
    "    x = np.arange(num_clusters)\n",
    "    ys = [i + x + (i*x)**2 for i in range(num_clusters)]\n",
    "    colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "    rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "    # add markers to the map\n",
    "    markers_colors = []\n",
    "    for lat, lon, poi, cluster in zip(to_merged['Latitude'], to_merged['Longitude'], to_merged['Neighbourhood'], to_merged['Cluster Labels']):\n",
    "        label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "        folium.CircleMarker(\n",
    "            [lat, lon],\n",
    "            radius=5,\n",
    "            popup=label,\n",
    "            color=rainbow[cluster-1],\n",
    "            fill=True,\n",
    "            fill_color=rainbow[cluster-1],\n",
    "            fill_opacity=0.7).add_to(map_clusters)\n",
    "\n",
    "    return(map_clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:12.431266Z",
     "start_time": "2019-10-16T08:53:12.345574Z"
    }
   },
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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_26d457f71ae74543b7153e2d17b57220);
        
    
        var popup_25cc2b8dd1984d559e9cc9228812d863 = L.popup({"maxWidth": "100%"});

        
            var html_5f0d291bf7514fdea6f9b41421b6a4ee = $(`<div id="html_5f0d291bf7514fdea6f9b41421b6a4ee" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 1</div>`)[0];
            popup_25cc2b8dd1984d559e9cc9228812d863.setContent(html_5f0d291bf7514fdea6f9b41421b6a4ee);
        

        circle_marker_edbcb1f19d7647e593c6bad12f80524e.bindPopup(popup_25cc2b8dd1984d559e9cc9228812d863)
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            var circle_marker_aa5a7557bff54680a0c752bf7481e289 = 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_0ebc4fbbcf3d4f8e91c47d43d8193e74 = L.popup({"maxWidth": "100%"});

        
            var html_451e5de51d89497db402995fb59d4bd1 = $(`<div id="html_451e5de51d89497db402995fb59d4bd1" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1</div>`)[0];
            popup_0ebc4fbbcf3d4f8e91c47d43d8193e74.setContent(html_451e5de51d89497db402995fb59d4bd1);
        

        circle_marker_aa5a7557bff54680a0c752bf7481e289.bindPopup(popup_0ebc4fbbcf3d4f8e91c47d43d8193e74)
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            var circle_marker_08a9b290db0c4e51829c6bfafa64964e = L.circleMarker(
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        circle_marker_08a9b290db0c4e51829c6bfafa64964e.bindPopup(popup_c4bfc7faf06e415ea09a2b3ea98f22c7)
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        var popup_118a420abb174d3fbe248b8fcea3d670 = L.popup({"maxWidth": "100%"});

        
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            popup_118a420abb174d3fbe248b8fcea3d670.setContent(html_03f32e55ab3d4549adab49c500e70886);
        

        circle_marker_1ec2941201b64edd9c579b877bfb920a.bindPopup(popup_118a420abb174d3fbe248b8fcea3d670)
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        circle_marker_b095e9f07eb04d68b0a9cfd6712194f3.bindPopup(popup_0e4bda8e749f4134b5e1fbfe69da9a3d)
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        circle_marker_da72d8965ef445f5afe460a3d6eb2451.bindPopup(popup_be82d8abe3444b40a50f29588b9a70d1)
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            var circle_marker_4de75e3a2fb541288c0e8f6fa9c53b7d = L.circleMarker(
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        var popup_9cc244b112bf41ab93aa46b20e9458b7 = L.popup({"maxWidth": "100%"});

        
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            popup_9cc244b112bf41ab93aa46b20e9458b7.setContent(html_b2785255e54240efacceceedf69c63ab);
        

        circle_marker_4de75e3a2fb541288c0e8f6fa9c53b7d.bindPopup(popup_9cc244b112bf41ab93aa46b20e9458b7)
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            var circle_marker_db41050a37d34559aad680e272c87ab3 = L.circleMarker(
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            popup_5073b5e0458d4cd28503e67242ebebeb.setContent(html_0d6a7823124a4b8a97af2e0bd6bc29a5);
        

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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_e2673a607a7347c49760d0068c3c42f9 = L.popup({"maxWidth": "100%"});

        
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            popup_e2673a607a7347c49760d0068c3c42f9.setContent(html_dbffb798eaa44489b31145959388d7b3);
        

        circle_marker_3378e2a01b854f3db172a1f5aa8d544d.bindPopup(popup_e2673a607a7347c49760d0068c3c42f9)
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            var circle_marker_9659ee58a3db4d65bf01947347a7c9ad = 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_26d457f71ae74543b7153e2d17b57220);
        
    
        var popup_9642b346a81040cf9516542504f6722e = L.popup({"maxWidth": "100%"});

        
            var html_a1a0fff215e44f7685f90d575f5d360f = $(`<div id="html_a1a0fff215e44f7685f90d575f5d360f" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 1</div>`)[0];
            popup_9642b346a81040cf9516542504f6722e.setContent(html_a1a0fff215e44f7685f90d575f5d360f);
        

        circle_marker_9659ee58a3db4d65bf01947347a7c9ad.bindPopup(popup_9642b346a81040cf9516542504f6722e)
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            var circle_marker_bda0fe526fa74d65aa4036d31be9daa2 = 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_48806229ed0b401b8093ad01dd8e5795 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_bda0fe526fa74d65aa4036d31be9daa2.bindPopup(popup_48806229ed0b401b8093ad01dd8e5795)
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            var circle_marker_84c666719d3042cfafa4bc9beff70dfd = 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_26d457f71ae74543b7153e2d17b57220);
        
    
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            popup_d226b65febe646a28c136dc7783f0cb5.setContent(html_6dba96b5f4c24aebae7defa44eb36d72);
        

        circle_marker_84c666719d3042cfafa4bc9beff70dfd.bindPopup(popup_d226b65febe646a28c136dc7783f0cb5)
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            var circle_marker_ba6e53495f3e4158966b88f1a41f5291 = 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_26d457f71ae74543b7153e2d17b57220);
        
    
        var popup_14a6eb031f5b4c0980e890e425b698fe = L.popup({"maxWidth": "100%"});

        
            var html_bc773e31c44a4e8b9f75f2232d9b117c = $(`<div id="html_bc773e31c44a4e8b9f75f2232d9b117c" style="width: 100.0%; height: 100.0%;">Chinatown,Grange Park,Kensington Market Cluster 1</div>`)[0];
            popup_14a6eb031f5b4c0980e890e425b698fe.setContent(html_bc773e31c44a4e8b9f75f2232d9b117c);
        

        circle_marker_ba6e53495f3e4158966b88f1a41f5291.bindPopup(popup_14a6eb031f5b4c0980e890e425b698fe)
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        var popup_ec14f7df4e7f448aa2c43677f80da188 = L.popup({"maxWidth": "100%"});

        
            var html_6de0841cf0104b70af8ed487ae90dc90 = $(`<div id="html_6de0841cf0104b70af8ed487ae90dc90" style="width: 100.0%; height: 100.0%;">CN Tower,Bathurst Quay,Island airport,Harbourfront West,King and Spadina,Railway Lands,South Niagara Cluster 1</div>`)[0];
            popup_ec14f7df4e7f448aa2c43677f80da188.setContent(html_6de0841cf0104b70af8ed487ae90dc90);
        

        circle_marker_04b1a1e4dcf943328190fa42c7dee90b.bindPopup(popup_ec14f7df4e7f448aa2c43677f80da188)
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            var circle_marker_524c6b9b1d49492e99b8661a46010a62 = L.circleMarker(
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        var popup_7872e0d1600a498c9eaad973327d9cd3 = L.popup({"maxWidth": "100%"});

        
            var html_e8544514ee54422f9a02e8ccca1c8327 = $(`<div id="html_e8544514ee54422f9a02e8ccca1c8327" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade Cluster 1</div>`)[0];
            popup_7872e0d1600a498c9eaad973327d9cd3.setContent(html_e8544514ee54422f9a02e8ccca1c8327);
        

        circle_marker_524c6b9b1d49492e99b8661a46010a62.bindPopup(popup_7872e0d1600a498c9eaad973327d9cd3)
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            var circle_marker_d0fc3cea69494aa9b717e1f0b542d48a = 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_6d8ebf8568944499a5dc50943219ccfb = L.popup({"maxWidth": "100%"});

        
            var html_b8c18190332c421fa1000749a3355a40 = $(`<div id="html_b8c18190332c421fa1000749a3355a40" style="width: 100.0%; height: 100.0%;">First Canadian Place,Underground city Cluster 1</div>`)[0];
            popup_6d8ebf8568944499a5dc50943219ccfb.setContent(html_b8c18190332c421fa1000749a3355a40);
        

        circle_marker_d0fc3cea69494aa9b717e1f0b542d48a.bindPopup(popup_6d8ebf8568944499a5dc50943219ccfb)
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            var circle_marker_42b8a26945d44fc5b1305a9b71a32477 = L.circleMarker(
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            ).addTo(map_26d457f71ae74543b7153e2d17b57220);
        
    
        var popup_5c85f32cb44a4c8fb51f27c1bf027ecd = L.popup({"maxWidth": "100%"});

        
            var html_5f3699e27bd146b69707b44101e744c6 = $(`<div id="html_5f3699e27bd146b69707b44101e744c6" style="width: 100.0%; height: 100.0%;">Christie Cluster 1</div>`)[0];
            popup_5c85f32cb44a4c8fb51f27c1bf027ecd.setContent(html_5f3699e27bd146b69707b44101e744c6);
        

        circle_marker_42b8a26945d44fc5b1305a9b71a32477.bindPopup(popup_5c85f32cb44a4c8fb51f27c1bf027ecd)
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            var circle_marker_e14160fb710c4ae3bce8bc89ae085cf7 = 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_26d457f71ae74543b7153e2d17b57220);
        
    
        var popup_1b24abdd2ad34b7987bed9ba72bf9e0e = L.popup({"maxWidth": "100%"});

        
            var html_5dc7d17992eb44ccbcd3acfbb42d278c = $(`<div id="html_5dc7d17992eb44ccbcd3acfbb42d278c" style="width: 100.0%; height: 100.0%;">Dovercourt Village,Dufferin Cluster 1</div>`)[0];
            popup_1b24abdd2ad34b7987bed9ba72bf9e0e.setContent(html_5dc7d17992eb44ccbcd3acfbb42d278c);
        

        circle_marker_e14160fb710c4ae3bce8bc89ae085cf7.bindPopup(popup_1b24abdd2ad34b7987bed9ba72bf9e0e)
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            var circle_marker_691d53a64b094a608f20a94ca145419b = 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_26d457f71ae74543b7153e2d17b57220);
        
    
        var popup_d5063123a27e44b1b4c13e5cf9d3174f = L.popup({"maxWidth": "100%"});

        
            var html_18531ba68de34b9f85643656f4848009 = $(`<div id="html_18531ba68de34b9f85643656f4848009" style="width: 100.0%; height: 100.0%;">Little Portugal,Trinity Cluster 1</div>`)[0];
            popup_d5063123a27e44b1b4c13e5cf9d3174f.setContent(html_18531ba68de34b9f85643656f4848009);
        

        circle_marker_691d53a64b094a608f20a94ca145419b.bindPopup(popup_d5063123a27e44b1b4c13e5cf9d3174f)
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            var circle_marker_d31bae6098b044f4a3fd6e884a8af816 = 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_00a6292c7537466f9ae579247353e45c = L.popup({"maxWidth": "100%"});

        
            var html_a87ad183439948bf8753c350c551ae67 = $(`<div id="html_a87ad183439948bf8753c350c551ae67" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 1</div>`)[0];
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      "text/plain": [
       "<folium.folium.Map at 0x124a17048>"
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     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=2)"
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  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:12.906344Z",
     "start_time": "2019-10-16T08:53:12.820165Z"
    }
   },
   "outputs": [
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                [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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_37351c50ccc04d6ea586fb907d7c276e = L.popup({"maxWidth": "100%"});

        
            var html_3091c23e4bf24c7daca834899089a072 = $(`<div id="html_3091c23e4bf24c7daca834899089a072" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 1</div>`)[0];
            popup_37351c50ccc04d6ea586fb907d7c276e.setContent(html_3091c23e4bf24c7daca834899089a072);
        

        circle_marker_fcdf905f4ebe4707ab597be059ca7fa1.bindPopup(popup_37351c50ccc04d6ea586fb907d7c276e)
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            var circle_marker_0aa2129f083748ed9d07a98fcca8f02a = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_88e20111441b480cbf796b6fc3dbc6bc = L.popup({"maxWidth": "100%"});

        
            var html_c7fb5fe2698a4b1f9bcd9ee200729819 = $(`<div id="html_c7fb5fe2698a4b1f9bcd9ee200729819" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1</div>`)[0];
            popup_88e20111441b480cbf796b6fc3dbc6bc.setContent(html_c7fb5fe2698a4b1f9bcd9ee200729819);
        

        circle_marker_0aa2129f083748ed9d07a98fcca8f02a.bindPopup(popup_88e20111441b480cbf796b6fc3dbc6bc)
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            var circle_marker_da327de4ea554963bedb93357590e82c = L.circleMarker(
                [43.6542599, -79.3606359],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_340ca4984070412bb4f6ed3b327fae32 = L.popup({"maxWidth": "100%"});

        
            var html_9b2302d5243b49e8a1356e4fe3fb96d6 = $(`<div id="html_9b2302d5243b49e8a1356e4fe3fb96d6" style="width: 100.0%; height: 100.0%;">Harbourfront,Regent Park Cluster 1</div>`)[0];
            popup_340ca4984070412bb4f6ed3b327fae32.setContent(html_9b2302d5243b49e8a1356e4fe3fb96d6);
        

        circle_marker_da327de4ea554963bedb93357590e82c.bindPopup(popup_340ca4984070412bb4f6ed3b327fae32)
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            var circle_marker_dc6dbbea720e4eb8a3ee30fbdc56f2eb = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_b0989651d39d470ab1f1bbc4648ad006 = L.popup({"maxWidth": "100%"});

        
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            popup_b0989651d39d470ab1f1bbc4648ad006.setContent(html_01176d93f81e41918fd576df6a37bcc6);
        

        circle_marker_dc6dbbea720e4eb8a3ee30fbdc56f2eb.bindPopup(popup_b0989651d39d470ab1f1bbc4648ad006)
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            var circle_marker_d8d5ca2c4e914531be8e6258bcfa2ed2 = L.circleMarker(
                [43.6514939, -79.3754179],
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            ).addTo(map_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_500560d4239f4a54957b525e61f77257 = L.popup({"maxWidth": "100%"});

        
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            popup_500560d4239f4a54957b525e61f77257.setContent(html_3078870d7e344a81a1d342e737ee8e59);
        

        circle_marker_d8d5ca2c4e914531be8e6258bcfa2ed2.bindPopup(popup_500560d4239f4a54957b525e61f77257)
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            var circle_marker_423ccbb5a234411aad64ab0ec8037119 = 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_1c2afcbfe65548b59908000829f726d8 = L.popup({"maxWidth": "100%"});

        
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            popup_1c2afcbfe65548b59908000829f726d8.setContent(html_f8be98aaa69e42c9bea8a4660a9131c5);
        

        circle_marker_423ccbb5a234411aad64ab0ec8037119.bindPopup(popup_1c2afcbfe65548b59908000829f726d8)
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            var circle_marker_8c2fe0d9060443f0bac52fd4e60274f4 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_6591682d5fa947dcab9c893da6d90ce4 = L.popup({"maxWidth": "100%"});

