Final_notebook_Cap_ProjFIN.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WHERE IN TORONTO SHOULD I OPEN MY RESTAURANT?\n",
    "\n",
    "Guglielmo Sanchini\n",
    "\n",
    "If folium maps dont display, run the code or look at them in the presentation or in the report."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:28.572449Z",
     "start_time": "2019-10-20T12:47:24.987400Z"
    }
   },
   "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",
    "\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 re # used for regular expressions\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",
    "import seaborn as sns #a beautiful plotting library\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# to save and load files\n",
    "import pickle\n",
    "\n",
    "# to display a progress bar\n",
    "from IPython.display import clear_output\n",
    "\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**These are the credentials I used for Foursquare, which I will obviously hide**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:28.583127Z",
     "start_time": "2019-10-20T12:47:28.576677Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: ********\n",
      "CLIENT_SECRET: ********\n"
     ]
    }
   ],
   "source": [
    "CLIENT_ID = '********' # Foursquare ID\n",
    "CLIENT_SECRET = '********' # 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": [
    "## Data Preparation, Cleaning and Transformation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Here I download the list of postal codes of Toronto, the names of Boroughs and Neighbourhoods. \n",
    "Then I restrict my analysis to the Boroughs whose name contains \"Toronto\"**\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:32.417081Z",
     "start_time": "2019-10-20T12:47:31.833868Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode           Borough     Neighbourhood\n",
       "0        M1A      Not assigned      Not assigned\n",
       "1        M2A      Not assigned      Not assigned\n",
       "2        M3A        North York         Parkwoods\n",
       "3        M4A        North York  Victoria Village\n",
       "4        M5A  Downtown Toronto      Harbourfront"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "link = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\n",
    "tables = pd.read_html(link,header=0)\n",
    "df = tables[0]\n",
    "df.columns = [\"PostalCode\", \"Borough\", \"Neighbourhood\"]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:32.454447Z",
     "start_time": "2019-10-20T12:47:32.420746Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>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": [
    "#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()\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:33.262467Z",
     "start_time": "2019-10-20T12:47:33.245875Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#taking a dataframe which relates postal codes with their coordinates\n",
    "GC = pd.read_csv(\"Geospatial_Coordinates.csv\")\n",
    "GC.columns=[\"PostalCode\", \"Latitude\", \"Longitude\"]\n",
    "GC.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:33.754058Z",
     "start_time": "2019-10-20T12:47:33.731766Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PostalCode</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M4E</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches</td>\n",
       "      <td>43.676357</td>\n",
       "      <td>-79.293031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4K</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Danforth West,Riverdale</td>\n",
       "      <td>43.679557</td>\n",
       "      <td>-79.352188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M4L</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>The Beaches West,India Bazaar</td>\n",
       "      <td>43.668999</td>\n",
       "      <td>-79.315572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4M</td>\n",
       "      <td>East Toronto</td>\n",
       "      <td>Studio District</td>\n",
       "      <td>43.659526</td>\n",
       "      <td>-79.340923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M4N</td>\n",
       "      <td>Central Toronto</td>\n",
       "      <td>Lawrence Park</td>\n",
       "      <td>43.728020</td>\n",
       "      <td>-79.388790</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PostalCode          Borough                  Neighbourhood   Latitude  \\\n",
       "0        M4E     East Toronto                    The Beaches  43.676357   \n",
       "1        M4K     East Toronto    The Danforth West,Riverdale  43.679557   \n",
       "2        M4L     East Toronto  The Beaches West,India Bazaar  43.668999   \n",
       "3        M4M     East Toronto                Studio District  43.659526   \n",
       "4        M4N  Central Toronto                  Lawrence Park  43.728020   \n",
       "\n",
       "   Longitude  \n",
       "0 -79.293031  \n",
       "1 -79.352188  \n",
       "2 -79.315572  \n",
       "3 -79.340923  \n",
       "4 -79.388790  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#joining the dataframes using the column \"PostalCode\" they have in common\n",
    "DF = df.join(GC.set_index(\"PostalCode\"), on=\"PostalCode\")\n",
    "DF.head()\n",
    "\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, :].reset_index(drop=True)\n",
    "DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:34.159769Z",
     "start_time": "2019-10-20T12:47:34.153966Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(38, 5)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Now for each of the 38 pairs of latitude-longitude correspondence we find (at most)10 restaurants and some related infos, and store this a new dataframe**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:34.618621Z",
     "start_time": "2019-10-20T12:47:34.609877Z"
    }
   },
   "outputs": [],
   "source": [
    "# this function takes latitude and longitude as input and executes a query for restaurants within \n",
    "# 1000 meters from the input location\n",
    "# it then puts them into a dataframe and returns it after some cleaning operations\n",
    "\n",
    "def create_rest_df(latitude, longitude):\n",
    "    \n",
    "    LIMIT=10\n",
    "    search_query = 'Restaurant'\n",
    "    radius = 1000\n",
    "\n",
    "    url = 'https://api.foursquare.com/v2/venues/search?client_id={}&client_secret={}&ll={},{}&v={}&query={}&radius={}&limit={}'. \\\n",
    "    format(CLIENT_ID, CLIENT_SECRET, latitude, longitude, VERSION, search_query, radius, LIMIT)\n",
    "\n",
    "    results = requests.get(url).json()\n",
    "    venues = results['response']['venues']\n",
    "\n",
    "    # tranform venues into a dataframe\n",
    "    dataframe = json_normalize(venues)\n",
    "    #dataframe.head()\n",
    "    filtered_columns = ['name', 'categories'] + [col for col in dataframe.columns if col.startswith('location.')] + ['id']\n",
    "    dataframe_filtered = dataframe.loc[:, filtered_columns]\n",
    "\n",
    "    # function that extracts the category of the venue\n",
    "    def get_category_type(row):\n",
    "        try:\n",
    "            categories_list = row['categories']\n",
    "        except:\n",
    "            categories_list = row['venue.categories']\n",
    "\n",
    "        if len(categories_list) == 0:\n",
    "            return None\n",
    "        else:\n",
    "            return categories_list[0]['name']\n",
    "\n",
    "    # filter the category for each row\n",
    "    dataframe_filtered['categories'] = dataframe_filtered.apply(get_category_type, axis=1)\n",
    "\n",
    "    # clean column names by keeping only last term\n",
    "    dataframe_filtered.columns = [column.split('.')[-1] for column in dataframe_filtered.columns]\n",
    "\n",
    "#     dataframe_filtered = dataframe_filtered.drop([\"cc\", \"crossStreet\", \n",
    "#                                                   \"formattedAddress\", \"labeledLatLngs\", \"state\"], 1)\n",
    "\n",
    "    return dataframe_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:34.999873Z",
     "start_time": "2019-10-20T12:47:34.990167Z"
    }
   },
   "outputs": [],
   "source": [
    "# this function takes a dataframe as input and adds the columns of TIPCOUNT, PRICE, NUMBER OF LIKES, RATING AND NUMBER OF PHOTOS\n",
    "#using as usual the foursquare API\n",
    "# it returns the new dataframe\n",
    "def add_columns(dat):\n",
    "    \n",
    "    tipc_info = []\n",
    "    pric = []\n",
    "    likes = []\n",
    "    rating = []\n",
    "    photos = []\n",
    "\n",
    "    for index in dat.id:\n",
    "            \n",
    "            venue_id = index \n",
    "            url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.\\\n",
    "            format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
    "            result = requests.get(url).json()\n",
    "            #print(result)\n",
    "            tipc_info.append(result['response']['venue'][\"stats\"][\"tipCount\"])\n",
    "            try:\n",
    "                pric.append(result['response']['venue'][\"price\"][\"message\"])\n",
    "            except:\n",
    "                pric.append(\"No\")\n",
    "            likes.append(result['response']['venue'][\"likes\"][\"count\"])\n",
    "            try:\n",
    "                rating.append(result['response']['venue'][\"rating\"])\n",
    "            except:\n",
    "                rating.append(\"No\")\n",
    "            photos.append(result['response']['venue'][\"photos\"][\"count\"])\n",
    "\n",
    "    dat[\"TipCount\"] = tipc_info\n",
    "    dat[\"Price\"] = pric\n",
    "    dat[\"Likes\"] = likes\n",
    "    dat[\"Rating\"] = rating\n",
    "    dat[\"Photos\"] = photos\n",
    "        \n",
    "            \n",
    "    \n",
    "    return dat "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:35.380728Z",
     "start_time": "2019-10-20T12:47:35.377217Z"
    }
   },
   "outputs": [],
   "source": [
    "# here we create the dataframe of the restaurants aorund the 38 locations we found previously, and we enrich it with\n",
    "# other pieces of information using the add_columns function\n",
    "\n",
    "# df_list = []\n",
    "\n",
    "# for i in range(len(DF)):\n",
    "    \n",
    "#     clear_output(wait=True)\n",
    "    \n",
    "#     latitude, longitude = DF.Latitude[i], DF.Longitude[i]\n",
    "    \n",
    "#     df = create_rest_df(latitude, longitude)\n",
    "    \n",
    "#     #df = add_columns(df)\n",
    "    \n",
    "#     df_list.append(df)\n",
    "    \n",
    "#     print(\"PROGRESS: \", np.round(i/(len(DF)-1) *100 ,2),\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:35.738891Z",
     "start_time": "2019-10-20T12:47:35.735758Z"
    }
   },
   "outputs": [],
   "source": [
    "# TO SAVE\n",
    "\n",
    "# with open('df_list', 'wb') as f:\n",
    "#      pickle.dump(df_list, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:36.116216Z",
     "start_time": "2019-10-20T12:47:36.061190Z"
    }
   },
   "outputs": [],
   "source": [
    "# TO LOAD\n",
    "\n",
    "with open('df_list', 'rb') as f:\n",
    "        df_list = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:36.519524Z",
     "start_time": "2019-10-20T12:47:36.409701Z"
    }
   },
   "outputs": [],
   "source": [
    "# we drop some columns that for some groups of restaurants are all NaNs\n",
    "for i in range(len(DF)):\n",
    "    \n",
    "    try:\n",
    "        \n",
    "        df_list[i] = df_list[i].drop([\"crossStreet\"], 1)\n",
    "    \n",
    "    except:\n",
    "        \n",
    "        pass\n",
    "    \n",
    "    try:\n",
    "        \n",
    "        df_list[i] = df_list[i].drop([\"neighborhood\"], 1)\n",
    "    \n",
    "    except:\n",
    "        \n",
    "        pass   \n",
    "    \n",
    "    try:\n",
    "        \n",
    "        df_list[i] = df_list[i].drop([\"postalCode\"], 1)\n",
    "    \n",
    "    except:\n",
    "        \n",
    "        pass "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:36.842761Z",
     "start_time": "2019-10-20T12:47:36.773229Z"
    }
   },
   "outputs": [],
   "source": [
    "df_fin = pd.concat([df_list[0], df_list[1], df_list[2], df_list[3], df_list[4], df_list[5],\n",
    "           df_list[6], df_list[7], df_list[8], df_list[9], df_list[10], df_list[11],\n",
    "           df_list[12], df_list[13], df_list[14], df_list[15], df_list[16], df_list[17],\n",
    "           df_list[18], df_list[19], df_list[20], df_list[21], df_list[22], df_list[23],\n",
    "           df_list[24], df_list[25], df_list[26], df_list[27], df_list[28], df_list[29],\n",
    "           df_list[30], df_list[31], df_list[32], df_list[33], df_list[34], df_list[35],\n",
    "           df_list[36], df_list[37]]).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:37.134085Z",
     "start_time": "2019-10-20T12:47:37.109307Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>address</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>id</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Isabella’s Boutique Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>2328 Queen St E</td>\n",
       "      <td>43.673767</td>\n",
       "      <td>-79.282703</td>\n",
       "      <td>587bae87286804584acd2a7a</td>\n",
       "      <td>3</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Seaspray Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>629 Kingston Rd</td>\n",
       "      <td>43.678888</td>\n",
       "      <td>-79.298167</td>\n",
       "      <td>4dbc53541e72b351caafda72</td>\n",
       "      <td>3</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kingston Chinese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>955 Kingston Road</td>\n",
       "      <td>43.682120</td>\n",
       "      <td>-79.285980</td>\n",
       "      <td>523e2174498e5496ed8739a7</td>\n",
       "      <td>0</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spiaggia Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>2318 Queen St E</td>\n",
       "      <td>43.673578</td>\n",
       "      <td>-79.283236</td>\n",
       "      <td>4c007bc59cf52d7f9be813e7</td>\n",
       "      <td>1</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Honey Bee Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>2028 Queen St E.</td>\n",
       "      <td>43.670409</td>\n",
       "      <td>-79.298406</td>\n",
       "      <td>4ae38f3ff964a520ab9621e3</td>\n",
       "      <td>3</td>\n",
       "      <td>Very Expensive</td>\n",
       "      <td>2</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             name           categories            address  \\\n",
       "0  Isabella’s Boutique Restaurant  Japanese Restaurant    2328 Queen St E   \n",
       "1             Seaspray Restaurant     Asian Restaurant    629 Kingston Rd   \n",
       "2     Kingston Chinese Restaurant   Chinese Restaurant  955 Kingston Road   \n",
       "3             Spiaggia Restaurant   Italian Restaurant    2318 Queen St E   \n",
       "4            Honey Bee Restaurant   Chinese Restaurant   2028 Queen St E.   \n",
       "\n",
       "         lat        lng                        id  TipCount           Price  \\\n",
       "0  43.673767 -79.282703  587bae87286804584acd2a7a         3        Moderate   \n",
       "1  43.678888 -79.298167  4dbc53541e72b351caafda72         3           Cheap   \n",
       "2  43.682120 -79.285980  523e2174498e5496ed8739a7         0           Cheap   \n",
       "3  43.673578 -79.283236  4c007bc59cf52d7f9be813e7         1        Moderate   \n",
       "4  43.670409 -79.298406  4ae38f3ff964a520ab9621e3         3  Very Expensive   \n",
       "\n",
       "   Likes Rating  Photos  \n",
       "0      6    7.7      10  \n",
       "1      2     No       8  \n",
       "2      0     No       0  \n",
       "3      0     No       0  \n",
       "4      2     No       0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fin = df_fin.drop([\"cc\", \"city\", \"country\", \"distance\", \"formattedAddress\", \"labeledLatLngs\", \"state\"], 1)\n",
    "df_fin = df_fin.drop_duplicates(keep=\"first\")\n",
    "df_fin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:37.419370Z",
     "start_time": "2019-10-20T12:47:37.412817Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(213, 11)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fin.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:37.826476Z",
     "start_time": "2019-10-20T12:47:37.772893Z"
    }
   },
   "outputs": [],
   "source": [
    "# we substitute \"No\"s with zeroes\n",
    "df_fin.Rating = df_fin.Rating.replace(\"No\", \"0\").astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:38.160074Z",
     "start_time": "2019-10-20T12:47:38.154421Z"
    }
   },
   "outputs": [],
   "source": [
    "# we remove the tow rows related to offices which we are not interested in\n",
    "df_fin = df_fin[df_fin.categories != \"Office\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:38.555514Z",
     "start_time": "2019-10-20T12:47:38.509725Z"
    }
   },
   "outputs": [],
   "source": [
    "df_fin.categories = df_fin.categories.fillna(\"Restaurant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-18T14:39:59.879651Z",
     "start_time": "2019-10-18T14:39:59.799089Z"
    }
   },
   "source": [
    "## Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We display the restaurants in Toronto we have found**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:40.093539Z",
     "start_time": "2019-10-20T12:47:39.549866Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geographical coordinates of Toronto are 43.653963, -79.387207.\n"
     ]
    },
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_8b1c9363636143f5bb76d895525fa446.setContent(html_0f787bcfda0a45568e5fdaed0f54390c);
        