        
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            popup_6591682d5fa947dcab9c893da6d90ce4.setContent(html_77bd432d250f4afe8e460ae7f1007e24);
        

        circle_marker_8c2fe0d9060443f0bac52fd4e60274f4.bindPopup(popup_6591682d5fa947dcab9c893da6d90ce4)
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            var circle_marker_ce4d906eebc74cb6b983319adf2da7ad = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_7525c8c1fbbc4482b587d816025b1d61 = L.popup({"maxWidth": "100%"});

        
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            popup_7525c8c1fbbc4482b587d816025b1d61.setContent(html_fd35a6b8d42f41b2a7278da28e683b44);
        

        circle_marker_ce4d906eebc74cb6b983319adf2da7ad.bindPopup(popup_7525c8c1fbbc4482b587d816025b1d61)
        ;

        
    
    
            var circle_marker_8612fc7a163c450da7930a0747ae706b = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_1433051fbac34a5f9c408f8079d1bb9c = L.popup({"maxWidth": "100%"});

        
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            popup_1433051fbac34a5f9c408f8079d1bb9c.setContent(html_565f7d20c8794229ab506f5eae677918);
        

        circle_marker_8612fc7a163c450da7930a0747ae706b.bindPopup(popup_1433051fbac34a5f9c408f8079d1bb9c)
        ;

        
    
    
            var circle_marker_00d6792ea4394a3aa5add0b651892b80 = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_c6350ef96a614082afcb6ed2166eceea = L.popup({"maxWidth": "100%"});

        
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            popup_c6350ef96a614082afcb6ed2166eceea.setContent(html_4b7ff88c011b4fbeba79d43ddec3dc37);
        

        circle_marker_00d6792ea4394a3aa5add0b651892b80.bindPopup(popup_c6350ef96a614082afcb6ed2166eceea)
        ;

        
    
    
            var circle_marker_bd53bb940fa743fd9efd26e91de13f7c = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_68bab2655bb744c9a406663ab7ef7408 = L.popup({"maxWidth": "100%"});

        
            var html_9f7fb99f17854fd4aec33ce681606285 = $(`<div id="html_9f7fb99f17854fd4aec33ce681606285" style="width: 100.0%; height: 100.0%;">Commerce Court,Victoria Hotel Cluster 1</div>`)[0];
            popup_68bab2655bb744c9a406663ab7ef7408.setContent(html_9f7fb99f17854fd4aec33ce681606285);
        

        circle_marker_bd53bb940fa743fd9efd26e91de13f7c.bindPopup(popup_68bab2655bb744c9a406663ab7ef7408)
        ;

        
    
    
            var circle_marker_4fa70ca4dcfd4c61a68092a51ee0338d = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_2182361d81b64075ab1bddf1796b5883 = L.popup({"maxWidth": "100%"});

        
            var html_8450df212dd54bf29788fa84e3acbf67 = $(`<div id="html_8450df212dd54bf29788fa84e3acbf67" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 2</div>`)[0];
            popup_2182361d81b64075ab1bddf1796b5883.setContent(html_8450df212dd54bf29788fa84e3acbf67);
        

        circle_marker_4fa70ca4dcfd4c61a68092a51ee0338d.bindPopup(popup_2182361d81b64075ab1bddf1796b5883)
        ;

        
    
    
            var circle_marker_bf68086c0d8a459d81027d12eacd4508 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_af8853a83ccc42ee9f1c8c547755024a = L.popup({"maxWidth": "100%"});

        
            var html_a395f00524f442029cca6ce111636f0f = $(`<div id="html_a395f00524f442029cca6ce111636f0f" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 0</div>`)[0];
            popup_af8853a83ccc42ee9f1c8c547755024a.setContent(html_a395f00524f442029cca6ce111636f0f);
        

        circle_marker_bf68086c0d8a459d81027d12eacd4508.bindPopup(popup_af8853a83ccc42ee9f1c8c547755024a)
        ;

        
    
    
            var circle_marker_d82f41ace9e34c43818fbd6c6939f6a7 = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_dc3bb43d751b4fdbb2ad657911c35cdd = L.popup({"maxWidth": "100%"});

        
            var html_8411dd1f8d7f42f0b905fcae33f1d424 = $(`<div id="html_8411dd1f8d7f42f0b905fcae33f1d424" style="width: 100.0%; height: 100.0%;">The Annex,North Midtown,Yorkville Cluster 1</div>`)[0];
            popup_dc3bb43d751b4fdbb2ad657911c35cdd.setContent(html_8411dd1f8d7f42f0b905fcae33f1d424);
        

        circle_marker_d82f41ace9e34c43818fbd6c6939f6a7.bindPopup(popup_dc3bb43d751b4fdbb2ad657911c35cdd)
        ;

        
    
    
            var circle_marker_8128f5fafceb495099340f15ea7e2ebc = L.circleMarker(
                [43.6626956, -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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_3016f7ec88564539986379adb9696502 = L.popup({"maxWidth": "100%"});

        
            var html_e806fba1425e4b9c9003fa00f43244de = $(`<div id="html_e806fba1425e4b9c9003fa00f43244de" style="width: 100.0%; height: 100.0%;">Harbord,University of Toronto Cluster 1</div>`)[0];
            popup_3016f7ec88564539986379adb9696502.setContent(html_e806fba1425e4b9c9003fa00f43244de);
        

        circle_marker_8128f5fafceb495099340f15ea7e2ebc.bindPopup(popup_3016f7ec88564539986379adb9696502)
        ;

        
    
    
            var circle_marker_4701a813406041c2907967c28a876aae = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_ad2420c59c50437a83f451c5cc3fa64d = L.popup({"maxWidth": "100%"});

        
            var html_94feaa9caa9742c3807aca10e84cd7af = $(`<div id="html_94feaa9caa9742c3807aca10e84cd7af" style="width: 100.0%; height: 100.0%;">Chinatown,Grange Park,Kensington Market Cluster 1</div>`)[0];
            popup_ad2420c59c50437a83f451c5cc3fa64d.setContent(html_94feaa9caa9742c3807aca10e84cd7af);
        

        circle_marker_4701a813406041c2907967c28a876aae.bindPopup(popup_ad2420c59c50437a83f451c5cc3fa64d)
        ;

        
    
    
            var circle_marker_20764707a0aa47e489c982b1603508e9 = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_fbe45c1d36a64a7fba597b88f769de2f = L.popup({"maxWidth": "100%"});

        
            var html_e0e652c240d9466ea3676b0c9c228f70 = $(`<div id="html_e0e652c240d9466ea3676b0c9c228f70" style="width: 100.0%; height: 100.0%;">CN Tower,Bathurst Quay,Island airport,Harbourfront West,King and Spadina,Railway Lands,South Niagara Cluster 1</div>`)[0];
            popup_fbe45c1d36a64a7fba597b88f769de2f.setContent(html_e0e652c240d9466ea3676b0c9c228f70);
        

        circle_marker_20764707a0aa47e489c982b1603508e9.bindPopup(popup_fbe45c1d36a64a7fba597b88f769de2f)
        ;

        
    
    
            var circle_marker_47a81c5b0cea49d8a2a8721f37bbbd6c = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_90e0171cdb3d4b23bb47cd338e93f5b7 = L.popup({"maxWidth": "100%"});

        
            var html_572d7c73bd894636a375b8e09661a23a = $(`<div id="html_572d7c73bd894636a375b8e09661a23a" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade Cluster 1</div>`)[0];
            popup_90e0171cdb3d4b23bb47cd338e93f5b7.setContent(html_572d7c73bd894636a375b8e09661a23a);
        

        circle_marker_47a81c5b0cea49d8a2a8721f37bbbd6c.bindPopup(popup_90e0171cdb3d4b23bb47cd338e93f5b7)
        ;

        
    
    
            var circle_marker_37f98c49035e496a9b151a89a657f3da = 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_626d14a2d2fc4b488977cc85b29bfc98);
        
    
        var popup_111e07723e2948b7bd21b0a7aec35710 = L.popup({"maxWidth": "100%"});

        
            var html_f90b79b70ec7411094bec67037b025e3 = $(`<div id="html_f90b79b70ec7411094bec67037b025e3" style="width: 100.0%; height: 100.0%;">First Canadian Place,Underground city Cluster 1</div>`)[0];
            popup_111e07723e2948b7bd21b0a7aec35710.setContent(html_f90b79b70ec7411094bec67037b025e3);
        

        circle_marker_37f98c49035e496a9b151a89a657f3da.bindPopup(popup_111e07723e2948b7bd21b0a7aec35710)
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            var circle_marker_f4f2830344a2455795c45282a34ea211 = L.circleMarker(
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        circle_marker_9a38f671e3e446108d9607ae7b65753d.bindPopup(popup_c2bb4d31f27347c0a8f59ec4080dc885)
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      "text/plain": [
       "<folium.folium.Map at 0x1249c0470>"
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     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=3)"
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  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:54:03.764480Z",
     "start_time": "2019-10-16T08:54:03.665215Z"
    }
   },
   "outputs": [
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            var circle_marker_5de5b63ac4f849489cb3280297554559 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#d4dd80", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#d4dd80", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_3df8fd9f5abc40ae83c6922c8aa31848 = L.popup({"maxWidth": "100%"});

        
            var html_d473c151bc0a46a684fa14153a966f14 = $(`<div id="html_d473c151bc0a46a684fa14153a966f14" style="width: 100.0%; height: 100.0%;">Moore Park,Summerhill East Cluster 3</div>`)[0];
            popup_3df8fd9f5abc40ae83c6922c8aa31848.setContent(html_d473c151bc0a46a684fa14153a966f14);
        

        circle_marker_5de5b63ac4f849489cb3280297554559.bindPopup(popup_3df8fd9f5abc40ae83c6922c8aa31848)
        ;

        
    
    
            var circle_marker_b3ed9572309e45dea8787f0cfcf3cf12 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_2365704580334206b2507b0ddff221ca = L.popup({"maxWidth": "100%"});

        
            var html_8c15fde6cbd746fb9e75abc4e8940030 = $(`<div id="html_8c15fde6cbd746fb9e75abc4e8940030" style="width: 100.0%; height: 100.0%;">Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West Cluster 0</div>`)[0];
            popup_2365704580334206b2507b0ddff221ca.setContent(html_8c15fde6cbd746fb9e75abc4e8940030);
        

        circle_marker_b3ed9572309e45dea8787f0cfcf3cf12.bindPopup(popup_2365704580334206b2507b0ddff221ca)
        ;

        
    
    
            var circle_marker_340bbe7177d74edca52881121dd96efb = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_7552e8ede80f4481ba993d5e151e3234 = L.popup({"maxWidth": "100%"});

        
            var html_f57948f9a17a4d2e811285ad4a9544eb = $(`<div id="html_f57948f9a17a4d2e811285ad4a9544eb" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 2</div>`)[0];
            popup_7552e8ede80f4481ba993d5e151e3234.setContent(html_f57948f9a17a4d2e811285ad4a9544eb);
        

        circle_marker_340bbe7177d74edca52881121dd96efb.bindPopup(popup_7552e8ede80f4481ba993d5e151e3234)
        ;

        
    
    
            var circle_marker_1f47adc43da54d6d9e5eea63b5702822 = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_c8877423f5844413acc1b95ddbc6e77d = L.popup({"maxWidth": "100%"});

        
            var html_c216b7e346d24b2bbf2138f6220e608d = $(`<div id="html_c216b7e346d24b2bbf2138f6220e608d" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 0</div>`)[0];
            popup_c8877423f5844413acc1b95ddbc6e77d.setContent(html_c216b7e346d24b2bbf2138f6220e608d);
        

        circle_marker_1f47adc43da54d6d9e5eea63b5702822.bindPopup(popup_c8877423f5844413acc1b95ddbc6e77d)
        ;

        
    
    
            var circle_marker_83bda4480fd546cc880e7a0f649f8b17 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_bcf4014a26884c6dbecc24c622c10c3c = L.popup({"maxWidth": "100%"});

        
            var html_e77d69b287c7410ea5b1da068b444416 = $(`<div id="html_e77d69b287c7410ea5b1da068b444416" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 0</div>`)[0];
            popup_bcf4014a26884c6dbecc24c622c10c3c.setContent(html_e77d69b287c7410ea5b1da068b444416);
        

        circle_marker_83bda4480fd546cc880e7a0f649f8b17.bindPopup(popup_bcf4014a26884c6dbecc24c622c10c3c)
        ;

        
    
    
            var circle_marker_dfe494bb77944d3b802249219ae0f22e = L.circleMarker(
                [43.6542599, -79.3606359],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_7d2a27eed7f54470b7e2794d0a2a83fb = L.popup({"maxWidth": "100%"});

        
            var html_9ca4b0f20099486faacc4b111675702d = $(`<div id="html_9ca4b0f20099486faacc4b111675702d" style="width: 100.0%; height: 100.0%;">Harbourfront,Regent Park Cluster 0</div>`)[0];
            popup_7d2a27eed7f54470b7e2794d0a2a83fb.setContent(html_9ca4b0f20099486faacc4b111675702d);
        

        circle_marker_dfe494bb77944d3b802249219ae0f22e.bindPopup(popup_7d2a27eed7f54470b7e2794d0a2a83fb)
        ;

        
    
    
            var circle_marker_7562cc2be5254ec197abce942b0edff7 = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_64bc607d073f46489831c17e6e3e5547 = L.popup({"maxWidth": "100%"});

        
            var html_37158b849491473e942ef3845382c359 = $(`<div id="html_37158b849491473e942ef3845382c359" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 0</div>`)[0];
            popup_64bc607d073f46489831c17e6e3e5547.setContent(html_37158b849491473e942ef3845382c359);
        

        circle_marker_7562cc2be5254ec197abce942b0edff7.bindPopup(popup_64bc607d073f46489831c17e6e3e5547)
        ;

        
    
    
            var circle_marker_eae70b21e8894d19b853a907d4646231 = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_c86b3de21e9b479ea95d2b28f189a84c = L.popup({"maxWidth": "100%"});

        
            var html_929cc297a9cb4ba89b7d6622246a7f35 = $(`<div id="html_929cc297a9cb4ba89b7d6622246a7f35" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 0</div>`)[0];
            popup_c86b3de21e9b479ea95d2b28f189a84c.setContent(html_929cc297a9cb4ba89b7d6622246a7f35);
        

        circle_marker_eae70b21e8894d19b853a907d4646231.bindPopup(popup_c86b3de21e9b479ea95d2b28f189a84c)
        ;

        
    
    
            var circle_marker_d1d7cec278bf40bcbe7cb1eb99f5935f = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_d5907deeac8f476384e63505f018c562 = L.popup({"maxWidth": "100%"});

        
            var html_0ea9b797c2e54ec993a25c2955c75457 = $(`<div id="html_0ea9b797c2e54ec993a25c2955c75457" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 0</div>`)[0];
            popup_d5907deeac8f476384e63505f018c562.setContent(html_0ea9b797c2e54ec993a25c2955c75457);
        

        circle_marker_d1d7cec278bf40bcbe7cb1eb99f5935f.bindPopup(popup_d5907deeac8f476384e63505f018c562)
        ;

        
    
    
            var circle_marker_1c32181b6fdb4e538909d0a3a331030d = L.circleMarker(
                [43.6579524, -79.3873826],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_227d66393ae54cae99d9a36f6cebe379 = L.popup({"maxWidth": "100%"});

        
            var html_5d5e5ed9f57843269498ac24fbc52ff7 = $(`<div id="html_5d5e5ed9f57843269498ac24fbc52ff7" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 0</div>`)[0];
            popup_227d66393ae54cae99d9a36f6cebe379.setContent(html_5d5e5ed9f57843269498ac24fbc52ff7);
        

        circle_marker_1c32181b6fdb4e538909d0a3a331030d.bindPopup(popup_227d66393ae54cae99d9a36f6cebe379)
        ;

        
    
    
            var circle_marker_60cd5233a6074f838d4f0ac54102a1f8 = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_76f10cc3e2ea41a7beb6b36f2703a30e = L.popup({"maxWidth": "100%"});

        
            var html_9e09779d7e5d42e18eb1215c5ce5ec67 = $(`<div id="html_9e09779d7e5d42e18eb1215c5ce5ec67" style="width: 100.0%; height: 100.0%;">Adelaide,King,Richmond Cluster 0</div>`)[0];
            popup_76f10cc3e2ea41a7beb6b36f2703a30e.setContent(html_9e09779d7e5d42e18eb1215c5ce5ec67);
        

        circle_marker_60cd5233a6074f838d4f0ac54102a1f8.bindPopup(popup_76f10cc3e2ea41a7beb6b36f2703a30e)
        ;

        
    
    
            var circle_marker_fd24dba7d8984a188bb8f3c5e9257fe2 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_b9a39dbe74f04717a88ef51cae154d6a = L.popup({"maxWidth": "100%"});

        
            var html_cf609fdd9578493b89a33ee1d45e10e7 = $(`<div id="html_cf609fdd9578493b89a33ee1d45e10e7" style="width: 100.0%; height: 100.0%;">Harbourfront East,Toronto Islands,Union Station Cluster 0</div>`)[0];
            popup_b9a39dbe74f04717a88ef51cae154d6a.setContent(html_cf609fdd9578493b89a33ee1d45e10e7);
        

        circle_marker_fd24dba7d8984a188bb8f3c5e9257fe2.bindPopup(popup_b9a39dbe74f04717a88ef51cae154d6a)
        ;

        
    
    
            var circle_marker_41dacecaada749199b7915c97b2e0659 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_1928ae6ba9ea4452bce05eccf1cb59f5 = L.popup({"maxWidth": "100%"});

        
            var html_1a272eb693fc4086b2398da062d44a73 = $(`<div id="html_1a272eb693fc4086b2398da062d44a73" style="width: 100.0%; height: 100.0%;">Design Exchange,Toronto Dominion Centre Cluster 0</div>`)[0];
            popup_1928ae6ba9ea4452bce05eccf1cb59f5.setContent(html_1a272eb693fc4086b2398da062d44a73);
        

        circle_marker_41dacecaada749199b7915c97b2e0659.bindPopup(popup_1928ae6ba9ea4452bce05eccf1cb59f5)
        ;

        
    
    
            var circle_marker_c6cf7264a93d43a9a73363be41f4b077 = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_39c009ebbd994da797bbb1da9aa90d22 = L.popup({"maxWidth": "100%"});

        
            var html_0fc59c8b6b52473e8ef8cdcd5d0a218d = $(`<div id="html_0fc59c8b6b52473e8ef8cdcd5d0a218d" style="width: 100.0%; height: 100.0%;">Commerce Court,Victoria Hotel Cluster 0</div>`)[0];
            popup_39c009ebbd994da797bbb1da9aa90d22.setContent(html_0fc59c8b6b52473e8ef8cdcd5d0a218d);
        

        circle_marker_c6cf7264a93d43a9a73363be41f4b077.bindPopup(popup_39c009ebbd994da797bbb1da9aa90d22)
        ;

        
    
    
            var circle_marker_162bb8b2329d44a18357b0d7101222ae = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"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_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_91120c4ac9f0400c908d0078a4bd97e8 = L.popup({"maxWidth": "100%"});

        
            var html_8d5dbd1a2a754ac980c563b24ec7d244 = $(`<div id="html_8d5dbd1a2a754ac980c563b24ec7d244" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 1</div>`)[0];
            popup_91120c4ac9f0400c908d0078a4bd97e8.setContent(html_8d5dbd1a2a754ac980c563b24ec7d244);
        

        circle_marker_162bb8b2329d44a18357b0d7101222ae.bindPopup(popup_91120c4ac9f0400c908d0078a4bd97e8)
        ;

        
    
    
            var circle_marker_6f02efe578c141f89470d169e05ebcc5 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_8dbd067a9e57465fa01672f4e7f74f73 = L.popup({"maxWidth": "100%"});

        
            var html_34b9eefa4e9447c9b547a34e4640954e = $(`<div id="html_34b9eefa4e9447c9b547a34e4640954e" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 2</div>`)[0];
            popup_8dbd067a9e57465fa01672f4e7f74f73.setContent(html_34b9eefa4e9447c9b547a34e4640954e);
        

        circle_marker_6f02efe578c141f89470d169e05ebcc5.bindPopup(popup_8dbd067a9e57465fa01672f4e7f74f73)
        ;

        
    
    
            var circle_marker_de7dff1ada2147baaebf4bf95ef43c35 = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_f4fc23d75d8b437d82d849817e11bf15 = L.popup({"maxWidth": "100%"});

        
            var html_744af7e01e9a4d1a8d80acf068e7782f = $(`<div id="html_744af7e01e9a4d1a8d80acf068e7782f" style="width: 100.0%; height: 100.0%;">The Annex,North Midtown,Yorkville Cluster 0</div>`)[0];
            popup_f4fc23d75d8b437d82d849817e11bf15.setContent(html_744af7e01e9a4d1a8d80acf068e7782f);
        

        circle_marker_de7dff1ada2147baaebf4bf95ef43c35.bindPopup(popup_f4fc23d75d8b437d82d849817e11bf15)
        ;

        
    
    
            var circle_marker_fabbf36f0fc840fc8e8122ad21f468ec = L.circleMarker(
                [43.6626956, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_a166ba184c324335ba5d450cedce79b3 = L.popup({"maxWidth": "100%"});

        
            var html_108622150ec8446da36e08ae8cc24f33 = $(`<div id="html_108622150ec8446da36e08ae8cc24f33" style="width: 100.0%; height: 100.0%;">Harbord,University of Toronto Cluster 0</div>`)[0];
            popup_a166ba184c324335ba5d450cedce79b3.setContent(html_108622150ec8446da36e08ae8cc24f33);
        

        circle_marker_fabbf36f0fc840fc8e8122ad21f468ec.bindPopup(popup_a166ba184c324335ba5d450cedce79b3)
        ;

        
    
    
            var circle_marker_b845c2d260094e9881e1dcf4ec16b29b = L.circleMarker(
                [43.6532057, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7a44d391a830409d9fd2739bb9eb66a6);
        
    
        var popup_af81d7fe72f142b0a483313d57bc224f = L.popup({"maxWidth": "100%"});

        
            var html_498c2a078322440bbd1016dbba9f7996 = $(`<div id="html_498c2a078322440bbd1016dbba9f7996" style="width: 100.0%; height: 100.0%;">Chinatown,Grange Park,Kensington Market Cluster 0</div>`)[0];
            popup_af81d7fe72f142b0a483313d57bc224f.setContent(html_498c2a078322440bbd1016dbba9f7996);
        

        circle_marker_b845c2d260094e9881e1dcf4ec16b29b.bindPopup(popup_af81d7fe72f142b0a483313d57bc224f)
        ;

        
    
    
            var circle_marker_3cddaa9e3e7b488f9e38e154e86ff0ff = L.circleMarker(
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        circle_marker_f6c4a53a22f744cfb3ead8f627c8d15c.bindPopup(popup_964f05b957584b3891a102f62e1df3ff)
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        circle_marker_5fb31ef4f0e64b05a38826ce7d185fb5.bindPopup(popup_345996cb6a214fc5815c505cff65e76b)
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        var popup_5c4a920715424507b653106a07310db5 = L.popup({"maxWidth": "100%"});

        
            var html_1d2fc8a38e974af2b41f35ae283651f9 = $(`<div id="html_1d2fc8a38e974af2b41f35ae283651f9" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern Cluster 0</div>`)[0];
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1274adeb8>"
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     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=4)"
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  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:13.472705Z",
     "start_time": "2019-10-16T08:53:13.379835Z"
    }
   },
   "outputs": [
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        circle_marker_2132394855f748cabd1d4fa1968e2e9a.bindPopup(popup_2fa83347c8ad4397902bcec4d8057322)
        ;

        
    
    
            var circle_marker_2b086803e4e741f0805e53d1d22a63ec = L.circleMarker(
                [43.7127511, -79.3901975],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_e951e94f5e85486789c6f3cfa63515b5 = L.popup({"maxWidth": "100%"});

        
            var html_1438382c5fcb4241817c3b29b7afca7b = $(`<div id="html_1438382c5fcb4241817c3b29b7afca7b" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 0</div>`)[0];
            popup_e951e94f5e85486789c6f3cfa63515b5.setContent(html_1438382c5fcb4241817c3b29b7afca7b);
        

        circle_marker_2b086803e4e741f0805e53d1d22a63ec.bindPopup(popup_e951e94f5e85486789c6f3cfa63515b5)
        ;

        
    
    
            var circle_marker_b5d768b20133499689357d1f519dae3f = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_e3f99985678044828857804420427640 = L.popup({"maxWidth": "100%"});

        
            var html_d6cf8fb106804c2fad305a07707fd617 = $(`<div id="html_d6cf8fb106804c2fad305a07707fd617" style="width: 100.0%; height: 100.0%;">North Toronto West Cluster 0</div>`)[0];
            popup_e3f99985678044828857804420427640.setContent(html_d6cf8fb106804c2fad305a07707fd617);
        

        circle_marker_b5d768b20133499689357d1f519dae3f.bindPopup(popup_e3f99985678044828857804420427640)
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            var circle_marker_d970b29a88f9434ab28a4176894d7be0 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_1c8aaa2024eb4c2ca1082df3c7e44d93 = L.popup({"maxWidth": "100%"});

        
            var html_c1fa70e350d249eb8be00a21e5c16b5d = $(`<div id="html_c1fa70e350d249eb8be00a21e5c16b5d" style="width: 100.0%; height: 100.0%;">Davisville Cluster 0</div>`)[0];
            popup_1c8aaa2024eb4c2ca1082df3c7e44d93.setContent(html_c1fa70e350d249eb8be00a21e5c16b5d);
        

        circle_marker_d970b29a88f9434ab28a4176894d7be0.bindPopup(popup_1c8aaa2024eb4c2ca1082df3c7e44d93)
        ;

        
    
    
            var circle_marker_b24af1910d3b41709d0e51ac1aacfc9f = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"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_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_1db0642c4eba4f2f9d31df1a8e790b9b = L.popup({"maxWidth": "100%"});

        
            var html_61c53d64035f4d74b3c82360789d4f70 = $(`<div id="html_61c53d64035f4d74b3c82360789d4f70" style="width: 100.0%; height: 100.0%;">Moore Park,Summerhill East Cluster 3</div>`)[0];
            popup_1db0642c4eba4f2f9d31df1a8e790b9b.setContent(html_61c53d64035f4d74b3c82360789d4f70);
        

        circle_marker_b24af1910d3b41709d0e51ac1aacfc9f.bindPopup(popup_1db0642c4eba4f2f9d31df1a8e790b9b)
        ;

        
    
    
            var circle_marker_f40586c946e94353a54c99e54985559f = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_cd34bfea1d7044e2a53b5886444b4f0a = L.popup({"maxWidth": "100%"});

        
            var html_41160a4c45f2429aac2c6d4e92e69e6f = $(`<div id="html_41160a4c45f2429aac2c6d4e92e69e6f" style="width: 100.0%; height: 100.0%;">Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West Cluster 0</div>`)[0];
            popup_cd34bfea1d7044e2a53b5886444b4f0a.setContent(html_41160a4c45f2429aac2c6d4e92e69e6f);
        

        circle_marker_f40586c946e94353a54c99e54985559f.bindPopup(popup_cd34bfea1d7044e2a53b5886444b4f0a)
        ;

        
    
    
            var circle_marker_0b7112762adf44c5957cdf2d418718c8 = 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_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_1501a04755e8426aa4100d497672877d = L.popup({"maxWidth": "100%"});

        
            var html_c9d267bda56f45308aecd49a0e8453a5 = $(`<div id="html_c9d267bda56f45308aecd49a0e8453a5" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 2</div>`)[0];
            popup_1501a04755e8426aa4100d497672877d.setContent(html_c9d267bda56f45308aecd49a0e8453a5);
        

        circle_marker_0b7112762adf44c5957cdf2d418718c8.bindPopup(popup_1501a04755e8426aa4100d497672877d)
        ;

        
    
    
            var circle_marker_941965c877fc46c1a0c32ab7d40e8e88 = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_989349897f5647bb81ed5109d193c524 = L.popup({"maxWidth": "100%"});

        
            var html_f41083f9b45a44f78a8b44f01dbabb7d = $(`<div id="html_f41083f9b45a44f78a8b44f01dbabb7d" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 0</div>`)[0];
            popup_989349897f5647bb81ed5109d193c524.setContent(html_f41083f9b45a44f78a8b44f01dbabb7d);
        

        circle_marker_941965c877fc46c1a0c32ab7d40e8e88.bindPopup(popup_989349897f5647bb81ed5109d193c524)
        ;

        
    
    
            var circle_marker_793be1b01ab7492c9f072b99b1315653 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_b78b9336c11b4d8f82f908112869a3d8 = L.popup({"maxWidth": "100%"});

        
            var html_2c639965081644599c75cca08849f289 = $(`<div id="html_2c639965081644599c75cca08849f289" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 0</div>`)[0];
            popup_b78b9336c11b4d8f82f908112869a3d8.setContent(html_2c639965081644599c75cca08849f289);
        

        circle_marker_793be1b01ab7492c9f072b99b1315653.bindPopup(popup_b78b9336c11b4d8f82f908112869a3d8)
        ;

        
    
    
            var circle_marker_6f46d70d3eec42748f7a655aefbc70be = L.circleMarker(
                [43.6542599, -79.3606359],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_586460c0d0da462a8a9da4a537a93a2c = L.popup({"maxWidth": "100%"});

        
            var html_dc0e5187e8b74c56b050e6f1fc9660bf = $(`<div id="html_dc0e5187e8b74c56b050e6f1fc9660bf" style="width: 100.0%; height: 100.0%;">Harbourfront,Regent Park Cluster 0</div>`)[0];
            popup_586460c0d0da462a8a9da4a537a93a2c.setContent(html_dc0e5187e8b74c56b050e6f1fc9660bf);
        

        circle_marker_6f46d70d3eec42748f7a655aefbc70be.bindPopup(popup_586460c0d0da462a8a9da4a537a93a2c)
        ;

        
    
    
            var circle_marker_fa3470dad1564857b89d3ce946ae6b6c = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_c812c20076ce4ce78f2b809ee4374d3e = L.popup({"maxWidth": "100%"});

        
            var html_406b94b370f148a59cb1c8331d73448f = $(`<div id="html_406b94b370f148a59cb1c8331d73448f" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 0</div>`)[0];
            popup_c812c20076ce4ce78f2b809ee4374d3e.setContent(html_406b94b370f148a59cb1c8331d73448f);
        

        circle_marker_fa3470dad1564857b89d3ce946ae6b6c.bindPopup(popup_c812c20076ce4ce78f2b809ee4374d3e)
        ;