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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_5e57490cae6044e8bd3f64235891ff92 = $(`<div id="html_5e57490cae6044e8bd3f64235891ff92" style="width: 100.0%; height: 100.0%;">Chinese Restaurant</div>`)[0];
            popup_a86f9b5cb062443ba1eab13bca0cb61f.setContent(html_5e57490cae6044e8bd3f64235891ff92);
        

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                [43.66277006654972, -79.37689434011018],
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_a7acddb8078c4168be6f355f22c54e78 = $(`<div id="html_a7acddb8078c4168be6f355f22c54e78" style="width: 100.0%; height: 100.0%;">Thai Restaurant</div>`)[0];
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        circle_marker_a2c029d32acb4ad8ad89effaeb0a87de.bindPopup(popup_412e1fddacf34a75a81ec5162132f135)
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_4f45e9b2420f4a759f62b6945848f1f5.setContent(html_3bdf31a9534041d5a88388bc1d41127e);
        

        circle_marker_7c808e481daa4d8892fd2a4a8047fdd8.bindPopup(popup_4f45e9b2420f4a759f62b6945848f1f5)
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_5a7ca1a24a1d438bb0020918dce34c4a.setContent(html_c0d23028e8774ab1867a8d12d9882399);
        

        circle_marker_c987cda829514d1c9c11eb608e68006c.bindPopup(popup_5a7ca1a24a1d438bb0020918dce34c4a)
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            var circle_marker_3739cb40a19942b1aa1bc550897bed6b = L.circleMarker(
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_fae4599a2e7f4715baac1b2e8a42f301.setContent(html_eddd457ab266430cb3c72476b726ed49);
        

        circle_marker_3739cb40a19942b1aa1bc550897bed6b.bindPopup(popup_fae4599a2e7f4715baac1b2e8a42f301)
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            var circle_marker_05f0df18ca7b45c2a86e7854399b304b = L.circleMarker(
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_8722cf5c57c642cb8c1ceca86da4a5ae = L.popup({"maxWidth": "100%"});

        
            var html_91c550c240d247ee87ab53a05dc78e03 = $(`<div id="html_91c550c240d247ee87ab53a05dc78e03" style="width: 100.0%; height: 100.0%;">Restaurant</div>`)[0];
            popup_8722cf5c57c642cb8c1ceca86da4a5ae.setContent(html_91c550c240d247ee87ab53a05dc78e03);
        

        circle_marker_05f0df18ca7b45c2a86e7854399b304b.bindPopup(popup_8722cf5c57c642cb8c1ceca86da4a5ae)
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            var circle_marker_2c6120c26fa54de48ee3c983a02d7184 = L.circleMarker(
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_beccf2c85d6c4a4d9dc271e4cddacaef = L.popup({"maxWidth": "100%"});

        
            var html_f5609bed69fe439f91ab6aec80a1bc3a = $(`<div id="html_f5609bed69fe439f91ab6aec80a1bc3a" style="width: 100.0%; height: 100.0%;">Greek Restaurant</div>`)[0];
            popup_beccf2c85d6c4a4d9dc271e4cddacaef.setContent(html_f5609bed69fe439f91ab6aec80a1bc3a);
        

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            popup_ab4af812f9d64100ab78648a0b935e21.setContent(html_73c55ecd491d49f79a3911f2fa2059cc);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_6d1dccec04944506a820df025fbf2d69.setContent(html_51f644d5d48547e090f66abe39c4b4aa);
        

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            popup_8e10d13f835f446fb9925e94753eebcb.setContent(html_fd47f0d4f2324b77967d91a97d76da66);
        

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            popup_76e30d9d6cf243d783208a60a6de20eb.setContent(html_76cd25d52938405089f4e128a8f16c87);
        

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            popup_8d2e43716c72476d8f9ae5c95b31e40d.setContent(html_dbfd4dc23090485988537d90555d71c9);
        

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            var html_e6465a262115445782ab97d162222cc9 = $(`<div id="html_e6465a262115445782ab97d162222cc9" style="width: 100.0%; height: 100.0%;">Restaurant</div>`)[0];
            popup_a5441b80bd33423b826510ac931ffd49.setContent(html_e6465a262115445782ab97d162222cc9);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_0e17b82d747f45beaf6ec0a9879ad975 = $(`<div id="html_0e17b82d747f45beaf6ec0a9879ad975" style="width: 100.0%; height: 100.0%;">Diner</div>`)[0];
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_4d523a9db0f445a0b46e87540e291a12.setContent(html_fe699a031d71404f8eb1a7ebf3af138b);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_7c1c7f9aed764d6980d3cce7cfe9b8e6 = L.popup({"maxWidth": "100%"});

        
            var html_c1e44472594944f496d30eeeccc1811e = $(`<div id="html_c1e44472594944f496d30eeeccc1811e" style="width: 100.0%; height: 100.0%;">Dim Sum Restaurant</div>`)[0];
            popup_7c1c7f9aed764d6980d3cce7cfe9b8e6.setContent(html_c1e44472594944f496d30eeeccc1811e);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_cde18df87d674f7dac40a37952a37362.setContent(html_810326fdd07649a8a4601779ca90ec17);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_28de0676172d4a92bf8ee964f61c1e0b = L.popup({"maxWidth": "100%"});

        
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            popup_28de0676172d4a92bf8ee964f61c1e0b.setContent(html_d482530d4c904d02b19190acc72c92ee);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_9d1d302538ac42e79597ea4510403640.setContent(html_936d3bc90a61413b8473bc174e514556);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_80c2dcaa85fc4c14b5ee282dffef200f.setContent(html_53f9088235e14d5590b6ccf3535e730b);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_e90fb9be9699464ebaf6fa647df01abb = $(`<div id="html_e90fb9be9699464ebaf6fa647df01abb" style="width: 100.0%; height: 100.0%;">Noodle House</div>`)[0];
            popup_c77984b44eb94de28e12d347077b19b8.setContent(html_e90fb9be9699464ebaf6fa647df01abb);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_e536e71e6157441d85e612d3c2d8fd56.setContent(html_27c67a1054044c8c8d2477851acf5935);
        

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            var circle_marker_21699eff8bf3496f9a3c5993730ec5b1 = L.circleMarker(
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_89e3d0da9b0a4141a4310af31dad645e = L.popup({"maxWidth": "100%"});

        
            var html_0de702adb4064e6ea18eabb49c580334 = $(`<div id="html_0de702adb4064e6ea18eabb49c580334" style="width: 100.0%; height: 100.0%;">Wine Bar</div>`)[0];
            popup_89e3d0da9b0a4141a4310af31dad645e.setContent(html_0de702adb4064e6ea18eabb49c580334);
        

        circle_marker_21699eff8bf3496f9a3c5993730ec5b1.bindPopup(popup_89e3d0da9b0a4141a4310af31dad645e)
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            popup_9fa455fb28784ac3b42252edc2248523.setContent(html_cc23c639b9574ea180663f7b40a5147d);
        

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            popup_7ca17136772642dd8fa3ac4bca854b22.setContent(html_fc2a774d8a66461880cf8c9e527ea181);
        

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            var html_8aadc905acd14466b7bbf18ff60e627a = $(`<div id="html_8aadc905acd14466b7bbf18ff60e627a" style="width: 100.0%; height: 100.0%;">Korean Restaurant</div>`)[0];
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_1691c0be344d4c9ab9c91df5aa3e8fa7.setContent(html_1f143ce2794d449c8a84612be0c691d0);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_8f95db098804416ba7c110adb231c98c.setContent(html_ff5af8f68ba141959d68b8b3b492e2bf);
        

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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_510ddfd9fe7545099d650dd35ba67d3b = $(`<div id="html_510ddfd9fe7545099d650dd35ba67d3b" style="width: 100.0%; height: 100.0%;">Wine Bar</div>`)[0];
            popup_a25a06f89cb2494993b56c08ad1f2ca9.setContent(html_510ddfd9fe7545099d650dd35ba67d3b);
        

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            var html_512885fa00d14c34ae9357982ab5d911 = $(`<div id="html_512885fa00d14c34ae9357982ab5d911" style="width: 100.0%; height: 100.0%;">Restaurant</div>`)[0];
            popup_87425662c7a0449fa8c6d4e04579f87a.setContent(html_512885fa00d14c34ae9357982ab5d911);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_01552c5cdf6340528e5cf4f323fd91d5 = $(`<div id="html_01552c5cdf6340528e5cf4f323fd91d5" style="width: 100.0%; height: 100.0%;">American Restaurant</div>`)[0];
            popup_3275ff53dad141e5b933e9880ba6f087.setContent(html_01552c5cdf6340528e5cf4f323fd91d5);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_70c9981e5dda435ea7430f587a9f46a1 = $(`<div id="html_70c9981e5dda435ea7430f587a9f46a1" style="width: 100.0%; height: 100.0%;">Korean Restaurant</div>`)[0];
            popup_3d8ae4c49c8f45e5afd9178f10a9b26e.setContent(html_70c9981e5dda435ea7430f587a9f46a1);
        

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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            var html_cee5993d44824b94b79664d8389c5373 = $(`<div id="html_cee5993d44824b94b79664d8389c5373" style="width: 100.0%; height: 100.0%;">Korean Restaurant</div>`)[0];
            popup_7a18dd0f82cd43d08764747883a2d972.setContent(html_cee5993d44824b94b79664d8389c5373);
        

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            var circle_marker_f814c2410687481d847181c74b8969e7 = L.circleMarker(
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            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
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            popup_be0a88700e5d40ab8e55a7f2de691923.setContent(html_f314010860794be1ac1e3f261549ddaf);
        

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            var html_ec171b3583dc4367afe7be73ffc66598 = $(`<div id="html_ec171b3583dc4367afe7be73ffc66598" style="width: 100.0%; height: 100.0%;">New American Restaurant</div>`)[0];
            popup_8fb06b55357c4a1aa8cd8ade311504b7.setContent(html_ec171b3583dc4367afe7be73ffc66598);
        

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            popup_8225078587bd42a7a48efbb882066c68.setContent(html_0785802765ca4973a94ee7185c759007);
        

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            popup_9f69f36ba8384ceab0f5a7db1eccc2bd.setContent(html_35241d6b25534f4dbe6ac85242a84add);
        

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            popup_31576848e7414089bfa4141eecffabd3.setContent(html_a19911aa371747858db6569a2109779f);
        

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            popup_b79d0128311046c6a725c448bf876403.setContent(html_cc9fbb1948d848d08bc99884fb4f2f09);
        

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            popup_bb218b6f6e4e40ec806d1a9f364e4eda.setContent(html_084aa5cfe4a34e1facebe806866a20cf);
        

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            var html_8f3f8495359a46969e290309915d658f = $(`<div id="html_8f3f8495359a46969e290309915d658f" style="width: 100.0%; height: 100.0%;">Bar</div>`)[0];
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            var html_11b5c14599e1402482283067dc6f8d3c = $(`<div id="html_11b5c14599e1402482283067dc6f8d3c" style="width: 100.0%; height: 100.0%;">American Restaurant</div>`)[0];
            popup_1998d87e7bcc4fafb36473d758cd5125.setContent(html_11b5c14599e1402482283067dc6f8d3c);
        

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        ;

        
    
    
            var circle_marker_772ecf2068f14187a3d4719c9e6be364 = L.circleMarker(
                [43.65102498780317, -79.45142144498925],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_e8f52a8ffb374effa4fbdca73c0edca2 = L.popup({"maxWidth": "100%"});

        
            var html_23693b89aa894cf5a81034e36bbe8a7c = $(`<div id="html_23693b89aa894cf5a81034e36bbe8a7c" style="width: 100.0%; height: 100.0%;">Restaurant</div>`)[0];
            popup_e8f52a8ffb374effa4fbdca73c0edca2.setContent(html_23693b89aa894cf5a81034e36bbe8a7c);
        

        circle_marker_772ecf2068f14187a3d4719c9e6be364.bindPopup(popup_e8f52a8ffb374effa4fbdca73c0edca2)
        ;

        
    
    
            var circle_marker_ca57a333928e4392b8ee0243b08be2c6 = L.circleMarker(
                [43.644164985026904, -79.44816243232444],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_5b4674f1a1c64448b7762d4e238e05a9 = L.popup({"maxWidth": "100%"});

        
            var html_cd7b1cd972f24edda86b0908559adaea = $(`<div id="html_cd7b1cd972f24edda86b0908559adaea" style="width: 100.0%; height: 100.0%;">Eastern European Restaurant</div>`)[0];
            popup_5b4674f1a1c64448b7762d4e238e05a9.setContent(html_cd7b1cd972f24edda86b0908559adaea);
        

        circle_marker_ca57a333928e4392b8ee0243b08be2c6.bindPopup(popup_5b4674f1a1c64448b7762d4e238e05a9)
        ;

        
    
    
            var circle_marker_ac6c513f56d443eeae2f34cdf4bb9f34 = L.circleMarker(
                [43.64951305181438, -79.48407033610728],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_f24db78a0f604d0e9994687c33990800 = L.popup({"maxWidth": "100%"});

        
            var html_44fe60821be14f4c92a56993db85ecaa = $(`<div id="html_44fe60821be14f4c92a56993db85ecaa" style="width: 100.0%; height: 100.0%;">Diner</div>`)[0];
            popup_f24db78a0f604d0e9994687c33990800.setContent(html_44fe60821be14f4c92a56993db85ecaa);
        

        circle_marker_ac6c513f56d443eeae2f34cdf4bb9f34.bindPopup(popup_f24db78a0f604d0e9994687c33990800)
        ;

        
    
    
            var circle_marker_b03f518c649f4f3da56370506585f62b = L.circleMarker(
                [43.64994563414707, -79.48200902277628],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_a26d578cef894024b09cf43dd66ad24d = L.popup({"maxWidth": "100%"});

        
            var html_880fedc28ab54f0fb54756449b3bbc29 = $(`<div id="html_880fedc28ab54f0fb54756449b3bbc29" style="width: 100.0%; height: 100.0%;">French Restaurant</div>`)[0];
            popup_a26d578cef894024b09cf43dd66ad24d.setContent(html_880fedc28ab54f0fb54756449b3bbc29);
        

        circle_marker_b03f518c649f4f3da56370506585f62b.bindPopup(popup_a26d578cef894024b09cf43dd66ad24d)
        ;

        
    
    
            var circle_marker_49f5f3aa7c314810ab6f792c7d5dc08e = L.circleMarker(
                [43.65030692996379, -79.4798355748952],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_007dd203b4b545c8b28216089e3ff9ef = L.popup({"maxWidth": "100%"});

        
            var html_040ee0e9c3eb4b75ad525419978e2e2a = $(`<div id="html_040ee0e9c3eb4b75ad525419978e2e2a" style="width: 100.0%; height: 100.0%;">Latin American Restaurant</div>`)[0];
            popup_007dd203b4b545c8b28216089e3ff9ef.setContent(html_040ee0e9c3eb4b75ad525419978e2e2a);
        

        circle_marker_49f5f3aa7c314810ab6f792c7d5dc08e.bindPopup(popup_007dd203b4b545c8b28216089e3ff9ef)
        ;