        
    
    
            var circle_marker_6c796b4a1278489cb286035efaee0ee2 = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_549a2df969764f67a7a64808925c459a = L.popup({"maxWidth": "100%"});

        
            var html_f999dcccda2e49fe8acdd4977b335ba3 = $(`<div id="html_f999dcccda2e49fe8acdd4977b335ba3" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 0</div>`)[0];
            popup_549a2df969764f67a7a64808925c459a.setContent(html_f999dcccda2e49fe8acdd4977b335ba3);
        

        circle_marker_6c796b4a1278489cb286035efaee0ee2.bindPopup(popup_549a2df969764f67a7a64808925c459a)
        ;

        
    
    
            var circle_marker_4ef4956ab38d42acaabf2f0289bf2a7e = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_e77cba673eb64eca95b7259ff3b033ba = L.popup({"maxWidth": "100%"});

        
            var html_5c772051f1564be3976c412f538619f5 = $(`<div id="html_5c772051f1564be3976c412f538619f5" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 0</div>`)[0];
            popup_e77cba673eb64eca95b7259ff3b033ba.setContent(html_5c772051f1564be3976c412f538619f5);
        

        circle_marker_4ef4956ab38d42acaabf2f0289bf2a7e.bindPopup(popup_e77cba673eb64eca95b7259ff3b033ba)
        ;

        
    
    
            var circle_marker_5669ed47b4b14ddca79a6f13d76180b3 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_1f599f7e53434abbb9985c76112dd1e8 = L.popup({"maxWidth": "100%"});

        
            var html_da9e9fc64a4d4a699747ddc5c370d8df = $(`<div id="html_da9e9fc64a4d4a699747ddc5c370d8df" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 0</div>`)[0];
            popup_1f599f7e53434abbb9985c76112dd1e8.setContent(html_da9e9fc64a4d4a699747ddc5c370d8df);
        

        circle_marker_5669ed47b4b14ddca79a6f13d76180b3.bindPopup(popup_1f599f7e53434abbb9985c76112dd1e8)
        ;

        
    
    
            var circle_marker_68332fd0e8eb47eabdb6a53461471103 = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_9d4ea8c42820468c96ce091e49c17b33 = L.popup({"maxWidth": "100%"});

        
            var html_8f34c0f7c9ef4ac79e8dfbfad191d933 = $(`<div id="html_8f34c0f7c9ef4ac79e8dfbfad191d933" style="width: 100.0%; height: 100.0%;">Adelaide,King,Richmond Cluster 0</div>`)[0];
            popup_9d4ea8c42820468c96ce091e49c17b33.setContent(html_8f34c0f7c9ef4ac79e8dfbfad191d933);
        

        circle_marker_68332fd0e8eb47eabdb6a53461471103.bindPopup(popup_9d4ea8c42820468c96ce091e49c17b33)
        ;

        
    
    
            var circle_marker_afaf5e98781249a99440538c6e9f59d0 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_90545c7a615145879fa84c47868340ea = L.popup({"maxWidth": "100%"});

        
            var html_dae5a9058a134c8c8434ad7176ac11ba = $(`<div id="html_dae5a9058a134c8c8434ad7176ac11ba" style="width: 100.0%; height: 100.0%;">Harbourfront East,Toronto Islands,Union Station Cluster 0</div>`)[0];
            popup_90545c7a615145879fa84c47868340ea.setContent(html_dae5a9058a134c8c8434ad7176ac11ba);
        

        circle_marker_afaf5e98781249a99440538c6e9f59d0.bindPopup(popup_90545c7a615145879fa84c47868340ea)
        ;

        
    
    
            var circle_marker_f7617673aef8437daacbfd2aa7d98659 = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_55b9b2c213214c2e8cd11ca2e101bf44 = L.popup({"maxWidth": "100%"});

        
            var html_7e7d7951433f42fe91adabcf31a29633 = $(`<div id="html_7e7d7951433f42fe91adabcf31a29633" style="width: 100.0%; height: 100.0%;">Design Exchange,Toronto Dominion Centre Cluster 0</div>`)[0];
            popup_55b9b2c213214c2e8cd11ca2e101bf44.setContent(html_7e7d7951433f42fe91adabcf31a29633);
        

        circle_marker_f7617673aef8437daacbfd2aa7d98659.bindPopup(popup_55b9b2c213214c2e8cd11ca2e101bf44)
        ;

        
    
    
            var circle_marker_8244ff5b58a24b8e96feb386dc9464fd = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_16017123fe304ed587dccb50275a8a69 = L.popup({"maxWidth": "100%"});

        
            var html_07d846f4d4474e1189f4e5c04f9aaa1f = $(`<div id="html_07d846f4d4474e1189f4e5c04f9aaa1f" style="width: 100.0%; height: 100.0%;">Commerce Court,Victoria Hotel Cluster 0</div>`)[0];
            popup_16017123fe304ed587dccb50275a8a69.setContent(html_07d846f4d4474e1189f4e5c04f9aaa1f);
        

        circle_marker_8244ff5b58a24b8e96feb386dc9464fd.bindPopup(popup_16017123fe304ed587dccb50275a8a69)
        ;

        
    
    
            var circle_marker_d3ac8e9519424c4b9ee930da96339e66 = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#ffb360", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffb360", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_3b0f07cc993b48e7a9300b8986bac64d = L.popup({"maxWidth": "100%"});

        
            var html_dd7d9917a4704c769938db61cca73753 = $(`<div id="html_dd7d9917a4704c769938db61cca73753" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 4</div>`)[0];
            popup_3b0f07cc993b48e7a9300b8986bac64d.setContent(html_dd7d9917a4704c769938db61cca73753);
        

        circle_marker_d3ac8e9519424c4b9ee930da96339e66.bindPopup(popup_3b0f07cc993b48e7a9300b8986bac64d)
        ;

        
    
    
            var circle_marker_8a6a986e155342abb43837a9cb7e939b = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"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_c43968b818ad41ef81bacd1de81fc043);
        
    
        var popup_7293917011b94e328c0a7053e1bb036e = L.popup({"maxWidth": "100%"});

        
            var html_78b1a27f19dd4558aca78239fa050e93 = $(`<div id="html_78b1a27f19dd4558aca78239fa050e93" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 2</div>`)[0];
            popup_7293917011b94e328c0a7053e1bb036e.setContent(html_78b1a27f19dd4558aca78239fa050e93);
        

        circle_marker_8a6a986e155342abb43837a9cb7e939b.bindPopup(popup_7293917011b94e328c0a7053e1bb036e)
        ;

        
    
    
            var circle_marker_b4946cc5addc4d3abc5c5581c2467b06 = L.circleMarker(
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        circle_marker_69b0965d9e714e358f6da7e66353c0d9.bindPopup(popup_fd2bd1f2ad484c2fb5284fba15273a02)
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        circle_marker_e6e2dfb02cc448e3beef45c5435eedd3.bindPopup(popup_5b99cbd5c67144daae25b09d6d1d90ab)
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        var popup_43d06b4d5ab74b279c6288062902d932 = L.popup({"maxWidth": "100%"});

        
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            var circle_marker_51a2d09c0b1e4747979c817c43290122 = L.circleMarker(
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        var popup_2e92f02abab746ca8d472a19ab82929d = L.popup({"maxWidth": "100%"});

        
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x124966f28>"
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     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:13.680526Z",
     "start_time": "2019-10-16T08:53:13.582720Z"
    }
   },
   "outputs": [
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            var circle_marker_d0f9f6b5f678416cb3554f3e6d25e7fe = 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}
            ).addTo(map_771587daade94d19953042d5e702a15c);
        
    
        var popup_631e90b140d54bbfab34a6d5788d4dd1 = L.popup({"maxWidth": "100%"});

        
            var html_4371a23a0118488cb58cd109898ae863 = $(`<div id="html_4371a23a0118488cb58cd109898ae863" style="width: 100.0%; height: 100.0%;">The Beaches West,India Bazaar Cluster 1</div>`)[0];
            popup_631e90b140d54bbfab34a6d5788d4dd1.setContent(html_4371a23a0118488cb58cd109898ae863);
        

        circle_marker_d0f9f6b5f678416cb3554f3e6d25e7fe.bindPopup(popup_631e90b140d54bbfab34a6d5788d4dd1)
        ;

        
    
    
            var circle_marker_f098722c330240f2ae96110c367e5533 = L.circleMarker(
                [43.6595255, -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_771587daade94d19953042d5e702a15c);
        
    
        var popup_0990e87ee6cc475fa23b52b06e57b926 = L.popup({"maxWidth": "100%"});

        
            var html_2559fba82690428dad040a2b90b896ee = $(`<div id="html_2559fba82690428dad040a2b90b896ee" style="width: 100.0%; height: 100.0%;">Studio District Cluster 1</div>`)[0];
            popup_0990e87ee6cc475fa23b52b06e57b926.setContent(html_2559fba82690428dad040a2b90b896ee);
        

        circle_marker_f098722c330240f2ae96110c367e5533.bindPopup(popup_0990e87ee6cc475fa23b52b06e57b926)
        ;

        
    
    
            var circle_marker_9b355a70d8e24f50b65ccf1b13c88098 = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#4df3ce", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4df3ce", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_771587daade94d19953042d5e702a15c);
        
    
        var popup_57db29a6fc0442e7adae84e560f70f42 = L.popup({"maxWidth": "100%"});

        
            var html_ebb137276a354cddb924d70f1d8dd0a5 = $(`<div id="html_ebb137276a354cddb924d70f1d8dd0a5" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 3</div>`)[0];
            popup_57db29a6fc0442e7adae84e560f70f42.setContent(html_ebb137276a354cddb924d70f1d8dd0a5);
        

        circle_marker_9b355a70d8e24f50b65ccf1b13c88098.bindPopup(popup_57db29a6fc0442e7adae84e560f70f42)
        ;

        
    
    
            var circle_marker_e18cca86c72d4a78891c8b143de1b2be = L.circleMarker(
                [43.7127511, -79.3901975],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_62337f23980c4ccd86591020e8b13cd4 = L.popup({"maxWidth": "100%"});

        
            var html_1763736be4924ca5b333e744f0ac29c0 = $(`<div id="html_1763736be4924ca5b333e744f0ac29c0" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 1</div>`)[0];
            popup_62337f23980c4ccd86591020e8b13cd4.setContent(html_1763736be4924ca5b333e744f0ac29c0);
        

        circle_marker_e18cca86c72d4a78891c8b143de1b2be.bindPopup(popup_62337f23980c4ccd86591020e8b13cd4)
        ;

        
    
    
            var circle_marker_6bfcd66bf5c1449985ff582ec5ab0634 = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_6d73da35279b49589fc8a560e5a60834 = L.popup({"maxWidth": "100%"});

        
            var html_0dfbbf1c59d947cf8df2f478b4a732a5 = $(`<div id="html_0dfbbf1c59d947cf8df2f478b4a732a5" style="width: 100.0%; height: 100.0%;">North Toronto West Cluster 1</div>`)[0];
            popup_6d73da35279b49589fc8a560e5a60834.setContent(html_0dfbbf1c59d947cf8df2f478b4a732a5);
        

        circle_marker_6bfcd66bf5c1449985ff582ec5ab0634.bindPopup(popup_6d73da35279b49589fc8a560e5a60834)
        ;

        
    
    
            var circle_marker_87ef6b158c9143a4a92965b5918e35f7 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_771587daade94d19953042d5e702a15c);
        
    
        var popup_72348729e6ba465b847bcf1e6f0250d8 = L.popup({"maxWidth": "100%"});

        
            var html_a40db432c5a848a1b22bab1a17bf4da7 = $(`<div id="html_a40db432c5a848a1b22bab1a17bf4da7" style="width: 100.0%; height: 100.0%;">Davisville Cluster 1</div>`)[0];
            popup_72348729e6ba465b847bcf1e6f0250d8.setContent(html_a40db432c5a848a1b22bab1a17bf4da7);
        

        circle_marker_87ef6b158c9143a4a92965b5918e35f7.bindPopup(popup_72348729e6ba465b847bcf1e6f0250d8)
        ;

        
    
    
            var circle_marker_26b8969a1e1b4d32b19001f2842b19c8 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff964f", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff964f", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_771587daade94d19953042d5e702a15c);
        
    
        var popup_5a7d3d92719748b7b92e35b6d38c033a = L.popup({"maxWidth": "100%"});

        
            var html_05715ed1bd274d42add7cc7966eb071a = $(`<div id="html_05715ed1bd274d42add7cc7966eb071a" style="width: 100.0%; height: 100.0%;">Moore Park,Summerhill East Cluster 5</div>`)[0];
            popup_5a7d3d92719748b7b92e35b6d38c033a.setContent(html_05715ed1bd274d42add7cc7966eb071a);
        

        circle_marker_26b8969a1e1b4d32b19001f2842b19c8.bindPopup(popup_5a7d3d92719748b7b92e35b6d38c033a)
        ;

        
    
    
            var circle_marker_7045360ab2f949aebc9064dfcda39152 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_88507929da554a6c8664d324806ab10a = L.popup({"maxWidth": "100%"});

        
            var html_7fa5a61821c0488d9d38787850e945c6 = $(`<div id="html_7fa5a61821c0488d9d38787850e945c6" style="width: 100.0%; height: 100.0%;">Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West Cluster 1</div>`)[0];
            popup_88507929da554a6c8664d324806ab10a.setContent(html_7fa5a61821c0488d9d38787850e945c6);
        

        circle_marker_7045360ab2f949aebc9064dfcda39152.bindPopup(popup_88507929da554a6c8664d324806ab10a)
        ;

        
    
    
            var circle_marker_9aa6dc9a151d4ee5862b6a8787f20b8b = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_76dd07edc7874f75acf58814e0e83b24 = L.popup({"maxWidth": "100%"});

        
            var html_0dae7113fab94f67b73105c9fc46b8f1 = $(`<div id="html_0dae7113fab94f67b73105c9fc46b8f1" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 0</div>`)[0];
            popup_76dd07edc7874f75acf58814e0e83b24.setContent(html_0dae7113fab94f67b73105c9fc46b8f1);
        

        circle_marker_9aa6dc9a151d4ee5862b6a8787f20b8b.bindPopup(popup_76dd07edc7874f75acf58814e0e83b24)
        ;

        
    
    
            var circle_marker_c90b2896f9f4462da44aeffe2c1ab5f9 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_5c8d008efe184b71afa08a62812d0d0f = L.popup({"maxWidth": "100%"});

        
            var html_1706c2d95a37452baeb981c62ceb4f2f = $(`<div id="html_1706c2d95a37452baeb981c62ceb4f2f" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 1</div>`)[0];
            popup_5c8d008efe184b71afa08a62812d0d0f.setContent(html_1706c2d95a37452baeb981c62ceb4f2f);
        

        circle_marker_c90b2896f9f4462da44aeffe2c1ab5f9.bindPopup(popup_5c8d008efe184b71afa08a62812d0d0f)
        ;

        
    
    
            var circle_marker_ba43700b7a5e44fa96a8811860fe8b42 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_596e773bea6a41d5945867942ee89b0e = L.popup({"maxWidth": "100%"});

        
            var html_22fa75e128af437c8195d70954d80371 = $(`<div id="html_22fa75e128af437c8195d70954d80371" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1</div>`)[0];
            popup_596e773bea6a41d5945867942ee89b0e.setContent(html_22fa75e128af437c8195d70954d80371);
        

        circle_marker_ba43700b7a5e44fa96a8811860fe8b42.bindPopup(popup_596e773bea6a41d5945867942ee89b0e)
        ;

        
    
    
            var circle_marker_68c4ff5fb4214efc9dc5da2ee6b28909 = L.circleMarker(
                [43.6542599, -79.3606359],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_19a9b446651e4c3daf70bc03142becec = L.popup({"maxWidth": "100%"});

        
            var html_7918b1c824f048afbedeadba0d45d3c9 = $(`<div id="html_7918b1c824f048afbedeadba0d45d3c9" style="width: 100.0%; height: 100.0%;">Harbourfront,Regent Park Cluster 1</div>`)[0];
            popup_19a9b446651e4c3daf70bc03142becec.setContent(html_7918b1c824f048afbedeadba0d45d3c9);
        

        circle_marker_68c4ff5fb4214efc9dc5da2ee6b28909.bindPopup(popup_19a9b446651e4c3daf70bc03142becec)
        ;

        
    
    
            var circle_marker_3177956417d1496b8bd7c631851f9cd7 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_69c8e92a2fd0486e9c418de52e98fdee = L.popup({"maxWidth": "100%"});

        
            var html_a13728b03e634009b9b87130a698003b = $(`<div id="html_a13728b03e634009b9b87130a698003b" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 1</div>`)[0];
            popup_69c8e92a2fd0486e9c418de52e98fdee.setContent(html_a13728b03e634009b9b87130a698003b);
        

        circle_marker_3177956417d1496b8bd7c631851f9cd7.bindPopup(popup_69c8e92a2fd0486e9c418de52e98fdee)
        ;

        
    
    
            var circle_marker_cb02e46a1eef468b88c40e2c3d7fa5e9 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_558f0f5d7d2d4171a0c3dbd1446f6448 = L.popup({"maxWidth": "100%"});

        
            var html_8af7e51cad534dac9ff941855dddd857 = $(`<div id="html_8af7e51cad534dac9ff941855dddd857" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1</div>`)[0];
            popup_558f0f5d7d2d4171a0c3dbd1446f6448.setContent(html_8af7e51cad534dac9ff941855dddd857);
        

        circle_marker_cb02e46a1eef468b88c40e2c3d7fa5e9.bindPopup(popup_558f0f5d7d2d4171a0c3dbd1446f6448)
        ;

        
    
    
            var circle_marker_0c4cc3e88af44ad2aee76530dce9c403 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_f1930ddda580470fba31adc458388593 = L.popup({"maxWidth": "100%"});

        
            var html_b7c7e9cfa466480d8300c70bf2f331a6 = $(`<div id="html_b7c7e9cfa466480d8300c70bf2f331a6" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 1</div>`)[0];
            popup_f1930ddda580470fba31adc458388593.setContent(html_b7c7e9cfa466480d8300c70bf2f331a6);
        

        circle_marker_0c4cc3e88af44ad2aee76530dce9c403.bindPopup(popup_f1930ddda580470fba31adc458388593)
        ;

        
    
    
            var circle_marker_b97a7784558d41eabb8df37742af3a12 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_f71a08ba5dab4b95b771b93de21cf776 = L.popup({"maxWidth": "100%"});

        
            var html_e7495c7fac5c48f88f579bad5d1c2937 = $(`<div id="html_e7495c7fac5c48f88f579bad5d1c2937" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 1</div>`)[0];
            popup_f71a08ba5dab4b95b771b93de21cf776.setContent(html_e7495c7fac5c48f88f579bad5d1c2937);
        

        circle_marker_b97a7784558d41eabb8df37742af3a12.bindPopup(popup_f71a08ba5dab4b95b771b93de21cf776)
        ;

        
    
    
            var circle_marker_a8dcac44ae9b41c98413e68333c9e5c6 = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_8e47ed8d70cc4acfb4367239873ce0a2 = L.popup({"maxWidth": "100%"});

        
            var html_a0fc722b81ee4ac483abb4f50d6e4a14 = $(`<div id="html_a0fc722b81ee4ac483abb4f50d6e4a14" style="width: 100.0%; height: 100.0%;">Adelaide,King,Richmond Cluster 1</div>`)[0];
            popup_8e47ed8d70cc4acfb4367239873ce0a2.setContent(html_a0fc722b81ee4ac483abb4f50d6e4a14);
        

        circle_marker_a8dcac44ae9b41c98413e68333c9e5c6.bindPopup(popup_8e47ed8d70cc4acfb4367239873ce0a2)
        ;

        
    
    
            var circle_marker_1f5d65293015445189295379d7f9e22b = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"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_771587daade94d19953042d5e702a15c);
        
    
        var popup_819b2061fc85497b95c32173da30fdde = L.popup({"maxWidth": "100%"});

        
            var html_2aaf275d0c1b4323b24e937adef38167 = $(`<div id="html_2aaf275d0c1b4323b24e937adef38167" style="width: 100.0%; height: 100.0%;">Harbourfront East,Toronto Islands,Union Station Cluster 1</div>`)[0];
            popup_819b2061fc85497b95c32173da30fdde.setContent(html_2aaf275d0c1b4323b24e937adef38167);
        

        circle_marker_1f5d65293015445189295379d7f9e22b.bindPopup(popup_819b2061fc85497b95c32173da30fdde)
        ;

        
    
    
            var circle_marker_aab2907203cd4a64afd830008409cb66 = 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_771587daade94d19953042d5e702a15c);
        
    
        var popup_167d440566a14ab6a0313f091fcd7f32 = L.popup({"maxWidth": "100%"});

        
            var html_5b5ee0538ae34dfd99b71c1ba248b6f9 = $(`<div id="html_5b5ee0538ae34dfd99b71c1ba248b6f9" style="width: 100.0%; height: 100.0%;">Design Exchange,Toronto Dominion Centre Cluster 1</div>`)[0];
            popup_167d440566a14ab6a0313f091fcd7f32.setContent(html_5b5ee0538ae34dfd99b71c1ba248b6f9);
        

        circle_marker_aab2907203cd4a64afd830008409cb66.bindPopup(popup_167d440566a14ab6a0313f091fcd7f32)
        ;

        
    
    
            var circle_marker_d7faf94f408c4effaf45eb639ac1a354 = L.circleMarker(
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      "text/plain": [
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     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:13.900312Z",
     "start_time": "2019-10-16T08:53:13.801404Z"
    }
   },
   "outputs": [
    {
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                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_eb4f29dbe1d14435813b416d0f2c5cbd = L.popup({"maxWidth": "100%"});

        
            var html_3c4d14e8c148401fba8c95de009d1238 = $(`<div id="html_3c4d14e8c148401fba8c95de009d1238" style="width: 100.0%; height: 100.0%;">Adelaide,King,Richmond Cluster 3</div>`)[0];
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        circle_marker_c4393cdf6ce6450fa9f256dbdf66db3b.bindPopup(popup_eb4f29dbe1d14435813b416d0f2c5cbd)
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            var circle_marker_d318d26faa8f4ea19334163df11179aa = L.circleMarker(
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        var popup_e3bad828e0454a2394b87733c66be2c6 = L.popup({"maxWidth": "100%"});

        
            var html_6053cc453b214549abfe26c6bb4a9815 = $(`<div id="html_6053cc453b214549abfe26c6bb4a9815" style="width: 100.0%; height: 100.0%;">Harbourfront East,Toronto Islands,Union Station Cluster 3</div>`)[0];
            popup_e3bad828e0454a2394b87733c66be2c6.setContent(html_6053cc453b214549abfe26c6bb4a9815);
        

        circle_marker_d318d26faa8f4ea19334163df11179aa.bindPopup(popup_e3bad828e0454a2394b87733c66be2c6)
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            var circle_marker_c0a06fd0ed8f462bb495d2abc14b1507 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_ce7f7919bf574c98b95c66c400726a54 = L.popup({"maxWidth": "100%"});

        
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            var circle_marker_f4ac3166576e4dde9721d572f0fd1600 = L.circleMarker(
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        var popup_97ee3bafe8a241c59a715766f7952fc4 = L.popup({"maxWidth": "100%"});

        
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                {"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}
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        var popup_9832f19f1c4044d593cea19cad80859f = L.popup({"maxWidth": "100%"});

        
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        circle_marker_49da6ed1dcdb45189dfdd6ca42c9dd31.bindPopup(popup_9832f19f1c4044d593cea19cad80859f)
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            var circle_marker_fc417bff65804e46a738b4875d723b7c = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#2c7ef7", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2c7ef7", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_0a6c8bd36a594a8f8e146503ced9b24a = L.popup({"maxWidth": "100%"});

        
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        circle_marker_fc417bff65804e46a738b4875d723b7c.bindPopup(popup_0a6c8bd36a594a8f8e146503ced9b24a)
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            var circle_marker_c8753a528d7e4ab089ac02ee2561e226 = L.circleMarker(
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        var popup_9a4b80eeb7f6449fafacafd8e996c148 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_07c1865ab567445c98d319f1d8eb0d02.bindPopup(popup_26a65655d7034da1b7d16a54c0bd7110)
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        var popup_5c3d53123e9144c4b421e51c7d63d052 = L.popup({"maxWidth": "100%"});

        
            var html_6e626b7627bd4797b96e0915f9408a0c = $(`<div id="html_6e626b7627bd4797b96e0915f9408a0c" style="width: 100.0%; height: 100.0%;">Chinatown,Grange Park,Kensington Market Cluster 0</div>`)[0];
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            var circle_marker_780909b26b9c496da01412b1a7d126b4 = L.circleMarker(
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        var popup_84ccc42aba444c948a9a97d2a636bb1e = L.popup({"maxWidth": "100%"});

        
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        var popup_06296ef1b4d3473cb31cf83fbae0036e = L.popup({"maxWidth": "100%"});

        
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        circle_marker_4647e2b9064f4c49b50f8b219fc9f4b6.bindPopup(popup_06296ef1b4d3473cb31cf83fbae0036e)
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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_d2b74a3bfdbe4b73b5ac81437d775b30 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_7988fb02c83a494daa966d84d6f5d336.bindPopup(popup_d2b74a3bfdbe4b73b5ac81437d775b30)
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        var popup_f1a74e21dddd44e1a00da8db941d4236 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_bc073c91be1d48ac8ddd8bd3153e849c.bindPopup(popup_f1a74e21dddd44e1a00da8db941d4236)
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            var circle_marker_604bb9b796cb4ad2a15531b14c22f510 = 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_accd9213a44b48a99ab8b69102b75b6b = L.popup({"maxWidth": "100%"});

        
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            popup_accd9213a44b48a99ab8b69102b75b6b.setContent(html_2b79146e0b30469f8a0751d70574c7fd);
        

        circle_marker_604bb9b796cb4ad2a15531b14c22f510.bindPopup(popup_accd9213a44b48a99ab8b69102b75b6b)
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            var circle_marker_ab8db94465374c3b95e5dee0ba72d0b1 = 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_5406114e930041edb3d379976599ab1d = L.popup({"maxWidth": "100%"});

        
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            popup_5406114e930041edb3d379976599ab1d.setContent(html_5ab50b3db80043329aef30135a4b7406);
        

        circle_marker_ab8db94465374c3b95e5dee0ba72d0b1.bindPopup(popup_5406114e930041edb3d379976599ab1d)
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            var circle_marker_aa593e3309614ee6b03d0c9bfc5755a2 = 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_bcd848f9142644f2b22a4d1fab507657);
        
    
        var popup_55c738dede634db7b5cdaf76750a264a = L.popup({"maxWidth": "100%"});

        
            var html_d603a1fbfdc3416f87d14a7e4ea39774 = $(`<div id="html_d603a1fbfdc3416f87d14a7e4ea39774" style="width: 100.0%; height: 100.0%;">Parkdale,Roncesvalles Cluster 0</div>`)[0];
            popup_55c738dede634db7b5cdaf76750a264a.setContent(html_d603a1fbfdc3416f87d14a7e4ea39774);
        

        circle_marker_aa593e3309614ee6b03d0c9bfc5755a2.bindPopup(popup_55c738dede634db7b5cdaf76750a264a)
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            var circle_marker_f1a08cfcd93e4f5f94277a26ee7cce79 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_bcd848f9142644f2b22a4d1fab507657);
        
    
        var popup_2e9f97b549af480cbb36d8bf147921bb = L.popup({"maxWidth": "100%"});

        
            var html_0d2c8f03a8d64c7baeb7cf64fe69fb53 = $(`<div id="html_0d2c8f03a8d64c7baeb7cf64fe69fb53" style="width: 100.0%; height: 100.0%;">Runnymede,Swansea Cluster 3</div>`)[0];
            popup_2e9f97b549af480cbb36d8bf147921bb.setContent(html_0d2c8f03a8d64c7baeb7cf64fe69fb53);
        

        circle_marker_f1a08cfcd93e4f5f94277a26ee7cce79.bindPopup(popup_2e9f97b549af480cbb36d8bf147921bb)
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            var circle_marker_0df351c76d3a4031bc86171df9e42e8e = L.circleMarker(
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x127301ba8>"
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     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=7)"
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  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:14.141836Z",
     "start_time": "2019-10-16T08:53:14.034165Z"
    }
   },
   "outputs": [
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        var popup_46693acde9d641dd8d11727b0ddf4329 = L.popup({"maxWidth": "100%"});

        
            var html_f4f039b0639b4eb783372ea45031566a = $(`<div id="html_f4f039b0639b4eb783372ea45031566a" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 3</div>`)[0];
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        circle_marker_43d2ea238f0446a583ea70abdcdc8737.bindPopup(popup_46693acde9d641dd8d11727b0ddf4329)
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            var circle_marker_e376929f743045f3bfa220c0fafee09c = L.circleMarker(
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            popup_8e454e6780584ac98e63ad1fa2cefcd7.setContent(html_b517940bb1e94da5a055e660714af2c4);
        

        circle_marker_e376929f743045f3bfa220c0fafee09c.bindPopup(popup_8e454e6780584ac98e63ad1fa2cefcd7)
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            popup_11f9d860d7e54391a452c394c2de0bf3.setContent(html_7f335004d4bf4ea6b5da53277bd83b05);
        

        circle_marker_e545f48e0459471eb5d4febf3fe00f2d.bindPopup(popup_11f9d860d7e54391a452c394c2de0bf3)
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        circle_marker_93349b2fc58d4997904ce2d3855ad4a0.bindPopup(popup_52122950588e496cbd9e76cc1f836bae)
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            popup_d4bb74d47b1340ebbfcff49d5a74a439.setContent(html_00e5a33d2bbc4bbe9ce24ab88a0c01a6);
        

        circle_marker_efda2fe260154235a2ba76c087431570.bindPopup(popup_d4bb74d47b1340ebbfcff49d5a74a439)
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            var circle_marker_625f010ac3b04fc8a028d870392eb31e = L.circleMarker(
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        var popup_db0a737c76f14be9934fb557405014ca = L.popup({"maxWidth": "100%"});

        
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            popup_db0a737c76f14be9934fb557405014ca.setContent(html_58b8253279794cebb718bbc5ce9f092c);
        

        circle_marker_625f010ac3b04fc8a028d870392eb31e.bindPopup(popup_db0a737c76f14be9934fb557405014ca)
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            var circle_marker_48627b5eb86a445a93e390cf5968fd12 = L.circleMarker(
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            popup_56752d55f43e477a9974814642fa5180.setContent(html_4ef4bec826004745bdbae949401f85e6);
        