        
    
    
            var circle_marker_1b847e28064245a18424d4b07ad5839a = L.circleMarker(
                [43.655854, -79.487032],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_31b0e19cfcf84c3ea549b1b7fa2854ca = L.popup({"maxWidth": "100%"});

        
            var html_4530280708924f188d30d1daa70bef3e = $(`<div id="html_4530280708924f188d30d1daa70bef3e" style="width: 100.0%; height: 100.0%;">Mexican Restaurant</div>`)[0];
            popup_31b0e19cfcf84c3ea549b1b7fa2854ca.setContent(html_4530280708924f188d30d1daa70bef3e);
        

        circle_marker_1b847e28064245a18424d4b07ad5839a.bindPopup(popup_31b0e19cfcf84c3ea549b1b7fa2854ca)
        ;

        
    
    
            var circle_marker_ee500e75ab9f48a0a678d8ebd89a713e = L.circleMarker(
                [43.64754819362662, -79.47848778657122],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_f80735daa8e24327b601fcd958cfef66 = L.popup({"maxWidth": "100%"});

        
            var html_58be0e197da74eb088919a7f9aadcb32 = $(`<div id="html_58be0e197da74eb088919a7f9aadcb32" style="width: 100.0%; height: 100.0%;">Restaurant</div>`)[0];
            popup_f80735daa8e24327b601fcd958cfef66.setContent(html_58be0e197da74eb088919a7f9aadcb32);
        

        circle_marker_ee500e75ab9f48a0a678d8ebd89a713e.bindPopup(popup_f80735daa8e24327b601fcd958cfef66)
        ;

        
    
    
            var circle_marker_a0f60e2e38cc4694a32064057ac1d998 = L.circleMarker(
                [43.65124, -79.4752],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_8f76eedf71a64e9da78c98d028a3e289 = L.popup({"maxWidth": "100%"});

        
            var html_929f56b73d204f659a434f00fe0c74a0 = $(`<div id="html_929f56b73d204f659a434f00fe0c74a0" style="width: 100.0%; height: 100.0%;">Pub</div>`)[0];
            popup_8f76eedf71a64e9da78c98d028a3e289.setContent(html_929f56b73d204f659a434f00fe0c74a0);
        

        circle_marker_a0f60e2e38cc4694a32064057ac1d998.bindPopup(popup_8f76eedf71a64e9da78c98d028a3e289)
        ;

        
    
    
            var circle_marker_e1e6e3e695ce4e629df4da5062e9d6a7 = L.circleMarker(
                [43.64951660399756, -79.48394719746555],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_a779d3a746ae4bbfabcca0c23798048d = L.popup({"maxWidth": "100%"});

        
            var html_39086a634ee84d94878a66b21cd91107 = $(`<div id="html_39086a634ee84d94878a66b21cd91107" style="width: 100.0%; height: 100.0%;">Sandwich Place</div>`)[0];
            popup_a779d3a746ae4bbfabcca0c23798048d.setContent(html_39086a634ee84d94878a66b21cd91107);
        

        circle_marker_e1e6e3e695ce4e629df4da5062e9d6a7.bindPopup(popup_a779d3a746ae4bbfabcca0c23798048d)
        ;

        
    
    
            var circle_marker_9cecc072a299469f8e87b27ec9deda3d = L.circleMarker(
                [43.651011078509626, -79.49322209020357],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_66dc616bf1d546c09e9ed3d50ca4b448 = L.popup({"maxWidth": "100%"});

        
            var html_9674c7fa8e464ffaa277955a1c753500 = $(`<div id="html_9674c7fa8e464ffaa277955a1c753500" style="width: 100.0%; height: 100.0%;">American Restaurant</div>`)[0];
            popup_66dc616bf1d546c09e9ed3d50ca4b448.setContent(html_9674c7fa8e464ffaa277955a1c753500);
        

        circle_marker_9cecc072a299469f8e87b27ec9deda3d.bindPopup(popup_66dc616bf1d546c09e9ed3d50ca4b448)
        ;

        
    
    
            var circle_marker_01969b575ab04ed6867acb7147850941 = L.circleMarker(
                [43.65516029673073, -79.48697089772627],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_b735ca2dc44f4d3eb4c53995b4b01b86 = L.popup({"maxWidth": "100%"});

        
            var html_6f0ce77f606f499094f3a97036d67f90 = $(`<div id="html_6f0ce77f606f499094f3a97036d67f90" style="width: 100.0%; height: 100.0%;">Restaurant</div>`)[0];
            popup_b735ca2dc44f4d3eb4c53995b4b01b86.setContent(html_6f0ce77f606f499094f3a97036d67f90);
        

        circle_marker_01969b575ab04ed6867acb7147850941.bindPopup(popup_b735ca2dc44f4d3eb4c53995b4b01b86)
        ;

        
    
    
            var circle_marker_a6aa97969f1f48f7a546ab74a82b7a20 = L.circleMarker(
                [43.655843, -79.487184],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_961d0ca954904c3bbb17aa34873d248f);
        
    
        var popup_de7e9fb4301d4959b75ff64e346e54e2 = L.popup({"maxWidth": "100%"});

        
            var html_f73a5457205545d0b750f04c5ad5c603 = $(`<div id="html_f73a5457205545d0b750f04c5ad5c603" style="width: 100.0%; height: 100.0%;">Latin American Restaurant</div>`)[0];
            popup_de7e9fb4301d4959b75ff64e346e54e2.setContent(html_f73a5457205545d0b750f04c5ad5c603);
        

        circle_marker_a6aa97969f1f48f7a546ab74a82b7a20.bindPopup(popup_de7e9fb4301d4959b75ff64e346e54e2)
        ;

        
    
</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 0x11c74af60>"
      ]
     },
     "execution_count": 20,
     "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",
    "venues_map = folium.Map(location=[latitude, longitude], zoom_start=12)\n",
    "for lat, lng, label in zip(df_fin.lat, df_fin.lng, df_fin.categories):\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        color='blue',\n",
    "        popup=label,\n",
    "        fill = True,\n",
    "        fill_color='blue',\n",
    "        fill_opacity=0.6\n",
    "    ).add_to(venues_map)\n",
    "\n",
    "# display map\n",
    "venues_map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Let's see how the features are distribued**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:40.746857Z",
     "start_time": "2019-10-20T12:47:40.423396Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 10))\n",
    "sns.countplot(y = \"categories\", orient='h', order=df_fin.categories.value_counts().iloc[:15].index,\n",
    "              data = df_fin)\n",
    "plt.title(\"Category\")\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:41.204835Z",
     "start_time": "2019-10-20T12:47:40.894059Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.distplot(df_fin.TipCount, color=\"red\")\n",
    "plt.title(\"TipCount distribution\")\n",
    "plt.xlabel(\"Number of tips per venue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:41.469369Z",
     "start_time": "2019-10-20T12:47:41.274065Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 5))\n",
    "sns.countplot(df_fin.Price, order=[\"No\", \"Cheap\", \"Moderate\", \"Expensive\", \"Very Expensive\"])\n",
    "plt.title(\"Price\")\n",
    "plt.xlabel(\"\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:41.850390Z",
     "start_time": "2019-10-20T12:47:41.511441Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.distplot(df_fin.Likes)\n",
    "plt.title(\"Likes distribution\")\n",
    "plt.xlabel(\"Number of likes per venue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:42.149386Z",
     "start_time": "2019-10-20T12:47:41.853770Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.distplot(df_fin.Rating[df_fin.Rating != 0], color=\"g\")\n",
    "plt.title(\"Rating distribution\")\n",
    "plt.xlabel(\"Number of rating per venue\")\n",
    "plt.xlim(-0.5,10.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:42.487279Z",
     "start_time": "2019-10-20T12:47:42.153281Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "sns.distplot(df_fin.Photos, color=\"purple\")\n",
    "plt.title(\"Photos distribution\")\n",
    "plt.xlabel(\"Number of photos per venue\")\n",
    "#plt.xlim(-20,250)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:44.280451Z",
     "start_time": "2019-10-20T12:47:42.491311Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_plot = df_fin.groupby(['Price', 'categories']).count().reset_index().pivot(columns='Price', index='categories')\n",
    "df_plot.name.plot.bar(stacked=True, figsize=(15,6))\n",
    "plt.xlabel(\"\")\n",
    "plt.title(\"Distribution of prices by restaurant category\")\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:45.291445Z",
     "start_time": "2019-10-20T12:47:44.287057Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_fin.groupby(\"categories\")[\"TipCount\"].sum().plot(kind=\"bar\", figsize=(14,6),\n",
    "                                                    color=\"red\", edgecolor=\"black\")\n",
    "plt.title(\"Number of tips per restaurant category\")\n",
    "plt.xlabel(\"\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:45.319338Z",
     "start_time": "2019-10-20T12:47:45.295284Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>address</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>id</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Isabella’s Boutique Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>2328 Queen St E</td>\n",
       "      <td>43.673767</td>\n",
       "      <td>-79.282703</td>\n",
       "      <td>587bae87286804584acd2a7a</td>\n",
       "      <td>3</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Seaspray Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>629 Kingston Rd</td>\n",
       "      <td>43.678888</td>\n",
       "      <td>-79.298167</td>\n",
       "      <td>4dbc53541e72b351caafda72</td>\n",
       "      <td>3</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kingston Chinese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>955 Kingston Road</td>\n",
       "      <td>43.682120</td>\n",
       "      <td>-79.285980</td>\n",
       "      <td>523e2174498e5496ed8739a7</td>\n",
       "      <td>0</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spiaggia Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>2318 Queen St E</td>\n",
       "      <td>43.673578</td>\n",
       "      <td>-79.283236</td>\n",
       "      <td>4c007bc59cf52d7f9be813e7</td>\n",
       "      <td>1</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Honey Bee Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>2028 Queen St E.</td>\n",
       "      <td>43.670409</td>\n",
       "      <td>-79.298406</td>\n",
       "      <td>4ae38f3ff964a520ab9621e3</td>\n",
       "      <td>3</td>\n",
       "      <td>Very Expensive</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             name           categories            address  \\\n",
       "0  Isabella’s Boutique Restaurant  Japanese Restaurant    2328 Queen St E   \n",
       "1             Seaspray Restaurant     Asian Restaurant    629 Kingston Rd   \n",
       "2     Kingston Chinese Restaurant   Chinese Restaurant  955 Kingston Road   \n",
       "3             Spiaggia Restaurant   Italian Restaurant    2318 Queen St E   \n",
       "4            Honey Bee Restaurant   Chinese Restaurant   2028 Queen St E.   \n",
       "\n",
       "         lat        lng                        id  TipCount           Price  \\\n",
       "0  43.673767 -79.282703  587bae87286804584acd2a7a         3        Moderate   \n",
       "1  43.678888 -79.298167  4dbc53541e72b351caafda72         3           Cheap   \n",
       "2  43.682120 -79.285980  523e2174498e5496ed8739a7         0           Cheap   \n",
       "3  43.673578 -79.283236  4c007bc59cf52d7f9be813e7         1        Moderate   \n",
       "4  43.670409 -79.298406  4ae38f3ff964a520ab9621e3         3  Very Expensive   \n",
       "\n",
       "   Likes  Rating  Photos  \n",
       "0      6     7.7      10  \n",
       "1      2     0.0       8  \n",
       "2      0     0.0       0  \n",
       "3      0     0.0       0  \n",
       "4      2     0.0       0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_fin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:45.338434Z",
     "start_time": "2019-10-20T12:47:45.324559Z"
    }
   },
   "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>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>3</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>3</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>0</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>1</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>3</td>\n",
       "      <td>Very Expensive</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            categories  TipCount           Price  Likes  Rating  Photos\n",
       "0  Japanese Restaurant         3        Moderate      6     7.7      10\n",
       "1     Asian Restaurant         3           Cheap      2     0.0       8\n",
       "2   Chinese Restaurant         0           Cheap      0     0.0       0\n",
       "3   Italian Restaurant         1        Moderate      0     0.0       0\n",
       "4   Chinese Restaurant         3  Very Expensive      2     0.0       0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we restrict our dataset to the feautures we use to do the clustering\n",
    "df_km = df_fin.drop([\"name\", \"address\", \"lat\", \"lng\", \"id\"],1)\n",
    "df_km.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:45.347547Z",
     "start_time": "2019-10-20T12:47:45.341603Z"
    }
   },
   "outputs": [],
   "source": [
    "#we use label encoder to encode the columns of Price and Category\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "le = LabelEncoder()\n",
    "df_km[\"Price\"] = le.fit_transform(df_km[\"Price\"])\n",
    "df_km[\"categories\"] = le.fit_transform(df_km[\"categories\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:45.364419Z",
     "start_time": "2019-10-20T12:47:45.352576Z"
    }
   },
   "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>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   categories  TipCount  Price  Likes  Rating  Photos\n",
       "0          25         3      2      6     7.7      10\n",
       "1           2         3      0      2     0.0       8\n",
       "2           9         0      0      0     0.0       0\n",
       "3          24         1      2      0     0.0       0\n",
       "4           9         3      4      2     0.0       0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_km.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**We use the elbow method and the calinski_harabasz method to individuate the ideal number of clusters**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:47:57.427649Z",
     "start_time": "2019-10-20T12:47:54.583043Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d322b70>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from yellowbrick.cluster import KElbowVisualizer\n",
    "model = KMeans()\n",
    "\n",
    "visualizer = KElbowVisualizer(model, k=(2,10), timing=False)\n",
    "\n",
    "visualizer.fit(df_km)        # Fit the data to the visualizer\n",
    "visualizer.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:04.156178Z",
     "start_time": "2019-10-20T12:48:03.689463Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11ccb9cc0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate the clustering model and visualizer\n",
    "model = KMeans()\n",
    "visualizer = KElbowVisualizer(\n",
    "    model, k=(2,10), metric='calinski_harabasz', timings=False\n",
    ")\n",
    "\n",
    "visualizer.fit(df_km)        # Fit the data to the visualizer\n",
    "visualizer.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:12.090229Z",
     "start_time": "2019-10-20T12:48:12.087095Z"
    }
   },
   "outputs": [],
   "source": [
    "# try:\n",
    "#     df_fin = df_fin.drop(\"Cluster Labels\", 1)\n",
    "#     print(\"removed\")\n",
    "# except:\n",
    "#     print(\"nothing\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:12.460733Z",
     "start_time": "2019-10-20T12:48:12.450743Z"
    }
   },
   "outputs": [],
   "source": [
    "# function that condenses all the  steps to display the folium image for different numbers of K\n",
    "def Kmeans_folium(num_clusters, df=df_fin):\n",
    "    # run k-means clustering\n",
    "    kmeans = KMeans(n_clusters=num_clusters, random_state=42).fit(df_km)\n",
    "\n",
    "    try:\n",
    "        df = df.drop(\"Cluster Labels\", 1)\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "    df.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "    \n",
    "    map_clusters = folium.Map(location=[latitude, longitude], zoom_start=12)\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(df['lat'], df['lng'], df['name'], df['Cluster Labels']):\n",
    "        label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "        folium.CircleMarker(\n",
    "            [lat, lon],\n",
    "            radius=10,\n",
    "            popup=label,\n",
    "            color=rainbow[cluster-1],\n",
    "            fill=True,\n",
    "            fill_color=rainbow[cluster-1],\n",
    "            fill_opacity=0.8).add_to(map_clusters)\n",
    "\n",
    "    return(map_clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:13.322614Z",
     "start_time": "2019-10-20T12:48:12.998774Z"
    },
    "scrolled": false
   },
   "outputs": [
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        circle_marker_c2a01672e59d41aa8f970b1f7d56b3f9.bindPopup(popup_8f770d7ad1a145b28deb48119e95ce51)
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            var html_30e82ac97cd24d489acce2a66da6b8e6 = $(`<div id="html_30e82ac97cd24d489acce2a66da6b8e6" style="width: 100.0%; height: 100.0%;">Seaspray Restaurant Cluster 3</div>`)[0];
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        circle_marker_3f3cc4528c15413291154a0945907a05.bindPopup(popup_b50197e456764182ad25f653e29736f4)
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        var popup_684c17eb5ac54fd1be67e3881f93ff60 = L.popup({"maxWidth": "100%"});