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            var circle_marker_cc64ce2cb2874b74b1bf96138fa1a4b7 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            popup_74bbb9bcc28141f1a78f99281eb5bfe4.setContent(html_7fb8ca084824490bbbb097a094fcb695);
        

        circle_marker_cc64ce2cb2874b74b1bf96138fa1a4b7.bindPopup(popup_74bbb9bcc28141f1a78f99281eb5bfe4)
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            var circle_marker_35fa4969d6f445d79c1204f241d9b716 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#386df9", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#386df9", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_a980a9581b4a4c0fbea60f8d38b2f2cd);
        
    
        var popup_3599b2e2238649328f448a52919cf255 = L.popup({"maxWidth": "100%"});

        
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            popup_3599b2e2238649328f448a52919cf255.setContent(html_c20ffac579dd4e49b63961da70737fb2);
        

        circle_marker_35fa4969d6f445d79c1204f241d9b716.bindPopup(popup_3599b2e2238649328f448a52919cf255)
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            var circle_marker_f4e407d7ddf44c2a896ab528235e07fb = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff6d38", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff6d38", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_5d81a0f8d61c410eaa883365ada72b9a = L.popup({"maxWidth": "100%"});

        
            var html_92f80b331288418092d9d8172d45480d = $(`<div id="html_92f80b331288418092d9d8172d45480d" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 7</div>`)[0];
            popup_5d81a0f8d61c410eaa883365ada72b9a.setContent(html_92f80b331288418092d9d8172d45480d);
        

        circle_marker_f4e407d7ddf44c2a896ab528235e07fb.bindPopup(popup_5d81a0f8d61c410eaa883365ada72b9a)
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            var circle_marker_6e6e9b1de3f9489982e3440d2837736e = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_a980a9581b4a4c0fbea60f8d38b2f2cd);
        
    
        var popup_dcd6a87d2a9448be9857519bf33c192c = L.popup({"maxWidth": "100%"});

        
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            popup_dcd6a87d2a9448be9857519bf33c192c.setContent(html_c9c508f3c233492f81b79d2d7e2b87c1);
        

        circle_marker_6e6e9b1de3f9489982e3440d2837736e.bindPopup(popup_dcd6a87d2a9448be9857519bf33c192c)
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            var circle_marker_9234ec99756a47af866c6ac6e9d883c6 = L.circleMarker(
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            popup_4d1bc6d4aaed46a48a47ce5179c3c817.setContent(html_bed5fd7077f14445a539bdca2f6046e4);
        

        circle_marker_9234ec99756a47af866c6ac6e9d883c6.bindPopup(popup_4d1bc6d4aaed46a48a47ce5179c3c817)
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            var circle_marker_c151747c6aa745108de52e8ac07eb5a0 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_537bcc5823b342d3870d4b83642ebc9b = L.popup({"maxWidth": "100%"});

        
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            popup_537bcc5823b342d3870d4b83642ebc9b.setContent(html_46686d344f764da299ad7de4f159474c);
        

        circle_marker_c151747c6aa745108de52e8ac07eb5a0.bindPopup(popup_537bcc5823b342d3870d4b83642ebc9b)
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            popup_804b5240d71049fe95f507ddab1388b5.setContent(html_0d64a1c158b44cfd9a6d3ed5ba00a019);
        

        circle_marker_1368f90aaab94937b5d6b0e7343c41f9.bindPopup(popup_804b5240d71049fe95f507ddab1388b5)
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            var circle_marker_3612912c78504d5c83c0e9b9d88f7b38 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_ea17b10c7ab24b9b8fe05a4d6de5e8d3 = $(`<div id="html_ea17b10c7ab24b9b8fe05a4d6de5e8d3" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade Cluster 3</div>`)[0];
            popup_2f82365a8496464d9b43fc94143c5ba2.setContent(html_ea17b10c7ab24b9b8fe05a4d6de5e8d3);
        

        circle_marker_3612912c78504d5c83c0e9b9d88f7b38.bindPopup(popup_2f82365a8496464d9b43fc94143c5ba2)
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            var circle_marker_773716f5456a44768b0d9fed70330add = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            popup_8418d64bbee24f808802390175b618e1.setContent(html_13208f7d6f05484880e5d90f040079e2);
        

        circle_marker_773716f5456a44768b0d9fed70330add.bindPopup(popup_8418d64bbee24f808802390175b618e1)
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            var circle_marker_b159307bfc4448a7b015b80e5d94e8b1 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var html_5a91da9df8524b38b4ae5aa750f50e30 = $(`<div id="html_5a91da9df8524b38b4ae5aa750f50e30" style="width: 100.0%; height: 100.0%;">Christie Cluster 3</div>`)[0];
            popup_38052655b88449b4b9e00dc386cea597.setContent(html_5a91da9df8524b38b4ae5aa750f50e30);
        

        circle_marker_b159307bfc4448a7b015b80e5d94e8b1.bindPopup(popup_38052655b88449b4b9e00dc386cea597)
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            var circle_marker_9d32a99b2211420583ace5ead03f749f = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_a980a9581b4a4c0fbea60f8d38b2f2cd);
        
    
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            var html_af1d37c0eaba42fc86b2ec518e5db8d2 = $(`<div id="html_af1d37c0eaba42fc86b2ec518e5db8d2" style="width: 100.0%; height: 100.0%;">Dovercourt Village,Dufferin Cluster 3</div>`)[0];
            popup_f6049ef10bd94242a093f6f4f298ee7c.setContent(html_af1d37c0eaba42fc86b2ec518e5db8d2);
        

        circle_marker_9d32a99b2211420583ace5ead03f749f.bindPopup(popup_f6049ef10bd94242a093f6f4f298ee7c)
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            var circle_marker_fe0410deaa994122863d2a113d5328d9 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#12c8e6", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#12c8e6", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_c6958af315f145279e07eadf0fd27b2b = L.popup({"maxWidth": "100%"});

        
            var html_c22379ac7ac44f2c86ff1474584f6987 = $(`<div id="html_c22379ac7ac44f2c86ff1474584f6987" style="width: 100.0%; height: 100.0%;">Little Portugal,Trinity Cluster 3</div>`)[0];
            popup_c6958af315f145279e07eadf0fd27b2b.setContent(html_c22379ac7ac44f2c86ff1474584f6987);
        

        circle_marker_fe0410deaa994122863d2a113d5328d9.bindPopup(popup_c6958af315f145279e07eadf0fd27b2b)
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      "text/plain": [
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     "execution_count": 37,
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   "source": [
    "Kmeans_folium(num_clusters=8)"
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  },
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   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:14.330216Z",
     "start_time": "2019-10-16T08:53:14.225595Z"
    }
   },
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        circle_marker_8de3e6714789414a886f2850cf427493.bindPopup(popup_fb29213f061d492dbed998035768b160)
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            var circle_marker_81b0df3474c24eff87ef5fd42aca7dca = L.circleMarker(
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        var popup_9f2d304b61914ebab8f8ceaee7ad55d7 = L.popup({"maxWidth": "100%"});

        
            var html_10097b0f156344058d992a8f696354f0 = $(`<div id="html_10097b0f156344058d992a8f696354f0" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 4</div>`)[0];
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        circle_marker_81b0df3474c24eff87ef5fd42aca7dca.bindPopup(popup_9f2d304b61914ebab8f8ceaee7ad55d7)
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            var circle_marker_87813a8ea595423684a6e4190794cfcc = L.circleMarker(
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        var popup_76082b8a8397454995405ff825f91af4 = L.popup({"maxWidth": "100%"});

        
            var html_7d27827921744290893c8d46f4160b82 = $(`<div id="html_7d27827921744290893c8d46f4160b82" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 4</div>`)[0];
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        circle_marker_87813a8ea595423684a6e4190794cfcc.bindPopup(popup_76082b8a8397454995405ff825f91af4)
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            var circle_marker_6fe5d1def7304303be32beac663ae76b = L.circleMarker(
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        var popup_84e1e418f5274b05985cba493114507b = L.popup({"maxWidth": "100%"});

        
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        circle_marker_6fe5d1def7304303be32beac663ae76b.bindPopup(popup_84e1e418f5274b05985cba493114507b)
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        circle_marker_5bac6974f8f44a249c78dc753c689cd5.bindPopup(popup_8b4e7c6b74ca46048e43238730728483)
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            var circle_marker_12ca868bcde7440db69fe75a18fb57aa = L.circleMarker(
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        var popup_65fe7f4dd95045eb9d1549fd09d65cda = L.popup({"maxWidth": "100%"});

        
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        circle_marker_12ca868bcde7440db69fe75a18fb57aa.bindPopup(popup_65fe7f4dd95045eb9d1549fd09d65cda)
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        var popup_aaa56ebb606d465b8bf99125a68aeb7c = L.popup({"maxWidth": "100%"});

        
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            popup_aaa56ebb606d465b8bf99125a68aeb7c.setContent(html_155dcf732ffe40d1b4dc4d03baa33739);
        

        circle_marker_2d7ac9e8c71b4261acedcf46c5bbc690.bindPopup(popup_aaa56ebb606d465b8bf99125a68aeb7c)
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            var circle_marker_efaeb6fe4047453b95ecf7673de0e9c2 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#40ecd4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#40ecd4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_7234e9aca71441d7aa1eb1b20ee43510 = L.popup({"maxWidth": "100%"});

        
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            var circle_marker_635bf1278dab469f9623f1d60bba4794 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#40ecd4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#40ecd4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_4b1019ff041542fba54b4636a816b5c2 = L.popup({"maxWidth": "100%"});

        
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                {"bubblingMouseEvents": true, "color": "#40ecd4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#40ecd4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_91017c80f051488b943ce439da9c3298 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_ee6a8cda1e0c46458d2d515acae96c25.bindPopup(popup_91017c80f051488b943ce439da9c3298)
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            var circle_marker_ab9200790e534dc686cfedc6352567c6 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#40ecd4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#40ecd4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_bbad03cfd4474c73ad23bf19654d9ceb = L.popup({"maxWidth": "100%"});

        
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            popup_bbad03cfd4474c73ad23bf19654d9ceb.setContent(html_07528b36049e4af294e9872a26b6e3ec);
        

        circle_marker_ab9200790e534dc686cfedc6352567c6.bindPopup(popup_bbad03cfd4474c73ad23bf19654d9ceb)
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            popup_336a2d4823a24d58aa5d9022bdd80273.setContent(html_027f65bb5cef4466a07e1f3a88f10444);
        

        circle_marker_52c468fc1c7b429795fb77ec3d05dc54.bindPopup(popup_336a2d4823a24d58aa5d9022bdd80273)
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            var circle_marker_8ca661997a4a48b5ac97aed70a931912 = 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_c9c453069f5647f3b06a143caa24ace6);
        
    
        var popup_59800a0b23f94d42a393ca123128de1b = L.popup({"maxWidth": "100%"});

        
            var html_72bbf6bb7c3a4f1c9197951367198f9b = $(`<div id="html_72bbf6bb7c3a4f1c9197951367198f9b" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 0</div>`)[0];
            popup_59800a0b23f94d42a393ca123128de1b.setContent(html_72bbf6bb7c3a4f1c9197951367198f9b);
        

        circle_marker_8ca661997a4a48b5ac97aed70a931912.bindPopup(popup_59800a0b23f94d42a393ca123128de1b)
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            var circle_marker_46c0b144a6dd405da96c04f640cf934e = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#4062fa", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#4062fa", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c9c453069f5647f3b06a143caa24ace6);
        
    
        var popup_d80c64c0ed924746ad2be571b73212c8 = L.popup({"maxWidth": "100%"});

        
            var html_8984e0d340e246d9aed38543440d2c6f = $(`<div id="html_8984e0d340e246d9aed38543440d2c6f" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 2</div>`)[0];
            popup_d80c64c0ed924746ad2be571b73212c8.setContent(html_8984e0d340e246d9aed38543440d2c6f);
        

        circle_marker_46c0b144a6dd405da96c04f640cf934e.bindPopup(popup_d80c64c0ed924746ad2be571b73212c8)
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            var circle_marker_1a926c5c9c62414a8d578cb7fae14f99 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#40ecd4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#40ecd4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c9c453069f5647f3b06a143caa24ace6);
        
    
        var popup_be9a5073356c4ece94beb12aed82bda2 = L.popup({"maxWidth": "100%"});

        
            var html_a2dc7338bbc34735826dace616e04ffd = $(`<div id="html_a2dc7338bbc34735826dace616e04ffd" style="width: 100.0%; height: 100.0%;">The Annex,North Midtown,Yorkville Cluster 4</div>`)[0];
            popup_be9a5073356c4ece94beb12aed82bda2.setContent(html_a2dc7338bbc34735826dace616e04ffd);
        

        circle_marker_1a926c5c9c62414a8d578cb7fae14f99.bindPopup(popup_be9a5073356c4ece94beb12aed82bda2)
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            var circle_marker_bdc1ffe313c848bfbe6509c48826df6c = 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_c9c453069f5647f3b06a143caa24ace6);
        
    
        var popup_00097ddcaddc46f9a3cb105689cef622 = L.popup({"maxWidth": "100%"});

        
            var html_58d4c636450a4791b232c0a2ef5311ce = $(`<div id="html_58d4c636450a4791b232c0a2ef5311ce" style="width: 100.0%; height: 100.0%;">Harbord,University of Toronto Cluster 1</div>`)[0];
            popup_00097ddcaddc46f9a3cb105689cef622.setContent(html_58d4c636450a4791b232c0a2ef5311ce);
        

        circle_marker_bdc1ffe313c848bfbe6509c48826df6c.bindPopup(popup_00097ddcaddc46f9a3cb105689cef622)
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            var circle_marker_abe0b2c61e3f479dba8284b877739966 = 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_c9c453069f5647f3b06a143caa24ace6);
        
    
        var popup_5dccbb6631034461b3fcdc131d2137bb = L.popup({"maxWidth": "100%"});

        
            var html_db7a255508cd43f0b539c13f1d14ea6d = $(`<div id="html_db7a255508cd43f0b539c13f1d14ea6d" style="width: 100.0%; height: 100.0%;">Chinatown,Grange Park,Kensington Market Cluster 1</div>`)[0];
            popup_5dccbb6631034461b3fcdc131d2137bb.setContent(html_db7a255508cd43f0b539c13f1d14ea6d);
        

        circle_marker_abe0b2c61e3f479dba8284b877739966.bindPopup(popup_5dccbb6631034461b3fcdc131d2137bb)
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            var circle_marker_1ba1770c5aef44748c2192fd62b54c23 = L.circleMarker(
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        var popup_415da3f8e53149aba96d57fae464c6af = L.popup({"maxWidth": "100%"});

        
            var html_20f47e8027e64639a3ec086ef4979880 = $(`<div id="html_20f47e8027e64639a3ec086ef4979880" style="width: 100.0%; height: 100.0%;">CN Tower,Bathurst Quay,Island airport,Harbourfront West,King and Spadina,Railway Lands,South Niagara Cluster 6</div>`)[0];
            popup_415da3f8e53149aba96d57fae464c6af.setContent(html_20f47e8027e64639a3ec086ef4979880);
        

        circle_marker_1ba1770c5aef44748c2192fd62b54c23.bindPopup(popup_415da3f8e53149aba96d57fae464c6af)
        ;

        
    
    
            var circle_marker_b50603a0c7c148a08116fd99b27ae347 = L.circleMarker(
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            ).addTo(map_c9c453069f5647f3b06a143caa24ace6);
        
    
        var popup_54fc939b93794606b2a43f59ecce2edd = L.popup({"maxWidth": "100%"});

        
            var html_f2c444fad9864b3886e0562d0ab52faf = $(`<div id="html_f2c444fad9864b3886e0562d0ab52faf" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes 25 The Esplanade Cluster 4</div>`)[0];
            popup_54fc939b93794606b2a43f59ecce2edd.setContent(html_f2c444fad9864b3886e0562d0ab52faf);
        

        circle_marker_b50603a0c7c148a08116fd99b27ae347.bindPopup(popup_54fc939b93794606b2a43f59ecce2edd)
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            var circle_marker_fd8fe06e82b243f8bec75c4e70b6d966 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#40ecd4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#40ecd4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_c9c453069f5647f3b06a143caa24ace6);
        
    
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      "text/plain": [
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     "execution_count": 38,
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   "source": [
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  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:53:14.507949Z",
     "start_time": "2019-10-16T08:53:14.381851Z"
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   },
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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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_c6d2cc512e3048fca73c299ba96b6e8e = L.popup({"maxWidth": "100%"});

        
            var html_50bff0c2430d413fb15a0babb60faa15 = $(`<div id="html_50bff0c2430d413fb15a0babb60faa15" style="width: 100.0%; height: 100.0%;">Davisville Cluster 1</div>`)[0];
            popup_c6d2cc512e3048fca73c299ba96b6e8e.setContent(html_50bff0c2430d413fb15a0babb60faa15);
        

        circle_marker_b444f6eb8a9a4a70b7defaea986392c0.bindPopup(popup_c6d2cc512e3048fca73c299ba96b6e8e)
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            var circle_marker_ee111ce351714485a281ccde1ac04d54 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#2adddd", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#2adddd", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_028ba42e374b49dfb72af59ac2d7d449 = L.popup({"maxWidth": "100%"});

        
            var html_2361bb37c28744978c0186c5c05893ca = $(`<div id="html_2361bb37c28744978c0186c5c05893ca" style="width: 100.0%; height: 100.0%;">Moore Park,Summerhill East Cluster 4</div>`)[0];
            popup_028ba42e374b49dfb72af59ac2d7d449.setContent(html_2361bb37c28744978c0186c5c05893ca);
        

        circle_marker_ee111ce351714485a281ccde1ac04d54.bindPopup(popup_028ba42e374b49dfb72af59ac2d7d449)
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            var circle_marker_25c0d475becb4dd9ad86af1613055f9d = 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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_3c1fc47e4e86421790d83f2b95b84651 = L.popup({"maxWidth": "100%"});

        
            var html_25b172a1aad94eb5878b13e0021ea15c = $(`<div id="html_25b172a1aad94eb5878b13e0021ea15c" style="width: 100.0%; height: 100.0%;">Deer Park,Forest Hill SE,Rathnelly,South Hill,Summerhill West Cluster 1</div>`)[0];
            popup_3c1fc47e4e86421790d83f2b95b84651.setContent(html_25b172a1aad94eb5878b13e0021ea15c);
        

        circle_marker_25c0d475becb4dd9ad86af1613055f9d.bindPopup(popup_3c1fc47e4e86421790d83f2b95b84651)
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            var circle_marker_1ee510b22f6c45bd9fc7e316df8c1e63 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_ef36a9853e414f72ba297ad61f3d1c72 = L.popup({"maxWidth": "100%"});

        
            var html_d85e76ee78124832af25a1e343f9f8e6 = $(`<div id="html_d85e76ee78124832af25a1e343f9f8e6" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 0</div>`)[0];
            popup_ef36a9853e414f72ba297ad61f3d1c72.setContent(html_d85e76ee78124832af25a1e343f9f8e6);
        

        circle_marker_1ee510b22f6c45bd9fc7e316df8c1e63.bindPopup(popup_ef36a9853e414f72ba297ad61f3d1c72)
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            var circle_marker_18da8df2f98646dba35cab7d2012ab03 = 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}
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        var popup_f13bfe9f293f4868bf30a91da51c5e68 = L.popup({"maxWidth": "100%"});

        
            var html_f8146c75b5b24d2dbc57b812d66b0b63 = $(`<div id="html_f8146c75b5b24d2dbc57b812d66b0b63" style="width: 100.0%; height: 100.0%;">Cabbagetown,St. James Town Cluster 1</div>`)[0];
            popup_f13bfe9f293f4868bf30a91da51c5e68.setContent(html_f8146c75b5b24d2dbc57b812d66b0b63);
        

        circle_marker_18da8df2f98646dba35cab7d2012ab03.bindPopup(popup_f13bfe9f293f4868bf30a91da51c5e68)
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            var circle_marker_4bb5e88c57294a20b959b4506a6197b6 = 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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_1a014e699c31401ca65477596475e35f = L.popup({"maxWidth": "100%"});

        
            var html_c519a774f1404c4e88f7921649b9ea79 = $(`<div id="html_c519a774f1404c4e88f7921649b9ea79" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1</div>`)[0];
            popup_1a014e699c31401ca65477596475e35f.setContent(html_c519a774f1404c4e88f7921649b9ea79);
        

        circle_marker_4bb5e88c57294a20b959b4506a6197b6.bindPopup(popup_1a014e699c31401ca65477596475e35f)
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            var circle_marker_ca7253d06fc24db19fbe3eab96bb2559 = L.circleMarker(
                [43.6542599, -79.3606359],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_3e8c7eca3879425bb89cd3fce8ffbc02 = L.popup({"maxWidth": "100%"});

        
            var html_8a37975ec715457690a83c00f5239c77 = $(`<div id="html_8a37975ec715457690a83c00f5239c77" style="width: 100.0%; height: 100.0%;">Harbourfront,Regent Park Cluster 1</div>`)[0];
            popup_3e8c7eca3879425bb89cd3fce8ffbc02.setContent(html_8a37975ec715457690a83c00f5239c77);
        

        circle_marker_ca7253d06fc24db19fbe3eab96bb2559.bindPopup(popup_3e8c7eca3879425bb89cd3fce8ffbc02)
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            var circle_marker_8a47047db09a4bafbb8fe66fd73307a8 = 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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_7d9d6005579a4d4db70c8feae5e74a76 = L.popup({"maxWidth": "100%"});

        
            var html_1e9b70ea1d414dbfbe92a5429fcfb1fd = $(`<div id="html_1e9b70ea1d414dbfbe92a5429fcfb1fd" style="width: 100.0%; height: 100.0%;">Ryerson,Garden District Cluster 1</div>`)[0];
            popup_7d9d6005579a4d4db70c8feae5e74a76.setContent(html_1e9b70ea1d414dbfbe92a5429fcfb1fd);
        

        circle_marker_8a47047db09a4bafbb8fe66fd73307a8.bindPopup(popup_7d9d6005579a4d4db70c8feae5e74a76)
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            var circle_marker_1c6906b676ad4dfd8290d8cfcdc4aeed = 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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_3929f383b3e0418e90599a0323e16dd5 = L.popup({"maxWidth": "100%"});

        
            var html_57ae35bb6c8a49b0a513702c205127b8 = $(`<div id="html_57ae35bb6c8a49b0a513702c205127b8" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1</div>`)[0];
            popup_3929f383b3e0418e90599a0323e16dd5.setContent(html_57ae35bb6c8a49b0a513702c205127b8);
        

        circle_marker_1c6906b676ad4dfd8290d8cfcdc4aeed.bindPopup(popup_3929f383b3e0418e90599a0323e16dd5)
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            var circle_marker_2406e9b2c6694751883759414011468d = 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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_27dc48b064db45639e09947aaeeadd5b = L.popup({"maxWidth": "100%"});

        
            var html_5493451a13d042f2a40c6c0ef15f3291 = $(`<div id="html_5493451a13d042f2a40c6c0ef15f3291" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 1</div>`)[0];
            popup_27dc48b064db45639e09947aaeeadd5b.setContent(html_5493451a13d042f2a40c6c0ef15f3291);
        

        circle_marker_2406e9b2c6694751883759414011468d.bindPopup(popup_27dc48b064db45639e09947aaeeadd5b)
        ;

        
    
    
            var circle_marker_b57fc3c0c9d648aa8fccc940d9c9d9c7 = L.circleMarker(
                [43.6579524, -79.3873826],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_1ad6dd8d43fd4d919eeace75a59ead1d = L.popup({"maxWidth": "100%"});

        
            var html_63a609f4f552454085623621f3edd636 = $(`<div id="html_63a609f4f552454085623621f3edd636" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 1</div>`)[0];
            popup_1ad6dd8d43fd4d919eeace75a59ead1d.setContent(html_63a609f4f552454085623621f3edd636);
        

        circle_marker_b57fc3c0c9d648aa8fccc940d9c9d9c7.bindPopup(popup_1ad6dd8d43fd4d919eeace75a59ead1d)
        ;

        
    
    
            var circle_marker_9f47cb4dee3240d2a2bdc454be2cf702 = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_8cf3eb32ce954a8dbd4730cf133b74e6 = L.popup({"maxWidth": "100%"});

        
            var html_db91a2cb0f784784bd54983f4a4b3953 = $(`<div id="html_db91a2cb0f784784bd54983f4a4b3953" style="width: 100.0%; height: 100.0%;">Adelaide,King,Richmond Cluster 1</div>`)[0];
            popup_8cf3eb32ce954a8dbd4730cf133b74e6.setContent(html_db91a2cb0f784784bd54983f4a4b3953);
        

        circle_marker_9f47cb4dee3240d2a2bdc454be2cf702.bindPopup(popup_8cf3eb32ce954a8dbd4730cf133b74e6)
        ;

        
    
    
            var circle_marker_d41c7415f380464481da5dc72212fa06 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_bc7496301f3d4248a9d65bd9bcad41e4 = L.popup({"maxWidth": "100%"});

        
            var html_02397b8bbad541669df6d7d6c5e38f03 = $(`<div id="html_02397b8bbad541669df6d7d6c5e38f03" style="width: 100.0%; height: 100.0%;">Harbourfront East,Toronto Islands,Union Station Cluster 1</div>`)[0];
            popup_bc7496301f3d4248a9d65bd9bcad41e4.setContent(html_02397b8bbad541669df6d7d6c5e38f03);
        

        circle_marker_d41c7415f380464481da5dc72212fa06.bindPopup(popup_bc7496301f3d4248a9d65bd9bcad41e4)
        ;

        
    
    
            var circle_marker_4071b9bb2b444a0c8d6f94a2ddc63899 = 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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_09a400ecf36b4c10bee4f1c161d7b18c = L.popup({"maxWidth": "100%"});

        
            var html_532d5aa6e09145e08799a217633d7778 = $(`<div id="html_532d5aa6e09145e08799a217633d7778" style="width: 100.0%; height: 100.0%;">Design Exchange,Toronto Dominion Centre Cluster 1</div>`)[0];
            popup_09a400ecf36b4c10bee4f1c161d7b18c.setContent(html_532d5aa6e09145e08799a217633d7778);
        

        circle_marker_4071b9bb2b444a0c8d6f94a2ddc63899.bindPopup(popup_09a400ecf36b4c10bee4f1c161d7b18c)
        ;

        
    
    
            var circle_marker_19a5f5a7a69c45e88bc1737d8407178f = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_78f39c9b4ffd4257bd9f7923e69f057f = L.popup({"maxWidth": "100%"});

        
            var html_6f2a7660dc934d1396029b077afb2764 = $(`<div id="html_6f2a7660dc934d1396029b077afb2764" style="width: 100.0%; height: 100.0%;">Commerce Court,Victoria Hotel Cluster 1</div>`)[0];
            popup_78f39c9b4ffd4257bd9f7923e69f057f.setContent(html_6f2a7660dc934d1396029b077afb2764);
        

        circle_marker_19a5f5a7a69c45e88bc1737d8407178f.bindPopup(popup_78f39c9b4ffd4257bd9f7923e69f057f)
        ;

        
    
    
            var circle_marker_6c0c18bcf4b8435dacef164df6f5802b = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#10a2f0", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#10a2f0", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_5316efdd0cfd496c8e322a52e31b3e23 = L.popup({"maxWidth": "100%"});

        
            var html_95422c7d10d24c92bd4d14c395696d8b = $(`<div id="html_95422c7d10d24c92bd4d14c395696d8b" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 3</div>`)[0];
            popup_5316efdd0cfd496c8e322a52e31b3e23.setContent(html_95422c7d10d24c92bd4d14c395696d8b);
        

        circle_marker_6c0c18bcf4b8435dacef164df6f5802b.bindPopup(popup_5316efdd0cfd496c8e322a52e31b3e23)
        ;

        
    
    
            var circle_marker_3bc429def04e480da8a94da63fc7b423 = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#d4dd80", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#d4dd80", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_11abbd26f2a2435498d786bea769f6c1 = L.popup({"maxWidth": "100%"});

        
            var html_8cdd011ac9ba42339500747ced314c79 = $(`<div id="html_8cdd011ac9ba42339500747ced314c79" style="width: 100.0%; height: 100.0%;">Forest Hill North,Forest Hill West Cluster 7</div>`)[0];
            popup_11abbd26f2a2435498d786bea769f6c1.setContent(html_8cdd011ac9ba42339500747ced314c79);
        

        circle_marker_3bc429def04e480da8a94da63fc7b423.bindPopup(popup_11abbd26f2a2435498d786bea769f6c1)
        ;

        
    
    
            var circle_marker_57c68cc856f143f982b078b0b56cb3d4 = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"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_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_60623dbd5285485a8a293cf1f8a919d2 = L.popup({"maxWidth": "100%"});

        
            var html_52a8536fb614446e9537bfdb48bed8c3 = $(`<div id="html_52a8536fb614446e9537bfdb48bed8c3" style="width: 100.0%; height: 100.0%;">The Annex,North Midtown,Yorkville Cluster 1</div>`)[0];
            popup_60623dbd5285485a8a293cf1f8a919d2.setContent(html_52a8536fb614446e9537bfdb48bed8c3);
        

        circle_marker_57c68cc856f143f982b078b0b56cb3d4.bindPopup(popup_60623dbd5285485a8a293cf1f8a919d2)
        ;

        
    
    
            var circle_marker_87875875528d4cea9a7f226a2cdda7b2 = L.circleMarker(
                [43.6626956, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#9cfba4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#9cfba4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_71c05ae7c14649c1b66125c97a0e6353);
        
    
        var popup_8a455686df2c4c109b4bbb56727bf63d = L.popup({"maxWidth": "100%"});

        
            var html_22188c05062b43d693b235fd49445661 = $(`<div id="html_22188c05062b43d693b235fd49445661" style="width: 100.0%; height: 100.0%;">Harbord,University of Toronto Cluster 6</div>`)[0];
            popup_8a455686df2c4c109b4bbb56727bf63d.setContent(html_22188c05062b43d693b235fd49445661);
        

        circle_marker_87875875528d4cea9a7f226a2cdda7b2.bindPopup(popup_8a455686df2c4c109b4bbb56727bf63d)
        ;

        
    