        
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            popup_684c17eb5ac54fd1be67e3881f93ff60.setContent(html_a5322dc3e050421ea2cf1541b7cf21ed);
        

        circle_marker_261a8f35046f40d1bee4a3765514a32b.bindPopup(popup_684c17eb5ac54fd1be67e3881f93ff60)
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        circle_marker_559882a0e7a0410e9db2558e3c7dd0ed.bindPopup(popup_8c711fddd89940e09c3aca0d924cf0e0)
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        var popup_cd0d37dae00f4512ab95880edbb90d4e = L.popup({"maxWidth": "100%"});

        
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            popup_0ac58271b8174b06b9f1bb6b17d9ac52.setContent(html_f51b29b4215146e8a60893f3d8506581);
        

        circle_marker_03ef4738252a448ba7cb9f7c1a0d3784.bindPopup(popup_0ac58271b8174b06b9f1bb6b17d9ac52)
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            var circle_marker_09c0d67718004588b4b403a4118678ac = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_ce7eba5d859843c1921f87c26b44ebe0 = L.popup({"maxWidth": "100%"});

        
            var html_a4e56a6e0f874d51a7e682cae86cb5af = $(`<div id="html_a4e56a6e0f874d51a7e682cae86cb5af" style="width: 100.0%; height: 100.0%;">Megas Restaurant Cluster 3</div>`)[0];
            popup_ce7eba5d859843c1921f87c26b44ebe0.setContent(html_a4e56a6e0f874d51a7e682cae86cb5af);
        

        circle_marker_09c0d67718004588b4b403a4118678ac.bindPopup(popup_ce7eba5d859843c1921f87c26b44ebe0)
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            var circle_marker_0288f049cd264c67a3d20f84b6c846de = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
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            var html_81f9e6d630e84bada142f0df16bd9172 = $(`<div id="html_81f9e6d630e84bada142f0df16bd9172" style="width: 100.0%; height: 100.0%;">Florentina&#39;s Italian Restaurant Cluster 3</div>`)[0];
            popup_ed3b2898410e4f1c9a00f130d2a46575.setContent(html_81f9e6d630e84bada142f0df16bd9172);
        

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            var circle_marker_6cdc5e3b0f0f42e0bd7905c220a0b22a = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_4670053bf24541e1a858f380f28ec7a1 = L.popup({"maxWidth": "100%"});

        
            var html_678cfaf0fd134df398661cfb7d9f00ac = $(`<div id="html_678cfaf0fd134df398661cfb7d9f00ac" style="width: 100.0%; height: 100.0%;">Osmow’s Authentic Mediterranean Restaurant Cluster 3</div>`)[0];
            popup_4670053bf24541e1a858f380f28ec7a1.setContent(html_678cfaf0fd134df398661cfb7d9f00ac);
        

        circle_marker_6cdc5e3b0f0f42e0bd7905c220a0b22a.bindPopup(popup_4670053bf24541e1a858f380f28ec7a1)
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            var circle_marker_457d49fde64648ad9140064468185dca = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_9f1edcb818c5442db92263010089237a = L.popup({"maxWidth": "100%"});

        
            var html_4b7d8f45c8df49d4ab3bc30d3925f9d6 = $(`<div id="html_4b7d8f45c8df49d4ab3bc30d3925f9d6" style="width: 100.0%; height: 100.0%;">Camel Restaurant Cluster 3</div>`)[0];
            popup_9f1edcb818c5442db92263010089237a.setContent(html_4b7d8f45c8df49d4ab3bc30d3925f9d6);
        

        circle_marker_457d49fde64648ad9140064468185dca.bindPopup(popup_9f1edcb818c5442db92263010089237a)
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            var circle_marker_9bfd9df12fad4af58e492ba7d3721367 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_22ce27245e46467898109a75a2aaaf7d = L.popup({"maxWidth": "100%"});

        
            var html_0a42abac508543ce869dd623bde415c6 = $(`<div id="html_0a42abac508543ce869dd623bde415c6" style="width: 100.0%; height: 100.0%;">Simone&#39;s Caribbean Restaurant Cluster 3</div>`)[0];
            popup_22ce27245e46467898109a75a2aaaf7d.setContent(html_0a42abac508543ce869dd623bde415c6);
        

        circle_marker_9bfd9df12fad4af58e492ba7d3721367.bindPopup(popup_22ce27245e46467898109a75a2aaaf7d)
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            var circle_marker_b5b7c9143c4e4c93aeacc31c56bd12fa = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_428491a3289b4d06bf50e1bd8a2f4ec7 = L.popup({"maxWidth": "100%"});

        
            var html_6acaa193d4c24f0b8d45465e77370e4a = $(`<div id="html_6acaa193d4c24f0b8d45465e77370e4a" style="width: 100.0%; height: 100.0%;">Athens Restaurant &amp; Bar Cluster 3</div>`)[0];
            popup_428491a3289b4d06bf50e1bd8a2f4ec7.setContent(html_6acaa193d4c24f0b8d45465e77370e4a);
        

        circle_marker_b5b7c9143c4e4c93aeacc31c56bd12fa.bindPopup(popup_428491a3289b4d06bf50e1bd8a2f4ec7)
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            var circle_marker_1b7f1bd5ed0c4945a7b7fc804885d4bc = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_5053e5fa18f24cb78b87ba7bbd6d4e43 = L.popup({"maxWidth": "100%"});

        
            var html_78315ded38364034ba34c00673187361 = $(`<div id="html_78315ded38364034ba34c00673187361" style="width: 100.0%; height: 100.0%;">Katsu Japanese Restaurant Cluster 3</div>`)[0];
            popup_5053e5fa18f24cb78b87ba7bbd6d4e43.setContent(html_78315ded38364034ba34c00673187361);
        

        circle_marker_1b7f1bd5ed0c4945a7b7fc804885d4bc.bindPopup(popup_5053e5fa18f24cb78b87ba7bbd6d4e43)
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            var circle_marker_f3cb1125781d4b2db6bfc6dcdd0cf414 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_5723ba35b8a8443b81bf11e94abcf637 = L.popup({"maxWidth": "100%"});

        
            var html_739ec4eff9f743d1abe38f54026757f7 = $(`<div id="html_739ec4eff9f743d1abe38f54026757f7" style="width: 100.0%; height: 100.0%;">Friendly Greek Restaurant Cluster 3</div>`)[0];
            popup_5723ba35b8a8443b81bf11e94abcf637.setContent(html_739ec4eff9f743d1abe38f54026757f7);
        

        circle_marker_f3cb1125781d4b2db6bfc6dcdd0cf414.bindPopup(popup_5723ba35b8a8443b81bf11e94abcf637)
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            var circle_marker_fbc332b2e46044debfba60fd598c0817 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_aed4d5a1580741c1ae2b7504198d2ad6 = L.popup({"maxWidth": "100%"});

        
            var html_4bb7d910960e41edbd53a6cceb0634a1 = $(`<div id="html_4bb7d910960e41edbd53a6cceb0634a1" style="width: 100.0%; height: 100.0%;">Occasions Restaurant Cluster 3</div>`)[0];
            popup_aed4d5a1580741c1ae2b7504198d2ad6.setContent(html_4bb7d910960e41edbd53a6cceb0634a1);
        

        circle_marker_fbc332b2e46044debfba60fd598c0817.bindPopup(popup_aed4d5a1580741c1ae2b7504198d2ad6)
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            var circle_marker_7b066cf7d9bd481fbf9c76344781c081 = L.circleMarker(
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        circle_marker_196d6c57173f4b6482f0e3f770824042.bindPopup(popup_9294d6b063774de284c8a86b17f2cb4f)
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            popup_b5737166e45048f683187e6920ec8bad.setContent(html_ddfab7526ab240c2993e5fcc264ad56b);
        

        circle_marker_01fa91fadee0463ca4c151681a54b37d.bindPopup(popup_b5737166e45048f683187e6920ec8bad)
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            var circle_marker_0e235f5c2f2d44229a7473214d8533b0 = L.circleMarker(
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            var html_788df4e856c0455ea0c0c4718169aeec = $(`<div id="html_788df4e856c0455ea0c0c4718169aeec" style="width: 100.0%; height: 100.0%;">My Bar &amp; Restaurant Cluster 3</div>`)[0];
            popup_35b36525811c4f0c8db893589e9003ea.setContent(html_788df4e856c0455ea0c0c4718169aeec);
        

        circle_marker_5cb3449a4b6f4e9d865e6f3d0d869352.bindPopup(popup_35b36525811c4f0c8db893589e9003ea)
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        var popup_a8b4745a1d6a4c8b94bb92eed4532cd9 = L.popup({"maxWidth": "100%"});

        
            var html_fb2fa820eb394c078da94fb32e771442 = $(`<div id="html_fb2fa820eb394c078da94fb32e771442" style="width: 100.0%; height: 100.0%;">Herbs Restaurant Cluster 3</div>`)[0];
            popup_a8b4745a1d6a4c8b94bb92eed4532cd9.setContent(html_fb2fa820eb394c078da94fb32e771442);
        

        circle_marker_416566c8776b416b82dd2fea1db25133.bindPopup(popup_a8b4745a1d6a4c8b94bb92eed4532cd9)
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        var popup_12f7f24c2eb34b89beb174fc9637d3f8 = L.popup({"maxWidth": "100%"});

        
            var html_9a6210fecc9b49b78a68091819cbedd0 = $(`<div id="html_9a6210fecc9b49b78a68091819cbedd0" style="width: 100.0%; height: 100.0%;">Homeway Restaurant &amp; Brunch Cluster 3</div>`)[0];
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        var popup_0b8103c70c1d459c96a8493a01af5020 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_e14eee451aac4ae2a030663a9d1e5c78.bindPopup(popup_0b8103c70c1d459c96a8493a01af5020)
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        circle_marker_77ed2e350b9142ca95d8d62a82ba15a0.bindPopup(popup_32a31ee245aa4ea8af64b1bec108d4a7)
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            popup_379c9e7a515149aaa99926500f0c08c2.setContent(html_ee16333fe0064e7faaf56c351f99f7d4);
        

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            popup_800041fb65e64b709b77bdc50b14a3d2.setContent(html_bd8f417e0e394dc7b403f8cc9231054a);
        

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        var popup_4acef1c4295744db8a01f40f9052f680 = L.popup({"maxWidth": "100%"});

        
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            popup_4acef1c4295744db8a01f40f9052f680.setContent(html_b551acb12e024855913656bd379fddb9);
        

        circle_marker_3810539f36664d07aa54119f24d0cb2e.bindPopup(popup_4acef1c4295744db8a01f40f9052f680)
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            var html_64b7919b49db453b81f4a6fcf6d5c8c4 = $(`<div id="html_64b7919b49db453b81f4a6fcf6d5c8c4" style="width: 100.0%; height: 100.0%;">Alleycatz Live Jazz Bar Cluster 0</div>`)[0];
            popup_cb773b85478a4b2290a1b2033df8a475.setContent(html_64b7919b49db453b81f4a6fcf6d5c8c4);
        

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        var popup_270591850acb4d8c969a18e39b1e7c9d = L.popup({"maxWidth": "100%"});

        
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            popup_270591850acb4d8c969a18e39b1e7c9d.setContent(html_8601d36dc4364edeb3536960fd15a611);
        

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        var popup_6216e44fd6c1481fa87ad963fda9cff7 = L.popup({"maxWidth": "100%"});

        
            var html_c1d679407fc042deb205625515ed4ff2 = $(`<div id="html_c1d679407fc042deb205625515ed4ff2" style="width: 100.0%; height: 100.0%;">South China Restaurant Cluster 3</div>`)[0];
            popup_6216e44fd6c1481fa87ad963fda9cff7.setContent(html_c1d679407fc042deb205625515ed4ff2);
        

        circle_marker_bb0ca99baa344a3a83d0e349ab57d586.bindPopup(popup_6216e44fd6c1481fa87ad963fda9cff7)
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            var circle_marker_4852dcb1a9af41c29e490fc673ace117 = L.circleMarker(
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        var popup_9c6bd6f677244bb2a585e5e63b44878b = L.popup({"maxWidth": "100%"});

        
            var html_1adeaa17576143868b48abeaa147149c = $(`<div id="html_1adeaa17576143868b48abeaa147149c" style="width: 100.0%; height: 100.0%;">Samovar Barmalay Russian Restaurant Cluster 3</div>`)[0];
            popup_9c6bd6f677244bb2a585e5e63b44878b.setContent(html_1adeaa17576143868b48abeaa147149c);
        