    
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x127458208>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Kmeans_folium(num_clusters=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choosing cluster names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In my opinion, choosing 4 clusters seems a reasonable choice in our case"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Food Cluster (Cafès, Restaurants, Bars, Coffee Shops)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:54:08.665408Z",
     "start_time": "2019-10-16T08:54:08.629910Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>Gay Bar</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Bubble Tea Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pub</td>\n",
       "      <td>Park</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Theater</td>\n",
       "      <td>Playground</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Lingerie Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Cheese Shop</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Gym / Fitness Center</td>\n",
       "      <td>Salad Place</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Aquarium</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Café</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sporting Goods Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Gastropub</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>History Museum</td>\n",
       "      <td>BBQ Joint</td>\n",
       "      <td>Indian Restaurant</td>\n",
       "      <td>Jewish Restaurant</td>\n",
       "      <td>Liquor Store</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Flower Shop</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Beer Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Vegetarian / Vegan Restaurant</td>\n",
       "      <td>Café</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Airport Lounge</td>\n",
       "      <td>Airport Service</td>\n",
       "      <td>Airport Terminal</td>\n",
       "      <td>Boat or Ferry</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Airport</td>\n",
       "      <td>Airport Food Court</td>\n",
       "      <td>Airport Gate</td>\n",
       "      <td>Harbor / Marina</td>\n",
       "      <td>Boutique</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Seafood Restaurant</td>\n",
       "      <td>Beer Bar</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Café</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Steakhouse</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Burger Joint</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Baby Store</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Athletics &amp; Sports</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Supermarket</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Café</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Art Gallery</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Café</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>French Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Nightclub</td>\n",
       "      <td>Convenience Store</td>\n",
       "      <td>Performing Arts Venue</td>\n",
       "      <td>Pet Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Mexican Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Thai Restaurant</td>\n",
       "      <td>Flea Market</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Music Venue</td>\n",
       "      <td>Diner</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Cajun / Creole Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>Gift Shop</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>West Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Café</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Bookstore</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Food</td>\n",
       "      <td>South American Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>East Toronto</td>\n",
       "      <td>0</td>\n",
       "      <td>Light Rail Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Auto Workshop</td>\n",
       "      <td>Garden Center</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Comic Shop</td>\n",
       "      <td>Park</td>\n",
       "      <td>Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels          1st Most Common Venue  \\\n",
       "37      East Toronto               0           Other Great Outdoors   \n",
       "41      East Toronto               0               Greek Restaurant   \n",
       "42      East Toronto               0                        Brewery   \n",
       "43      East Toronto               0                           Café   \n",
       "45   Central Toronto               0                    Pizza Place   \n",
       "46   Central Toronto               0                    Coffee Shop   \n",
       "47   Central Toronto               0                   Dessert Shop   \n",
       "49   Central Toronto               0                    Coffee Shop   \n",
       "51  Downtown Toronto               0                         Bakery   \n",
       "52  Downtown Toronto               0                    Coffee Shop   \n",
       "53  Downtown Toronto               0                    Coffee Shop   \n",
       "54  Downtown Toronto               0                    Coffee Shop   \n",
       "55  Downtown Toronto               0                    Coffee Shop   \n",
       "56  Downtown Toronto               0                    Coffee Shop   \n",
       "57  Downtown Toronto               0                    Coffee Shop   \n",
       "58  Downtown Toronto               0                    Coffee Shop   \n",
       "59  Downtown Toronto               0                    Coffee Shop   \n",
       "60  Downtown Toronto               0                    Coffee Shop   \n",
       "61  Downtown Toronto               0                    Coffee Shop   \n",
       "65   Central Toronto               0                           Café   \n",
       "66  Downtown Toronto               0                           Café   \n",
       "67  Downtown Toronto               0  Vegetarian / Vegan Restaurant   \n",
       "68  Downtown Toronto               0                 Airport Lounge   \n",
       "69  Downtown Toronto               0                    Coffee Shop   \n",
       "70  Downtown Toronto               0                    Coffee Shop   \n",
       "75  Downtown Toronto               0                           Café   \n",
       "76      West Toronto               0                         Bakery   \n",
       "77      West Toronto               0                            Bar   \n",
       "78      West Toronto               0                           Café   \n",
       "82      West Toronto               0                           Café   \n",
       "83      West Toronto               0                 Breakfast Spot   \n",
       "84      West Toronto               0                           Café   \n",
       "87      East Toronto               0             Light Rail Station   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "37                   Pub     Health Food Store                 Trail   \n",
       "41           Coffee Shop        Ice Cream Shop    Italian Restaurant   \n",
       "42            Steakhouse      Sushi Restaurant    Italian Restaurant   \n",
       "43           Coffee Shop                Bakery    Italian Restaurant   \n",
       "45        Breakfast Spot          Dance Studio     Food & Drink Shop   \n",
       "46   Sporting Goods Shop           Yoga Studio            Bagel Shop   \n",
       "47        Sandwich Place           Coffee Shop      Sushi Restaurant   \n",
       "49                   Pub   American Restaurant          Liquor Store   \n",
       "51           Coffee Shop                  Café           Pizza Place   \n",
       "52      Sushi Restaurant   Japanese Restaurant               Gay Bar   \n",
       "53                Bakery                  Café                   Pub   \n",
       "54        Clothing Store        Cosmetics Shop    Italian Restaurant   \n",
       "55                  Café                 Hotel            Restaurant   \n",
       "56          Cocktail Bar        Farmers Market                Bakery   \n",
       "57    Italian Restaurant        Sandwich Place                  Café   \n",
       "58                  Café                   Bar       Thai Restaurant   \n",
       "59              Aquarium                 Hotel                  Café   \n",
       "60                  Café                 Hotel            Restaurant   \n",
       "61                  Café                 Hotel            Restaurant   \n",
       "65        Sandwich Place           Coffee Shop        History Museum   \n",
       "66                Bakery            Restaurant   Japanese Restaurant   \n",
       "67                  Café    Chinese Restaurant                   Bar   \n",
       "68       Airport Service      Airport Terminal         Boat or Ferry   \n",
       "69                  Café            Restaurant    Italian Restaurant   \n",
       "70                  Café                 Hotel            Restaurant   \n",
       "75         Grocery Store                  Park     Convenience Store   \n",
       "76           Supermarket              Pharmacy                  Café   \n",
       "77           Men's Store           Coffee Shop      Asian Restaurant   \n",
       "78           Yoga Studio                Bakery        Breakfast Spot   \n",
       "82    Mexican Restaurant                   Bar       Thai Restaurant   \n",
       "83             Gift Shop               Dog Run          Dessert Shop   \n",
       "84           Coffee Shop           Pizza Place    Italian Restaurant   \n",
       "87           Yoga Studio         Auto Workshop         Garden Center   \n",
       "\n",
       "          5th Most Common Venue      6th Most Common Venue  \\\n",
       "37                      Dog Run           Doner Restaurant   \n",
       "41       Furniture / Home Store                Pizza Place   \n",
       "42               Sandwich Place                        Pub   \n",
       "43          American Restaurant                Yoga Studio   \n",
       "45               Clothing Store                      Hotel   \n",
       "46         Gym / Fitness Center             Clothing Store   \n",
       "47           Italian Restaurant                Pizza Place   \n",
       "49           Light Rail Station                 Sports Bar   \n",
       "51                   Restaurant                        Pub   \n",
       "52                   Restaurant                Yoga Studio   \n",
       "53                         Park         Mexican Restaurant   \n",
       "54                         Café  Middle Eastern Restaurant   \n",
       "55               Clothing Store                     Bakery   \n",
       "56                     Beer Bar                 Steakhouse   \n",
       "57               Ice Cream Shop               Burger Joint   \n",
       "58          American Restaurant                 Steakhouse   \n",
       "59          Fried Chicken Joint         Italian Restaurant   \n",
       "60                          Bar              Deli / Bodega   \n",
       "61          American Restaurant              Deli / Bodega   \n",
       "65                    BBQ Joint          Indian Restaurant   \n",
       "66                          Bar                  Bookstore   \n",
       "67        Vietnamese Restaurant         Mexican Restaurant   \n",
       "68                  Coffee Shop                    Airport   \n",
       "69           Seafood Restaurant                   Beer Bar   \n",
       "70                   Steakhouse        American Restaurant   \n",
       "75                    Nightclub                      Diner   \n",
       "76                         Bank                        Bar   \n",
       "77      New American Restaurant               Cocktail Bar   \n",
       "78                  Coffee Shop         Italian Restaurant   \n",
       "82                  Flea Market     Furniture / Home Store   \n",
       "83  Eastern European Restaurant                        Bar   \n",
       "84             Sushi Restaurant              Grocery Store   \n",
       "87                       Garden       Fast Food Restaurant   \n",
       "\n",
       "      7th Most Common Venue      8th Most Common Venue  \\\n",
       "37               Donut Shop        Dumpling Restaurant   \n",
       "41                Bookstore                    Brewery   \n",
       "42           Ice Cream Shop              Movie Theater   \n",
       "43  Comfort Food Restaurant                    Brewery   \n",
       "45           Sandwich Place                       Park   \n",
       "46       Chinese Restaurant               Dessert Shop   \n",
       "47                     Café                        Gym   \n",
       "49               Restaurant                 Bagel Shop   \n",
       "51       Italian Restaurant                  Gift Shop   \n",
       "52              Men's Store                       Café   \n",
       "53               Restaurant             Breakfast Spot   \n",
       "54           Lingerie Store       Fast Food Restaurant   \n",
       "55       Italian Restaurant             Cosmetics Shop   \n",
       "56              Cheese Shop         Seafood Restaurant   \n",
       "57      Fried Chicken Joint       Gym / Fitness Center   \n",
       "58         Sushi Restaurant                 Restaurant   \n",
       "59                  Brewery             Scenic Lookout   \n",
       "60       Italian Restaurant                  Gastropub   \n",
       "61                Gastropub                 Steakhouse   \n",
       "65        Jewish Restaurant               Liquor Store   \n",
       "66           Sandwich Place                Flower Shop   \n",
       "67      Dumpling Restaurant                Coffee Shop   \n",
       "68       Airport Food Court               Airport Gate   \n",
       "69             Cocktail Bar                      Hotel   \n",
       "70                      Bar               Burger Joint   \n",
       "75               Baby Store         Italian Restaurant   \n",
       "76              Music Venue  Middle Eastern Restaurant   \n",
       "77              Pizza Place                       Café   \n",
       "78                Nightclub          Convenience Store   \n",
       "82              Music Venue                      Diner   \n",
       "83                     Bank              Movie Theater   \n",
       "84                Bookstore                        Bar   \n",
       "87           Farmers Market                 Comic Shop   \n",
       "\n",
       "          9th Most Common Venue     10th Most Common Venue  \n",
       "37  Eastern European Restaurant              Women's Store  \n",
       "41              Bubble Tea Shop                       Café  \n",
       "42                Burrito Place          Fish & Chips Shop  \n",
       "43           Seafood Restaurant             Sandwich Place  \n",
       "45            Convenience Store                        Gym  \n",
       "46          Rental Car Location                 Restaurant  \n",
       "47             Toy / Game Store             Farmers Market  \n",
       "49                  Supermarket           Sushi Restaurant  \n",
       "51                        Diner                       Bank  \n",
       "52                 Burger Joint            Bubble Tea Shop  \n",
       "53                      Theater                 Playground  \n",
       "54                    Bookstore                 Restaurant  \n",
       "55                    Gastropub               Cocktail Bar  \n",
       "56                         Café          Indian Restaurant  \n",
       "57                  Salad Place        Japanese Restaurant  \n",
       "58             Asian Restaurant                      Hotel  \n",
       "59                         Park        Sporting Goods Shop  \n",
       "60                   Steakhouse         Seafood Restaurant  \n",
       "61           Italian Restaurant                        Gym  \n",
       "65               Cosmetics Shop                       Park  \n",
       "66                     Beer Bar                 Beer Store  \n",
       "67                       Bakery               Cocktail Bar  \n",
       "68              Harbor / Marina                   Boutique  \n",
       "69               Breakfast Spot        Japanese Restaurant  \n",
       "70             Asian Restaurant                        Gym  \n",
       "75                   Restaurant         Athletics & Sports  \n",
       "76                  Art Gallery                       Park  \n",
       "77                   Restaurant          French Restaurant  \n",
       "78        Performing Arts Venue                  Pet Store  \n",
       "82               Discount Store  Cajun / Creole Restaurant  \n",
       "83           Italian Restaurant                 Restaurant  \n",
       "84                         Food  South American Restaurant  \n",
       "87                         Park                 Restaurant  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_merged.loc[to_merged['Cluster Labels'] == 0, to_merged.columns[[1] + list(range(5, to_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Home Service and Garden Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:54:10.947796Z",
     "start_time": "2019-10-16T08:54:10.929684Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>63</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>1</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Garden</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Filipino Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "63  Central Toronto               1          Home Service   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "63                Garden         Women's Store        Discount Store   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "63   Filipino Restaurant  Fast Food Restaurant        Farmers Market   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "63    Falafel Restaurant           Event Space   Ethiopian Restaurant  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_merged.loc[to_merged['Cluster Labels'] == 1, to_merged.columns[[1] + list(range(5, to_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Park Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:54:13.051797Z",
     "start_time": "2019-10-16T08:54:13.032870Z"
    }
   },
   "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>44</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Swim School</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>2</td>\n",
       "      <td>Park</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Building</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Farmers Market</td>\n",
       "      <td>Falafel Restaurant</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>Ethiopian Restaurant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>2</td>\n",
       "      <td>Bus Line</td>\n",
       "      <td>Jewelry Store</td>\n",
       "      <td>Park</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Electronics Store</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "44   Central Toronto               2                  Park   \n",
       "50  Downtown Toronto               2                  Park   \n",
       "64   Central Toronto               2              Bus Line   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "44           Swim School              Bus Line         Women's Store   \n",
       "50            Playground                 Trail              Building   \n",
       "64         Jewelry Store                  Park      Sushi Restaurant   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "44        Discount Store  Fast Food Restaurant        Farmers Market   \n",
       "50        Discount Store  Fast Food Restaurant        Farmers Market   \n",
       "64                 Trail         Women's Store   Dumpling Restaurant   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "44    Falafel Restaurant           Event Space   Ethiopian Restaurant  \n",
       "50    Falafel Restaurant           Event Space   Ethiopian Restaurant  \n",
       "64      Doner Restaurant            Donut Shop      Electronics Store  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_merged.loc[to_merged['Cluster Labels'] == 2, to_merged.columns[[1] + list(range(5, to_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Playground Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-16T08:54:15.903578Z",
     "start_time": "2019-10-16T08:54:15.886063Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</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>48</th>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>3</td>\n",
       "      <td>Playground</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Tennis Court</td>\n",
       "      <td>Dumpling Restaurant</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Dog Run</td>\n",
       "      <td>Doner Restaurant</td>\n",
       "      <td>Donut Shop</td>\n",
       "      <td>Eastern European Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Borough  Cluster Labels 1st Most Common Venue  \\\n",
       "48  Central Toronto               3            Playground   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "48            Restaurant                   Gym          Tennis Court   \n",
       "\n",
       "   5th Most Common Venue 6th Most Common Venue 7th Most Common Venue  \\\n",
       "48   Dumpling Restaurant        Discount Store               Dog Run   \n",
       "\n",
       "   8th Most Common Venue 9th Most Common Venue       10th Most Common Venue  \n",
       "48      Doner Restaurant            Donut Shop  Eastern European Restaurant  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_merged.loc[to_merged['Cluster Labels'] == 3, to_merged.columns[[1] + list(range(5, to_merged.shape[1]))]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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