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            var circle_marker_657a468c6c7548628f1feffef758f645 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_3db1552917e94c918921a3f43132ac4d = L.popup({"maxWidth": "100%"});

        
            var html_4fcb80dfad5b4e50a2c53ed695be1e4f = $(`<div id="html_4fcb80dfad5b4e50a2c53ed695be1e4f" style="width: 100.0%; height: 100.0%;">Hannah&#39;s Kitchen Restaurant &amp; Catering Cluster 3</div>`)[0];
            popup_3db1552917e94c918921a3f43132ac4d.setContent(html_4fcb80dfad5b4e50a2c53ed695be1e4f);
        

        circle_marker_657a468c6c7548628f1feffef758f645.bindPopup(popup_3db1552917e94c918921a3f43132ac4d)
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            var circle_marker_c84dd1226e62459fa17177b45f1b95de = L.circleMarker(
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            var html_692902e642a846869a08b0c263462cef = $(`<div id="html_692902e642a846869a08b0c263462cef" style="width: 100.0%; height: 100.0%;">Odessa Restaurant Cluster 3</div>`)[0];
            popup_733e916038b74ddd9534eff036a8c0b7.setContent(html_692902e642a846869a08b0c263462cef);
        

        circle_marker_c84dd1226e62459fa17177b45f1b95de.bindPopup(popup_733e916038b74ddd9534eff036a8c0b7)
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            var html_0d04202f86c34a9f9b446c9830ea9e33 = $(`<div id="html_0d04202f86c34a9f9b446c9830ea9e33" style="width: 100.0%; height: 100.0%;">Arthur’s Restaurant Cluster 3</div>`)[0];
            popup_1c7c4430bc2c49f18c327486ac20041f.setContent(html_0d04202f86c34a9f9b446c9830ea9e33);
        

        circle_marker_11a4f0a2fc5946d587e0d9782ff35ed3.bindPopup(popup_1c7c4430bc2c49f18c327486ac20041f)
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        var popup_c5032aa4c5df4f818592e8aa07b7cdbb = L.popup({"maxWidth": "100%"});

        
            var html_40b6682f579a4ec08f8d0ca11d90b004 = $(`<div id="html_40b6682f579a4ec08f8d0ca11d90b004" style="width: 100.0%; height: 100.0%;">New Thai Restaurant Cluster 3</div>`)[0];
            popup_c5032aa4c5df4f818592e8aa07b7cdbb.setContent(html_40b6682f579a4ec08f8d0ca11d90b004);
        

        circle_marker_a7152fc4df604c27a1664f839a2534dd.bindPopup(popup_c5032aa4c5df4f818592e8aa07b7cdbb)
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            var circle_marker_ea8750ae00834db98eca454d5116af4e = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_2a3b367ba43140a0935bec34f3022b2c = L.popup({"maxWidth": "100%"});

        
            var html_31cbb5e1564a41d9a475ae044b844d8f = $(`<div id="html_31cbb5e1564a41d9a475ae044b844d8f" style="width: 100.0%; height: 100.0%;">Figs Restaurant Bar &amp; Grill Cluster 3</div>`)[0];
            popup_2a3b367ba43140a0935bec34f3022b2c.setContent(html_31cbb5e1564a41d9a475ae044b844d8f);
        

        circle_marker_ea8750ae00834db98eca454d5116af4e.bindPopup(popup_2a3b367ba43140a0935bec34f3022b2c)
        ;

        
    
    
            var circle_marker_96d840d161794498ad692801dfc92e30 = L.circleMarker(
                [43.68300151344203, -79.38979894113936],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_ea41fc58cf4f4d59a380b45c5094d415 = L.popup({"maxWidth": "100%"});

        
            var html_530736db0a704ef1ba3f5d4ac0c948d1 = $(`<div id="html_530736db0a704ef1ba3f5d4ac0c948d1" style="width: 100.0%; height: 100.0%;">Silk Road Restaurant 絲綢之路 Cluster 3</div>`)[0];
            popup_ea41fc58cf4f4d59a380b45c5094d415.setContent(html_530736db0a704ef1ba3f5d4ac0c948d1);
        

        circle_marker_96d840d161794498ad692801dfc92e30.bindPopup(popup_ea41fc58cf4f4d59a380b45c5094d415)
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            var circle_marker_248b2ea836aa4a54be67e6d713b23060 = L.circleMarker(
                [43.688737166789785, -79.39435863931413],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_79bc7d4dd7384fcfaa54e94f5c4598c4 = L.popup({"maxWidth": "100%"});

        
            var html_e2062cb147b44ddca273444afad5dfea = $(`<div id="html_e2062cb147b44ddca273444afad5dfea" style="width: 100.0%; height: 100.0%;">Kwan Restaurant Cluster 0</div>`)[0];
            popup_79bc7d4dd7384fcfaa54e94f5c4598c4.setContent(html_e2062cb147b44ddca273444afad5dfea);
        

        circle_marker_248b2ea836aa4a54be67e6d713b23060.bindPopup(popup_79bc7d4dd7384fcfaa54e94f5c4598c4)
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            var circle_marker_86c3c75d696049ffb1042552dd3e0048 = L.circleMarker(
                [43.689966025715556, -79.37120298812432],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_7de014d925104c198addeac283395b53 = L.popup({"maxWidth": "100%"});

        
            var html_863d0b1db4644ded99be24c425e02dfd = $(`<div id="html_863d0b1db4644ded99be24c425e02dfd" style="width: 100.0%; height: 100.0%;">Harry&#39;s Restaurant Cluster 3</div>`)[0];
            popup_7de014d925104c198addeac283395b53.setContent(html_863d0b1db4644ded99be24c425e02dfd);
        

        circle_marker_86c3c75d696049ffb1042552dd3e0048.bindPopup(popup_7de014d925104c198addeac283395b53)
        ;

        
    
    
            var circle_marker_ed6aabce1fe943df8891f64d6fe281a1 = L.circleMarker(
                [43.683214, -79.392087],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_0f05d5f2ccb84bf68cabb9bb547ad8c3 = L.popup({"maxWidth": "100%"});

        
            var html_3bf0020f02bf43e581c8f7c16ed9f6e8 = $(`<div id="html_3bf0020f02bf43e581c8f7c16ed9f6e8" style="width: 100.0%; height: 100.0%;">Great Kitchen Restaurant Cluster 3</div>`)[0];
            popup_0f05d5f2ccb84bf68cabb9bb547ad8c3.setContent(html_3bf0020f02bf43e581c8f7c16ed9f6e8);
        

        circle_marker_ed6aabce1fe943df8891f64d6fe281a1.bindPopup(popup_0f05d5f2ccb84bf68cabb9bb547ad8c3)
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            var circle_marker_c7e4bdef7b694706b5f5c8d11fd8a2b3 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_9910187f5593445aa0cba673d6a7b8b3 = L.popup({"maxWidth": "100%"});

        
            var html_57ffd7130356463a85a8adb04f484056 = $(`<div id="html_57ffd7130356463a85a8adb04f484056" style="width: 100.0%; height: 100.0%;">Divino Restaurant Cluster 3</div>`)[0];
            popup_9910187f5593445aa0cba673d6a7b8b3.setContent(html_57ffd7130356463a85a8adb04f484056);
        

        circle_marker_c7e4bdef7b694706b5f5c8d11fd8a2b3.bindPopup(popup_9910187f5593445aa0cba673d6a7b8b3)
        ;

        
    
    
            var circle_marker_117b0830747f4bd089ceee4e9ae112eb = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_027e9b66e9f641d7b918c63df9b8ed49 = L.popup({"maxWidth": "100%"});

        
            var html_99e270a224cf47e981d7635794147771 = $(`<div id="html_99e270a224cf47e981d7635794147771" style="width: 100.0%; height: 100.0%;">Sash Restaurant Cluster 3</div>`)[0];
            popup_027e9b66e9f641d7b918c63df9b8ed49.setContent(html_99e270a224cf47e981d7635794147771);
        

        circle_marker_117b0830747f4bd089ceee4e9ae112eb.bindPopup(popup_027e9b66e9f641d7b918c63df9b8ed49)
        ;

        
    
    
            var circle_marker_e5cfca02d4464c55979358d82f915c19 = L.circleMarker(
                [43.681512, -79.399917],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_5ea9cd9ed8d644b5b2f283b1f481e81f = L.popup({"maxWidth": "100%"});

        
            var html_7049bedfb0a44e2b94517f7b3d9953b3 = $(`<div id="html_7049bedfb0a44e2b94517f7b3d9953b3" style="width: 100.0%; height: 100.0%;">Sacaramouch Restaurant Cluster 3</div>`)[0];
            popup_5ea9cd9ed8d644b5b2f283b1f481e81f.setContent(html_7049bedfb0a44e2b94517f7b3d9953b3);
        

        circle_marker_e5cfca02d4464c55979358d82f915c19.bindPopup(popup_5ea9cd9ed8d644b5b2f283b1f481e81f)
        ;

        
    
    
            var circle_marker_63c71cbbfd764d1f835d31f2cf873a92 = L.circleMarker(
                [43.68980938323509, -79.39493224929409],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_476768d28e31486e887f94c4be7c0183 = L.popup({"maxWidth": "100%"});

        
            var html_e5540a5e6d1643bebcb8c7e38c8ee72d = $(`<div id="html_e5540a5e6d1643bebcb8c7e38c8ee72d" style="width: 100.0%; height: 100.0%;">Cava Restaurant Cluster 0</div>`)[0];
            popup_476768d28e31486e887f94c4be7c0183.setContent(html_e5540a5e6d1643bebcb8c7e38c8ee72d);
        

        circle_marker_63c71cbbfd764d1f835d31f2cf873a92.bindPopup(popup_476768d28e31486e887f94c4be7c0183)
        ;

        
    
    
            var circle_marker_864862b665a142c9a19256cd5809668f = L.circleMarker(
                [43.674387404879205, -79.39648826123504],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_96f1cc3ab6b744fab574b680a6d8eeb1 = L.popup({"maxWidth": "100%"});

        
            var html_c7fec593852c4c81a3db0536778f6185 = $(`<div id="html_c7fec593852c4c81a3db0536778f6185" style="width: 100.0%; height: 100.0%;">L&#39;Unita Restaurant Cluster 3</div>`)[0];
            popup_96f1cc3ab6b744fab574b680a6d8eeb1.setContent(html_c7fec593852c4c81a3db0536778f6185);
        

        circle_marker_864862b665a142c9a19256cd5809668f.bindPopup(popup_96f1cc3ab6b744fab574b680a6d8eeb1)
        ;

        
    
    
            var circle_marker_1f9f6b03de084c31ac4968ca7e3a04d5 = L.circleMarker(
                [43.671127, -79.374923],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_d41864827bdb4dde916700cc43cfe3ca = L.popup({"maxWidth": "100%"});

        
            var html_a4c8ddd6ced6416a82c0161312fb0c6d = $(`<div id="html_a4c8ddd6ced6416a82c0161312fb0c6d" style="width: 100.0%; height: 100.0%;">Chelsea Filipino Restaurant Cluster 3</div>`)[0];
            popup_d41864827bdb4dde916700cc43cfe3ca.setContent(html_a4c8ddd6ced6416a82c0161312fb0c6d);
        

        circle_marker_1f9f6b03de084c31ac4968ca7e3a04d5.bindPopup(popup_d41864827bdb4dde916700cc43cfe3ca)
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            var circle_marker_4dac2aee586d423b9724377ebda2da2f = L.circleMarker(
                [43.67093231713281, -79.37637196005508],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cbc62ff5523643fc857e450f39fdc466 = L.popup({"maxWidth": "100%"});

        
            var html_738dbb97a1ec4e47a65c271ebfc881eb = $(`<div id="html_738dbb97a1ec4e47a65c271ebfc881eb" style="width: 100.0%; height: 100.0%;">Saxony Restaurant Cluster 3</div>`)[0];
            popup_cbc62ff5523643fc857e450f39fdc466.setContent(html_738dbb97a1ec4e47a65c271ebfc881eb);
        

        circle_marker_4dac2aee586d423b9724377ebda2da2f.bindPopup(popup_cbc62ff5523643fc857e450f39fdc466)
        ;

        
    
    
            var circle_marker_d5b9e00fe757459db3aeb5d4bb14ae6b = L.circleMarker(
                [43.6712147312829, -79.37506874644538],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_59646c6edc374e978fe33241829a8f88 = L.popup({"maxWidth": "100%"});

        
            var html_6db0c79c5cb14e458546b32470c8ee8b = $(`<div id="html_6db0c79c5cb14e458546b32470c8ee8b" style="width: 100.0%; height: 100.0%;">Mahal Kita Restaurant.  Take-out &amp; Catering Cluster 3</div>`)[0];
            popup_59646c6edc374e978fe33241829a8f88.setContent(html_6db0c79c5cb14e458546b32470c8ee8b);
        

        circle_marker_d5b9e00fe757459db3aeb5d4bb14ae6b.bindPopup(popup_59646c6edc374e978fe33241829a8f88)
        ;

        
    
    
            var circle_marker_bf5ffc2ff5cb4b9b854f9f1796b135bc = L.circleMarker(
                [43.67102429345402, -79.37506324761496],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_d7b3dcb348704c03980a7e1026d0edec = L.popup({"maxWidth": "100%"});

        
            var html_bb2bd40bef7d4d34b27cb336a0956377 = $(`<div id="html_bb2bd40bef7d4d34b27cb336a0956377" style="width: 100.0%; height: 100.0%;">Pinoy Ako Restaurant Cluster 3</div>`)[0];
            popup_d7b3dcb348704c03980a7e1026d0edec.setContent(html_bb2bd40bef7d4d34b27cb336a0956377);
        

        circle_marker_bf5ffc2ff5cb4b9b854f9f1796b135bc.bindPopup(popup_d7b3dcb348704c03980a7e1026d0edec)
        ;

        
    
    
            var circle_marker_c3a5eb2ba77f4194befdb6e7a7b4e31b = L.circleMarker(
                [43.6804, -79.390819],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_1bce3f816260494497906520698461da = L.popup({"maxWidth": "100%"});

        
            var html_244aa919f9764dfda6b5e9e1ff425ebc = $(`<div id="html_244aa919f9764dfda6b5e9e1ff425ebc" style="width: 100.0%; height: 100.0%;">Sorrel Restaurant Cluster 3</div>`)[0];
            popup_1bce3f816260494497906520698461da.setContent(html_244aa919f9764dfda6b5e9e1ff425ebc);
        

        circle_marker_c3a5eb2ba77f4194befdb6e7a7b4e31b.bindPopup(popup_1bce3f816260494497906520698461da)
        ;

        
    
    
            var circle_marker_273f2f1b50ae40e5902884514b784ef1 = L.circleMarker(
                [43.67104885982599, -79.38496506778387],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_3171947875c54388b0c2bb2ac94385ee = L.popup({"maxWidth": "100%"});

        
            var html_817d03d09d744d9fa02d4a12865ea654 = $(`<div id="html_817d03d09d744d9fa02d4a12865ea654" style="width: 100.0%; height: 100.0%;">Toronto Marriott Bloor Yorkville Hotel Cluster 0</div>`)[0];
            popup_3171947875c54388b0c2bb2ac94385ee.setContent(html_817d03d09d744d9fa02d4a12865ea654);
        

        circle_marker_273f2f1b50ae40e5902884514b784ef1.bindPopup(popup_3171947875c54388b0c2bb2ac94385ee)
        ;

        
    
    
            var circle_marker_f98f2b8ddd3342bb96c7c4871e3a109a = L.circleMarker(
                [43.671848798792055, -79.37882430813714],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_7b2b41ef8e894c5c87f12c3901ca6f60 = L.popup({"maxWidth": "100%"});

        
            var html_b720ae1bee814848994ff1c1c0a3cbc7 = $(`<div id="html_b720ae1bee814848994ff1c1c0a3cbc7" style="width: 100.0%; height: 100.0%;">Nijo Japanese Restaurant Cluster 3</div>`)[0];
            popup_7b2b41ef8e894c5c87f12c3901ca6f60.setContent(html_b720ae1bee814848994ff1c1c0a3cbc7);
        

        circle_marker_f98f2b8ddd3342bb96c7c4871e3a109a.bindPopup(popup_7b2b41ef8e894c5c87f12c3901ca6f60)
        ;

        
    
    
            var circle_marker_1f8feaf63ef3401bb014533cfca67138 = L.circleMarker(
                [43.67080880788391, -79.38420044209045],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cc378ba25ae84d6db003c58d2a2aa006 = L.popup({"maxWidth": "100%"});

        
            var html_44737e96f6d24be19327ae537239ace4 = $(`<div id="html_44737e96f6d24be19327ae537239ace4" style="width: 100.0%; height: 100.0%;">Sunset Grill Cluster 0</div>`)[0];
            popup_cc378ba25ae84d6db003c58d2a2aa006.setContent(html_44737e96f6d24be19327ae537239ace4);
        

        circle_marker_1f8feaf63ef3401bb014533cfca67138.bindPopup(popup_cc378ba25ae84d6db003c58d2a2aa006)
        ;

        
    
    
            var circle_marker_008ba875d8dc466893e12cfb57876be7 = L.circleMarker(
                [43.66772379650776, -79.36948477788651],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_4231ea7d380e4ffe87b21b5e819004f4 = L.popup({"maxWidth": "100%"});

        
            var html_0cfcd074032a462795d04e5ae94a28ef = $(`<div id="html_0cfcd074032a462795d04e5ae94a28ef" style="width: 100.0%; height: 100.0%;">Tender Trap Restaurant Cluster 3</div>`)[0];
            popup_4231ea7d380e4ffe87b21b5e819004f4.setContent(html_0cfcd074032a462795d04e5ae94a28ef);
        

        circle_marker_008ba875d8dc466893e12cfb57876be7.bindPopup(popup_4231ea7d380e4ffe87b21b5e819004f4)
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            var circle_marker_0ded0260898f43b0ac250cd9f640692a = L.circleMarker(
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        var popup_941a3c806e704503a9bda1dd28266313 = L.popup({"maxWidth": "100%"});

        
            var html_c2daa2b0526a48ceaca4d140483fda52 = $(`<div id="html_c2daa2b0526a48ceaca4d140483fda52" style="width: 100.0%; height: 100.0%;">Cottage Restaurant &amp; Lounge Cluster 3</div>`)[0];
            popup_941a3c806e704503a9bda1dd28266313.setContent(html_c2daa2b0526a48ceaca4d140483fda52);
        

        circle_marker_0ded0260898f43b0ac250cd9f640692a.bindPopup(popup_941a3c806e704503a9bda1dd28266313)
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            var circle_marker_e1feaa8c0da74733aec4ace0a00b268a = L.circleMarker(
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        var popup_0ff894fcf4df4cea89d1550a09a113fa = L.popup({"maxWidth": "100%"});

        
            var html_6e316f7f3dde49e48d046451bf6f0468 = $(`<div id="html_6e316f7f3dde49e48d046451bf6f0468" style="width: 100.0%; height: 100.0%;">Studio Restaurant Cluster 3</div>`)[0];
            popup_0ff894fcf4df4cea89d1550a09a113fa.setContent(html_6e316f7f3dde49e48d046451bf6f0468);
        

        circle_marker_e1feaa8c0da74733aec4ace0a00b268a.bindPopup(popup_0ff894fcf4df4cea89d1550a09a113fa)
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        var popup_3ac72d3fd25141bf95e5933479905230 = L.popup({"maxWidth": "100%"});

        
            var html_49a502f0cdf447fc9601eced418d3642 = $(`<div id="html_49a502f0cdf447fc9601eced418d3642" style="width: 100.0%; height: 100.0%;">Rainbow Restaurant Cluster 3</div>`)[0];
            popup_3ac72d3fd25141bf95e5933479905230.setContent(html_49a502f0cdf447fc9601eced418d3642);
        

        circle_marker_0fe8f566d8da4679a78f8d102e333890.bindPopup(popup_3ac72d3fd25141bf95e5933479905230)
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        var popup_305b27302fd545429956bf2d12263976 = L.popup({"maxWidth": "100%"});

        
            var html_82154423ddb34936a85960e9e50b0163 = $(`<div id="html_82154423ddb34936a85960e9e50b0163" style="width: 100.0%; height: 100.0%;">Breakfast Restaurant Cluster 3</div>`)[0];
            popup_305b27302fd545429956bf2d12263976.setContent(html_82154423ddb34936a85960e9e50b0163);
        

        circle_marker_a8d96080f6c240cabaceb8163408abbf.bindPopup(popup_305b27302fd545429956bf2d12263976)
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            var circle_marker_819091a3a53243758feee3be48c7b80d = L.circleMarker(
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        var popup_ee038833d5e14d6c8d321d9ccc6a6a6d = L.popup({"maxWidth": "100%"});

        
            var html_2261d36b98ab4efda23a5009516f7ab2 = $(`<div id="html_2261d36b98ab4efda23a5009516f7ab2" style="width: 100.0%; height: 100.0%;">Plum 226 Restaurant &amp; Lounge Cluster 3</div>`)[0];
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        circle_marker_819091a3a53243758feee3be48c7b80d.bindPopup(popup_ee038833d5e14d6c8d321d9ccc6a6a6d)
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            var html_b12797ddb49a439f836ba7f45e7cde69 = $(`<div id="html_b12797ddb49a439f836ba7f45e7cde69" style="width: 100.0%; height: 100.0%;">Athenas Bar &amp; Restaurant Cluster 3</div>`)[0];
            popup_b75b2c8778cc4add8d606d58daab4a89.setContent(html_b12797ddb49a439f836ba7f45e7cde69);
        

        circle_marker_f318c12b546a4ff3985f29326c24548d.bindPopup(popup_b75b2c8778cc4add8d606d58daab4a89)
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            var circle_marker_f2d27c6fbd31429c8a3a32e8c18290bc = L.circleMarker(
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        var popup_1af83b777f9c40fdb15e59e133e4e3f4 = L.popup({"maxWidth": "100%"});

        
            var html_b78d207349664488ade7e270139855e8 = $(`<div id="html_b78d207349664488ade7e270139855e8" style="width: 100.0%; height: 100.0%;">Sassafraz | Cafe | Restaurant | Private Events Cluster 2</div>`)[0];
            popup_1af83b777f9c40fdb15e59e133e4e3f4.setContent(html_b78d207349664488ade7e270139855e8);
        

        circle_marker_f2d27c6fbd31429c8a3a32e8c18290bc.bindPopup(popup_1af83b777f9c40fdb15e59e133e4e3f4)
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        var popup_a8aae57004ad4f0488e4bf88220534de = L.popup({"maxWidth": "100%"});

        
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            popup_a8aae57004ad4f0488e4bf88220534de.setContent(html_a42fab794960443b949515b12d02f890);
        

        circle_marker_fa86ee97dfde41b59a5b76e07bb26741.bindPopup(popup_a8aae57004ad4f0488e4bf88220534de)
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            var circle_marker_bfdca2d8145945068191be060f64ca7d = L.circleMarker(
                [43.67057375344845, -79.38485582052517],
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        var popup_e44968e7182b482aa4a58896405cdbac = L.popup({"maxWidth": "100%"});

        
            var html_674893b8955d4b01b606be63fc4010b9 = $(`<div id="html_674893b8955d4b01b606be63fc4010b9" style="width: 100.0%; height: 100.0%;">Matisse Restaurant And Bar Cluster 3</div>`)[0];
            popup_e44968e7182b482aa4a58896405cdbac.setContent(html_674893b8955d4b01b606be63fc4010b9);
        

        circle_marker_bfdca2d8145945068191be060f64ca7d.bindPopup(popup_e44968e7182b482aa4a58896405cdbac)
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            var circle_marker_886f60cdd6874b6aa10bf40cc7848199 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_9e1296d04ebc4cd18fbffb9faa846cfc = L.popup({"maxWidth": "100%"});

        
            var html_c6fc55c3b86e42c19fe784164bd88a0b = $(`<div id="html_c6fc55c3b86e42c19fe784164bd88a0b" style="width: 100.0%; height: 100.0%;">Carlton Restaurant Cluster 3</div>`)[0];
            popup_9e1296d04ebc4cd18fbffb9faa846cfc.setContent(html_c6fc55c3b86e42c19fe784164bd88a0b);
        

        circle_marker_886f60cdd6874b6aa10bf40cc7848199.bindPopup(popup_9e1296d04ebc4cd18fbffb9faa846cfc)
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            var circle_marker_5dac598ea42649b0897f438095e32433 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_59524bb5bcc549dda18c9cd04c40a39f = L.popup({"maxWidth": "100%"});

        
            var html_a031e4c130d04452bd3dc965dfe94b43 = $(`<div id="html_a031e4c130d04452bd3dc965dfe94b43" style="width: 100.0%; height: 100.0%;">Coach House Restaurant Cluster 3</div>`)[0];
            popup_59524bb5bcc549dda18c9cd04c40a39f.setContent(html_a031e4c130d04452bd3dc965dfe94b43);
        

        circle_marker_5dac598ea42649b0897f438095e32433.bindPopup(popup_59524bb5bcc549dda18c9cd04c40a39f)
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            var circle_marker_36eaa8d809734ec2a9df818a5c7d4838 = L.circleMarker(
                [43.66786120998408, -79.38488436577298],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_b431c4c06cc044a3b8d4727f5e7eb351 = L.popup({"maxWidth": "100%"});

        
            var html_fb63e5f6961b4648896b9ec87f117170 = $(`<div id="html_fb63e5f6961b4648896b9ec87f117170" style="width: 100.0%; height: 100.0%;">Ehwa Restaurant Cluster 3</div>`)[0];
            popup_b431c4c06cc044a3b8d4727f5e7eb351.setContent(html_fb63e5f6961b4648896b9ec87f117170);
        

        circle_marker_36eaa8d809734ec2a9df818a5c7d4838.bindPopup(popup_b431c4c06cc044a3b8d4727f5e7eb351)
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            var circle_marker_a15d838b54ac497690812c398aaa142a = L.circleMarker(
                [43.6689434910527, -79.38624132580058],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_aeb4d12990274ba780608cbab216a177 = L.popup({"maxWidth": "100%"});

        
            var html_2364f9682751452c9f26a11fcc1a9ea0 = $(`<div id="html_2364f9682751452c9f26a11fcc1a9ea0" style="width: 100.0%; height: 100.0%;">OJA Restaurant Cluster 3</div>`)[0];
            popup_aeb4d12990274ba780608cbab216a177.setContent(html_2364f9682751452c9f26a11fcc1a9ea0);
        

        circle_marker_a15d838b54ac497690812c398aaa142a.bindPopup(popup_aeb4d12990274ba780608cbab216a177)
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            var circle_marker_df813cf717d047aeafdac7b79c03d473 = L.circleMarker(
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        var popup_992473bfba8c49f48c65a2eb27386f9f = L.popup({"maxWidth": "100%"});

        
            var html_8545c54ce9e64c22a0af54bbc7140fa8 = $(`<div id="html_8545c54ce9e64c22a0af54bbc7140fa8" style="width: 100.0%; height: 100.0%;">The Hot House Restaurant &amp; Bar Cluster 2</div>`)[0];
            popup_992473bfba8c49f48c65a2eb27386f9f.setContent(html_8545c54ce9e64c22a0af54bbc7140fa8);
        

        circle_marker_df813cf717d047aeafdac7b79c03d473.bindPopup(popup_992473bfba8c49f48c65a2eb27386f9f)
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            var circle_marker_dd1e63d16576438cb2309e3343bb643e = L.circleMarker(
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        var popup_dfd77813d56f4d669b21ece027720572 = L.popup({"maxWidth": "100%"});

        
            var html_7605cd9587e34ce094463f117c7ec8e2 = $(`<div id="html_7605cd9587e34ce094463f117c7ec8e2" style="width: 100.0%; height: 100.0%;">Site Of Great Canary Restaurant Cluster 3</div>`)[0];
            popup_dfd77813d56f4d669b21ece027720572.setContent(html_7605cd9587e34ce094463f117c7ec8e2);
        

        circle_marker_dd1e63d16576438cb2309e3343bb643e.bindPopup(popup_dfd77813d56f4d669b21ece027720572)
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            var circle_marker_8656ca4ea9df4f599419e62b6afcec56 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_e0a2fdd1e2e5401f914efee7a5da8575 = L.popup({"maxWidth": "100%"});

        
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            popup_e0a2fdd1e2e5401f914efee7a5da8575.setContent(html_dcd36bc2a6cf43d8aca482862202393a);
        

        circle_marker_8656ca4ea9df4f599419e62b6afcec56.bindPopup(popup_e0a2fdd1e2e5401f914efee7a5da8575)
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            var circle_marker_b267fc0f49d8478f8a8f8bbe6bde30d2 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_4f249559fb0944288c3b0b70c03833e9 = L.popup({"maxWidth": "100%"});

        
            var html_db2d4761d8f84d1795af9f247a4f527a = $(`<div id="html_db2d4761d8f84d1795af9f247a4f527a" style="width: 100.0%; height: 100.0%;">Khao Hakka Restaurant Cluster 3</div>`)[0];
            popup_4f249559fb0944288c3b0b70c03833e9.setContent(html_db2d4761d8f84d1795af9f247a4f527a);
        

        circle_marker_b267fc0f49d8478f8a8f8bbe6bde30d2.bindPopup(popup_4f249559fb0944288c3b0b70c03833e9)
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            var circle_marker_fdacc2d9f5e94ba89a387dfbf245c61d = L.circleMarker(
                [43.653946942635294, -79.36114884214422],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_e080301256e44291b19add5ac9e67854 = L.popup({"maxWidth": "100%"});

        
            var html_3ef3a90fff0c4df7b1d3bb5dff789b6b = $(`<div id="html_3ef3a90fff0c4df7b1d3bb5dff789b6b" style="width: 100.0%; height: 100.0%;">Morning Glory Cafe Cluster 0</div>`)[0];
            popup_e080301256e44291b19add5ac9e67854.setContent(html_3ef3a90fff0c4df7b1d3bb5dff789b6b);
        

        circle_marker_fdacc2d9f5e94ba89a387dfbf245c61d.bindPopup(popup_e080301256e44291b19add5ac9e67854)
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            var circle_marker_2b0cf7bba26444688ee414eefd4ab9c0 = L.circleMarker(
                [43.65888321199789, -79.36836906142996],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_7f40d605239140d8a97310b9787662fe = L.popup({"maxWidth": "100%"});

        
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            var html_31df7f736eb641448442673e59a9ba27 = $(`<div id="html_31df7f736eb641448442673e59a9ba27" style="width: 100.0%; height: 100.0%;">Swatow Restaurant 汕頭小食家 Cluster 2</div>`)[0];
            popup_8e56c4cf8b1b4d68ae14dc3e42c7f6c4.setContent(html_31df7f736eb641448442673e59a9ba27);
        

        circle_marker_db64e2f5bd194d0d9d2b1a13f5be8543.bindPopup(popup_8e56c4cf8b1b4d68ae14dc3e42c7f6c4)
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            var circle_marker_efa72b5014444c28bb5f7204a2169618 = L.circleMarker(
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        var popup_51c8309f8fed47949cecdf88a13bd310 = L.popup({"maxWidth": "100%"});

        
            var html_21d7fc3d27984c9da2e937295cee832f = $(`<div id="html_21d7fc3d27984c9da2e937295cee832f" style="width: 100.0%; height: 100.0%;">Tasty&#39;s Caribbean Restaurant &amp; Catering Cluster 3</div>`)[0];
            popup_51c8309f8fed47949cecdf88a13bd310.setContent(html_21d7fc3d27984c9da2e937295cee832f);
        

        circle_marker_efa72b5014444c28bb5f7204a2169618.bindPopup(popup_51c8309f8fed47949cecdf88a13bd310)
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            var circle_marker_aec3754b0b044721b47d98ca9e466bfc = L.circleMarker(
                [43.65533674412141, -79.39889716243826],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_fcda7067983641b6a808120f5691df38 = L.popup({"maxWidth": "100%"});

        
            var html_b4c7a818c4e14eb0a53733544d0172e4 = $(`<div id="html_b4c7a818c4e14eb0a53733544d0172e4" style="width: 100.0%; height: 100.0%;">New Sky Restaurant 小沙田食家 Cluster 0</div>`)[0];
            popup_fcda7067983641b6a808120f5691df38.setContent(html_b4c7a818c4e14eb0a53733544d0172e4);
        

        circle_marker_aec3754b0b044721b47d98ca9e466bfc.bindPopup(popup_fcda7067983641b6a808120f5691df38)
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            var circle_marker_a37d9b3978aa4fb78701db8e2969bc4a = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_6a4701a03888437f83fc92a01fffcf41 = L.popup({"maxWidth": "100%"});

        
            var html_432f0f2877184a49b07f6d32fc0067b4 = $(`<div id="html_432f0f2877184a49b07f6d32fc0067b4" style="width: 100.0%; height: 100.0%;">Green Tea Restaurant Downtown Cluster 3</div>`)[0];
            popup_6a4701a03888437f83fc92a01fffcf41.setContent(html_432f0f2877184a49b07f6d32fc0067b4);
        

        circle_marker_a37d9b3978aa4fb78701db8e2969bc4a.bindPopup(popup_6a4701a03888437f83fc92a01fffcf41)
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_6abcfe2961bf434f869a816ae6bd8d57 = L.popup({"maxWidth": "100%"});

        
            var html_59a7c462a3104b5ab9d3d77db559b588 = $(`<div id="html_59a7c462a3104b5ab9d3d77db559b588" style="width: 100.0%; height: 100.0%;">Sky Dragon Chinese Restaurant 龍翔酒樓 Cluster 0</div>`)[0];
            popup_6abcfe2961bf434f869a816ae6bd8d57.setContent(html_59a7c462a3104b5ab9d3d77db559b588);
        

        circle_marker_c2783bb4ff764af8a74d34c0e67c858e.bindPopup(popup_6abcfe2961bf434f869a816ae6bd8d57)
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                [43.6522783893466, -79.39803917534071],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_34e2f5a981f5491c94e82fe9f4001338 = L.popup({"maxWidth": "100%"});

        
            var html_5ca742c94c164afa86d96c3b7bebc750 = $(`<div id="html_5ca742c94c164afa86d96c3b7bebc750" style="width: 100.0%; height: 100.0%;">Goldstone Noodle Restaurant 金石 Cluster 0</div>`)[0];
            popup_34e2f5a981f5491c94e82fe9f4001338.setContent(html_5ca742c94c164afa86d96c3b7bebc750);
        

        circle_marker_14560ac6419d4faaafb2e169464f88a1.bindPopup(popup_34e2f5a981f5491c94e82fe9f4001338)
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            var circle_marker_84747594bf694dea969bf7616d190ee8 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_3b8d6a47db614f58968a3e3b4510a3b7 = L.popup({"maxWidth": "100%"});

        
            var html_cdfc67bc4c9246459196011b27755968 = $(`<div id="html_cdfc67bc4c9246459196011b27755968" style="width: 100.0%; height: 100.0%;">Some Time BBQ Grill Restaurant 碳烤屋 Cluster 3</div>`)[0];
            popup_3b8d6a47db614f58968a3e3b4510a3b7.setContent(html_cdfc67bc4c9246459196011b27755968);
        

        circle_marker_84747594bf694dea969bf7616d190ee8.bindPopup(popup_3b8d6a47db614f58968a3e3b4510a3b7)
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            var circle_marker_ded03bd9ee954e2ba08a13bf64b2f157 = L.circleMarker(
                [43.642537317144566, -79.38704201569328],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_4e6181bb73c5446b8638c522792bda28 = L.popup({"maxWidth": "100%"});

        
            var html_7d8152d624964972a468e36f3da4af60 = $(`<div id="html_7d8152d624964972a468e36f3da4af60" style="width: 100.0%; height: 100.0%;">360 Restaurant Cluster 1</div>`)[0];
            popup_4e6181bb73c5446b8638c522792bda28.setContent(html_7d8152d624964972a468e36f3da4af60);
        

        circle_marker_ded03bd9ee954e2ba08a13bf64b2f157.bindPopup(popup_4e6181bb73c5446b8638c522792bda28)
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            var circle_marker_44ef99ef5957464eabe46d3030713a31 = L.circleMarker(
                [43.646462521503445, -79.38964414801342],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_858a1b1d2cab494cb55e5e2c672a6879 = L.popup({"maxWidth": "100%"});

        
            var html_7ab28ae5bf4e4207bb152073f15fe643 = $(`<div id="html_7ab28ae5bf4e4207bb152073f15fe643" style="width: 100.0%; height: 100.0%;">Aroma Fine Indian Restaurant Cluster 0</div>`)[0];
            popup_858a1b1d2cab494cb55e5e2c672a6879.setContent(html_7ab28ae5bf4e4207bb152073f15fe643);
        

        circle_marker_44ef99ef5957464eabe46d3030713a31.bindPopup(popup_858a1b1d2cab494cb55e5e2c672a6879)
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            var circle_marker_548495cb22764d7cb443035c472af7eb = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_115f0d90b5ab4243bee4fa7d820d2e80 = L.popup({"maxWidth": "100%"});

        
            var html_3ee9828655b74637a0fa79ede098c285 = $(`<div id="html_3ee9828655b74637a0fa79ede098c285" style="width: 100.0%; height: 100.0%;">Victor Restaurant &amp; Bar Cluster 3</div>`)[0];
            popup_115f0d90b5ab4243bee4fa7d820d2e80.setContent(html_3ee9828655b74637a0fa79ede098c285);
        

        circle_marker_548495cb22764d7cb443035c472af7eb.bindPopup(popup_115f0d90b5ab4243bee4fa7d820d2e80)
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            var circle_marker_7dec9375d7e3476eb4a3e59b9710d3be = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_d3068c1d15774b6da6e57d3d066bfd36 = L.popup({"maxWidth": "100%"});

        
            var html_503297c620894bf5a8ac0a2acaba4a8b = $(`<div id="html_503297c620894bf5a8ac0a2acaba4a8b" style="width: 100.0%; height: 100.0%;">Tundra Restaurant Cluster 0</div>`)[0];
            popup_d3068c1d15774b6da6e57d3d066bfd36.setContent(html_503297c620894bf5a8ac0a2acaba4a8b);
        

        circle_marker_7dec9375d7e3476eb4a3e59b9710d3be.bindPopup(popup_d3068c1d15774b6da6e57d3d066bfd36)
        ;

        
    
    
            var circle_marker_c4102bb5471a47819395d4807337c0c1 = L.circleMarker(
                [43.641635072211194, -79.38936460164057],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_928ff7eafe634fbfa2ef9b16d0d107c8 = L.popup({"maxWidth": "100%"});

        
            var html_0d36ce03b67e4ef588d799a8c0c222c4 = $(`<div id="html_0d36ce03b67e4ef588d799a8c0c222c4" style="width: 100.0%; height: 100.0%;">Sightlines Restaurant Cluster 3</div>`)[0];
            popup_928ff7eafe634fbfa2ef9b16d0d107c8.setContent(html_0d36ce03b67e4ef588d799a8c0c222c4);
        

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                [43.641479256282814, -79.38907384872437],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_ebdc3944412643b5a5307e53c98344d6 = L.popup({"maxWidth": "100%"});

        
            var html_c3d881c963b74d88a90401afbe566a79 = $(`<div id="html_c3d881c963b74d88a90401afbe566a79" style="width: 100.0%; height: 100.0%;">Arriba Restaurant Cluster 0</div>`)[0];
            popup_ebdc3944412643b5a5307e53c98344d6.setContent(html_c3d881c963b74d88a90401afbe566a79);
        

        circle_marker_93c4cfafed6145d6a5162debfa0983ec.bindPopup(popup_ebdc3944412643b5a5307e53c98344d6)
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            var circle_marker_e28fb4c122e54e68a63584b96cd78d30 = L.circleMarker(
                [43.703599230003555, -79.41347122192381],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cac49b38b69e408f870c8cd68ec8c53d = L.popup({"maxWidth": "100%"});

        
            var html_8237460731a74fd9a151b9e8e9dd97b9 = $(`<div id="html_8237460731a74fd9a151b9e8e9dd97b9" style="width: 100.0%; height: 100.0%;">Midtown Restaurant Cluster 3</div>`)[0];
            popup_cac49b38b69e408f870c8cd68ec8c53d.setContent(html_8237460731a74fd9a151b9e8e9dd97b9);
        

        circle_marker_e28fb4c122e54e68a63584b96cd78d30.bindPopup(popup_cac49b38b69e408f870c8cd68ec8c53d)
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            var circle_marker_7973d4240362468f88ae81374b7439f6 = L.circleMarker(
                [43.71850220727577, -79.42970936962003],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_94e87ccca93741fbbe23c054888f6e09 = L.popup({"maxWidth": "100%"});

        
            var html_1aaeafca3b894d029e7b4211dab7c6fe = $(`<div id="html_1aaeafca3b894d029e7b4211dab7c6fe" style="width: 100.0%; height: 100.0%;">Chicken Nest Restaurant Cluster 3</div>`)[0];
            popup_94e87ccca93741fbbe23c054888f6e09.setContent(html_1aaeafca3b894d029e7b4211dab7c6fe);
        

        circle_marker_7973d4240362468f88ae81374b7439f6.bindPopup(popup_94e87ccca93741fbbe23c054888f6e09)
        ;

        
    
    
            var circle_marker_d62465180a4d4c90ab5faac94e4011a8 = L.circleMarker(
                [43.70462523069631, -79.40893043742516],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_b75d2e008f2d4da6b4b530711e8d4152 = L.popup({"maxWidth": "100%"});

        
            var html_60f498481eb34d7684aa9ee145da8fed = $(`<div id="html_60f498481eb34d7684aa9ee145da8fed" style="width: 100.0%; height: 100.0%;">Yitz&#39;s Delicatessen Restaurant &amp; Catering Cluster 3</div>`)[0];
            popup_b75d2e008f2d4da6b4b530711e8d4152.setContent(html_60f498481eb34d7684aa9ee145da8fed);
        

        circle_marker_d62465180a4d4c90ab5faac94e4011a8.bindPopup(popup_b75d2e008f2d4da6b4b530711e8d4152)
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            var circle_marker_4958227740ab4894b057332cc0e0772b = L.circleMarker(
                [43.70434981248526, -79.41061185726777],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_f819849bc94c41e388584ffabbad3cd2 = L.popup({"maxWidth": "100%"});

        
            var html_06d2d0c745f64da98668b2a20ad753f6 = $(`<div id="html_06d2d0c745f64da98668b2a20ad753f6" style="width: 100.0%; height: 100.0%;">398 West Cluster 3</div>`)[0];
            popup_f819849bc94c41e388584ffabbad3cd2.setContent(html_06d2d0c745f64da98668b2a20ad753f6);
        

        circle_marker_4958227740ab4894b057332cc0e0772b.bindPopup(popup_f819849bc94c41e388584ffabbad3cd2)
        ;

        
    
    
            var circle_marker_80185e7a4b0f458dadbcde462ccc51a0 = L.circleMarker(
                [43.700443369880006, -79.40795690464067],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cb2da698c49d4926bf62781fa91ec3d4 = L.popup({"maxWidth": "100%"});

        
            var html_a575fc474d7848a59d66dcf672f73875 = $(`<div id="html_a575fc474d7848a59d66dcf672f73875" style="width: 100.0%; height: 100.0%;">Nikko Sushi Japenese Restaurant Cluster 3</div>`)[0];
            popup_cb2da698c49d4926bf62781fa91ec3d4.setContent(html_a575fc474d7848a59d66dcf672f73875);
        

        circle_marker_80185e7a4b0f458dadbcde462ccc51a0.bindPopup(popup_cb2da698c49d4926bf62781fa91ec3d4)
        ;

        
    
    
            var circle_marker_954d47841940422891e9d8178711018f = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_f38d06533d0c4dbf88094054a075c5e5 = L.popup({"maxWidth": "100%"});

        
            var html_ca985d0fd1d1453f9d95978e8af10bcd = $(`<div id="html_ca985d0fd1d1453f9d95978e8af10bcd" style="width: 100.0%; height: 100.0%;">Bacsi Restaurant Cluster 3</div>`)[0];
            popup_f38d06533d0c4dbf88094054a075c5e5.setContent(html_ca985d0fd1d1453f9d95978e8af10bcd);
        

        circle_marker_954d47841940422891e9d8178711018f.bindPopup(popup_f38d06533d0c4dbf88094054a075c5e5)
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            var circle_marker_704c593a6b0147af831955f4bd8566cb = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_48a4ca3b64394e14902dc9092b2f9baa = L.popup({"maxWidth": "100%"});

        
            var html_d1c66ce8bf15441c911b1de2c4c8bfec = $(`<div id="html_d1c66ce8bf15441c911b1de2c4c8bfec" style="width: 100.0%; height: 100.0%;">Edo-Ko Japanese Restaurant Cluster 3</div>`)[0];
            popup_48a4ca3b64394e14902dc9092b2f9baa.setContent(html_d1c66ce8bf15441c911b1de2c4c8bfec);
        

        circle_marker_704c593a6b0147af831955f4bd8566cb.bindPopup(popup_48a4ca3b64394e14902dc9092b2f9baa)
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            var circle_marker_82b0fb47b8ab4981a361491af0a8f9c9 = L.circleMarker(
                [43.688341, -79.41249],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_c2fbd630f3674058917d43080a480e0c = L.popup({"maxWidth": "100%"});

        
            var html_40ebc16ea90148ffb29871d4939b96f2 = $(`<div id="html_40ebc16ea90148ffb29871d4939b96f2" style="width: 100.0%; height: 100.0%;">Village Restaurant Cluster 3</div>`)[0];
            popup_c2fbd630f3674058917d43080a480e0c.setContent(html_40ebc16ea90148ffb29871d4939b96f2);
        

        circle_marker_82b0fb47b8ab4981a361491af0a8f9c9.bindPopup(popup_c2fbd630f3674058917d43080a480e0c)
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            var circle_marker_fa6b8545cd274a0dafb54e82f684d29d = L.circleMarker(
                [43.70262346819862, -79.39742931913001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cefe302cef20478884dc32e38763ff10 = L.popup({"maxWidth": "100%"});

        
            var html_476bcaabbbe746bab30c722ca8017c4c = $(`<div id="html_476bcaabbbe746bab30c722ca8017c4c" style="width: 100.0%; height: 100.0%;">Coquine Restaurant Cluster 0</div>`)[0];
            popup_cefe302cef20478884dc32e38763ff10.setContent(html_476bcaabbbe746bab30c722ca8017c4c);
        

        circle_marker_fa6b8545cd274a0dafb54e82f684d29d.bindPopup(popup_cefe302cef20478884dc32e38763ff10)
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            var circle_marker_e8360c4ecbd540fcb47cd4358459481b = L.circleMarker(
                [43.701711544450895, -79.39731784785127],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_b9e65bc4d3e946b491204a08d6d019ba = L.popup({"maxWidth": "100%"});

        
            var html_4b0a50d5bde24d6387c330725208b79c = $(`<div id="html_4b0a50d5bde24d6387c330725208b79c" style="width: 100.0%; height: 100.0%;">Grano Cluster 3</div>`)[0];
            popup_b9e65bc4d3e946b491204a08d6d019ba.setContent(html_4b0a50d5bde24d6387c330725208b79c);
        

        circle_marker_e8360c4ecbd540fcb47cd4358459481b.bindPopup(popup_b9e65bc4d3e946b491204a08d6d019ba)
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            var circle_marker_f3b92cffa2a3447a99b73cad517501c8 = L.circleMarker(
                [43.665179618013326, -79.41096552569321],
                {"bubblingMouseEvents": true, "color": "#ffb360", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffb360", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_35e52891ddaa45b185ebf2782179add8 = L.popup({"maxWidth": "100%"});

        
            var html_eab3314d7dd44e97ad9c290e3f421256 = $(`<div id="html_eab3314d7dd44e97ad9c290e3f421256" style="width: 100.0%; height: 100.0%;">Insomnia Restaurant and Lounge Cluster 4</div>`)[0];
            popup_35e52891ddaa45b185ebf2782179add8.setContent(html_eab3314d7dd44e97ad9c290e3f421256);
        

        circle_marker_f3b92cffa2a3447a99b73cad517501c8.bindPopup(popup_35e52891ddaa45b185ebf2782179add8)
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            var circle_marker_794ddb8e4304430ca6e94e8c78685e40 = L.circleMarker(
                [43.664542463164395, -79.41407487992696],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_d6fbbe03932e401fab7331f4016801b2 = L.popup({"maxWidth": "100%"});

        
            var html_91c72e51b9bc4c26be85bccbede6c8ad = $(`<div id="html_91c72e51b9bc4c26be85bccbede6c8ad" style="width: 100.0%; height: 100.0%;">Seoul Restaurant 서울분식 Cluster 3</div>`)[0];
            popup_d6fbbe03932e401fab7331f4016801b2.setContent(html_91c72e51b9bc4c26be85bccbede6c8ad);
        

        circle_marker_794ddb8e4304430ca6e94e8c78685e40.bindPopup(popup_d6fbbe03932e401fab7331f4016801b2)
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            var circle_marker_f1a4c9fab0b14b1fb083c449400d012b = L.circleMarker(
                [43.66596243495589, -79.4075059890747],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_7af68cf4f2a84efeaa8103b9243dbfcc = L.popup({"maxWidth": "100%"});

        
            var html_fe3fed0a10594acdb8f5f99429393d0c = $(`<div id="html_fe3fed0a10594acdb8f5f99429393d0c" style="width: 100.0%; height: 100.0%;">By The Way Restaurant Bistro Cluster 3</div>`)[0];
            popup_7af68cf4f2a84efeaa8103b9243dbfcc.setContent(html_fe3fed0a10594acdb8f5f99429393d0c);
        

        circle_marker_f1a4c9fab0b14b1fb083c449400d012b.bindPopup(popup_7af68cf4f2a84efeaa8103b9243dbfcc)
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            var circle_marker_48387848576d4d348b71bc2b60052235 = L.circleMarker(
                [43.66917767656106, -79.39724118726546],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_fd9228e377b04e8a82dbe53df9c57058 = L.popup({"maxWidth": "100%"});

        
            var html_a2fc6a09e7b64baa819e06b1ff61ae1f = $(`<div id="html_a2fc6a09e7b64baa819e06b1ff61ae1f" style="width: 100.0%; height: 100.0%;">Opus Restaurant Cluster 3</div>`)[0];
            popup_fd9228e377b04e8a82dbe53df9c57058.setContent(html_a2fc6a09e7b64baa819e06b1ff61ae1f);
        

        circle_marker_48387848576d4d348b71bc2b60052235.bindPopup(popup_fd9228e377b04e8a82dbe53df9c57058)
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            var circle_marker_5993727bba6d4af5aee0d7e0785b2298 = L.circleMarker(
                [43.66607183267395, -79.40655519078405],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_1d2d4ff280ea4087a1e8dbed9f591960 = L.popup({"maxWidth": "100%"});

        
            var html_dcefa09210554788a81251b4d01c5aa2 = $(`<div id="html_dcefa09210554788a81251b4d01c5aa2" style="width: 100.0%; height: 100.0%;">Piano Piano the Restaurant Cluster 3</div>`)[0];
            popup_1d2d4ff280ea4087a1e8dbed9f591960.setContent(html_dcefa09210554788a81251b4d01c5aa2);
        

        circle_marker_5993727bba6d4af5aee0d7e0785b2298.bindPopup(popup_1d2d4ff280ea4087a1e8dbed9f591960)
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            var circle_marker_9112e76c7c43427ea82fcb1942f206e4 = L.circleMarker(
                [43.672401, -79.395712],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_82559e4bbaef4ee09cb3e78f72e2178f = L.popup({"maxWidth": "100%"});

        
            var html_35dddac92b324885910c92995c4e6a5d = $(`<div id="html_35dddac92b324885910c92995c4e6a5d" style="width: 100.0%; height: 100.0%;">Zin Restaurant Cluster 3</div>`)[0];
            popup_82559e4bbaef4ee09cb3e78f72e2178f.setContent(html_35dddac92b324885910c92995c4e6a5d);
        

        circle_marker_9112e76c7c43427ea82fcb1942f206e4.bindPopup(popup_82559e4bbaef4ee09cb3e78f72e2178f)
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            var circle_marker_85778e5053a14be68cf10b79ccf36c46 = L.circleMarker(
                [43.67280358595294, -79.41408716361897],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_7b86241733e6404b87401369c6437b1f = L.popup({"maxWidth": "100%"});

        
            var html_cc3d0810645741df92563c1e15e3ab3a = $(`<div id="html_cc3d0810645741df92563c1e15e3ab3a" style="width: 100.0%; height: 100.0%;">Annapurna Vegetarian Restaurant Cluster 3</div>`)[0];
            popup_7b86241733e6404b87401369c6437b1f.setContent(html_cc3d0810645741df92563c1e15e3ab3a);
        

        circle_marker_85778e5053a14be68cf10b79ccf36c46.bindPopup(popup_7b86241733e6404b87401369c6437b1f)
        ;

        
    
    
            var circle_marker_f087702e46b44feca18a2eb612e4098e = L.circleMarker(
                [43.67045, -79.392822],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_327a4e55b1ac47ba8c6b100ed5f54c47 = L.popup({"maxWidth": "100%"});

        
            var html_014a01babff641a681fe5877c4d46282 = $(`<div id="html_014a01babff641a681fe5877c4d46282" style="width: 100.0%; height: 100.0%;">Regal 16 Chinese Restaurant Cluster 3</div>`)[0];
            popup_327a4e55b1ac47ba8c6b100ed5f54c47.setContent(html_014a01babff641a681fe5877c4d46282);
        

        circle_marker_f087702e46b44feca18a2eb612e4098e.bindPopup(popup_327a4e55b1ac47ba8c6b100ed5f54c47)
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            var circle_marker_ff1e048c3e74478ba27b84b820ab1b10 = L.circleMarker(
                [43.65667340500913, -79.40710106606636],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cefeb08294864d85b7e2d9ecdc81d5b7 = L.popup({"maxWidth": "100%"});

        
            var html_ed5d575e8d994b68bd01936410dde5d5 = $(`<div id="html_ed5d575e8d994b68bd01936410dde5d5" style="width: 100.0%; height: 100.0%;">El Rancho Restaurant &amp; Night Club Cluster 3</div>`)[0];
            popup_cefeb08294864d85b7e2d9ecdc81d5b7.setContent(html_ed5d575e8d994b68bd01936410dde5d5);
        

        circle_marker_ff1e048c3e74478ba27b84b820ab1b10.bindPopup(popup_cefeb08294864d85b7e2d9ecdc81d5b7)
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            var circle_marker_0f8393167000421d8ca6f3b7c4f691bf = L.circleMarker(
                [43.654306552286656, -79.3992765578534],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_75abf6ab5de7440584b1d097d5bce619 = L.popup({"maxWidth": "100%"});

        
            var html_953c20cbe009403cb524834d0c37a9c1 = $(`<div id="html_953c20cbe009403cb524834d0c37a9c1" style="width: 100.0%; height: 100.0%;">Ka Chi Korean Restaurant Cluster 0</div>`)[0];
            popup_75abf6ab5de7440584b1d097d5bce619.setContent(html_953c20cbe009403cb524834d0c37a9c1);
        

        circle_marker_0f8393167000421d8ca6f3b7c4f691bf.bindPopup(popup_75abf6ab5de7440584b1d097d5bce619)
        ;

        
    
    
            var circle_marker_51af5eff81ea40b29cd41513b30ffb12 = L.circleMarker(
                [43.6531846832903, -79.3966766276528],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_267de16500b1457b974d1baca00c14de = L.popup({"maxWidth": "100%"});

        
            var html_a61cec6889cc449288c1307c4cee90fc = $(`<div id="html_a61cec6889cc449288c1307c4cee90fc" style="width: 100.0%; height: 100.0%;">North-East Chinese Restaurant 華北美食 Cluster 3</div>`)[0];
            popup_267de16500b1457b974d1baca00c14de.setContent(html_a61cec6889cc449288c1307c4cee90fc);
        

        circle_marker_51af5eff81ea40b29cd41513b30ffb12.bindPopup(popup_267de16500b1457b974d1baca00c14de)
        ;

        
    
    
            var circle_marker_7046d502fbd74d7983f2f538a65cf60c = L.circleMarker(
                [43.65280330843737, -79.39995806711424],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_992ec16e4d2d4dfcab555cf995b417c8 = L.popup({"maxWidth": "100%"});

        
            var html_72dbffaa492644bbb433302e39e2e86b = $(`<div id="html_72dbffaa492644bbb433302e39e2e86b" style="width: 100.0%; height: 100.0%;">Kensington Cornerstone Restaurant Cluster 3</div>`)[0];
            popup_992ec16e4d2d4dfcab555cf995b417c8.setContent(html_72dbffaa492644bbb433302e39e2e86b);
        

        circle_marker_7046d502fbd74d7983f2f538a65cf60c.bindPopup(popup_992ec16e4d2d4dfcab555cf995b417c8)
        ;

        
    
    
            var circle_marker_c3b2559955e54bb5a040358785aa24f8 = L.circleMarker(
                [43.655765, -79.409929],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_1f9057fc35d5485fbca057bd845ae377 = L.popup({"maxWidth": "100%"});

        
            var html_d2e74a62133f43d6b3b8d4d2aeddd59d = $(`<div id="html_d2e74a62133f43d6b3b8d4d2aeddd59d" style="width: 100.0%; height: 100.0%;">Woodlot Restaurant &amp; Bakery Cluster 0</div>`)[0];
            popup_1f9057fc35d5485fbca057bd845ae377.setContent(html_d2e74a62133f43d6b3b8d4d2aeddd59d);
        

        circle_marker_c3b2559955e54bb5a040358785aa24f8.bindPopup(popup_1f9057fc35d5485fbca057bd845ae377)
        ;

        
    
    
            var circle_marker_9ce68c815fa84940aeec33a86db74ba1 = L.circleMarker(
                [43.63324631070554, -79.4002238514701],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_2718c4e86f5f44bcaea347a7e77db845 = L.popup({"maxWidth": "100%"});

        
            var html_fe83d0ab512540ce9f3e69b6ea1900ee = $(`<div id="html_fe83d0ab512540ce9f3e69b6ea1900ee" style="width: 100.0%; height: 100.0%;">Bar &amp; Restaurant @ NYC Cluster 3</div>`)[0];
            popup_2718c4e86f5f44bcaea347a7e77db845.setContent(html_fe83d0ab512540ce9f3e69b6ea1900ee);
        

        circle_marker_9ce68c815fa84940aeec33a86db74ba1.bindPopup(popup_2718c4e86f5f44bcaea347a7e77db845)
        ;

        
    
    
            var circle_marker_55e7610456234ffeb00d0a933a5a6adf = L.circleMarker(
                [43.636899, -79.406064],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_512f536814b641c99c6dc41bc85c5a14 = L.popup({"maxWidth": "100%"});

        
            var html_ce6bf614bf394a3cb7a3edfe0fb6c96d = $(`<div id="html_ce6bf614bf394a3cb7a3edfe0fb6c96d" style="width: 100.0%; height: 100.0%;">Rozu Restaurant Lounge Cluster 3</div>`)[0];
            popup_512f536814b641c99c6dc41bc85c5a14.setContent(html_ce6bf614bf394a3cb7a3edfe0fb6c96d);
        

        circle_marker_55e7610456234ffeb00d0a933a5a6adf.bindPopup(popup_512f536814b641c99c6dc41bc85c5a14)
        ;

        
    
    
            var circle_marker_49b6cb88bd6e499c81f63e62efa17810 = L.circleMarker(
                [43.639239810318365, -79.39227848580624],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_566dee25888c4979af2bf023b8e12450 = L.popup({"maxWidth": "100%"});

        
            var html_1755693a136d454e9491fb603eb3eddc = $(`<div id="html_1755693a136d454e9491fb603eb3eddc" style="width: 100.0%; height: 100.0%;">Excellent Chinese Restaurant Cluster 3</div>`)[0];
            popup_566dee25888c4979af2bf023b8e12450.setContent(html_1755693a136d454e9491fb603eb3eddc);
        

        circle_marker_49b6cb88bd6e499c81f63e62efa17810.bindPopup(popup_566dee25888c4979af2bf023b8e12450)
        ;

        
    
    
            var circle_marker_e7f320277a2145ca976b700aed83464f = L.circleMarker(
                [43.6366302, -79.40805209999999],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_4923ba9ad4bc47f7a8a93a2bbe5e88fa = L.popup({"maxWidth": "100%"});

        
            var html_53a1f6265eb544e48efc4ce4fba89a2e = $(`<div id="html_53a1f6265eb544e48efc4ce4fba89a2e" style="width: 100.0%; height: 100.0%;">Pearl Restaurant Cluster 3</div>`)[0];
            popup_4923ba9ad4bc47f7a8a93a2bbe5e88fa.setContent(html_53a1f6265eb544e48efc4ce4fba89a2e);
        

        circle_marker_e7f320277a2145ca976b700aed83464f.bindPopup(popup_4923ba9ad4bc47f7a8a93a2bbe5e88fa)
        ;

        
    
    
            var circle_marker_c3a22343548944a9967e8df648915e23 = L.circleMarker(
                [43.642537317144566, -79.38704201569328],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_8d0b001b00e54e5b85861a75bad17f7a = L.popup({"maxWidth": "100%"});

        
            var html_4cddb6d009284b018a6158cddf40ee9f = $(`<div id="html_4cddb6d009284b018a6158cddf40ee9f" style="width: 100.0%; height: 100.0%;">360 Restaurant Cluster 1</div>`)[0];
            popup_8d0b001b00e54e5b85861a75bad17f7a.setContent(html_4cddb6d009284b018a6158cddf40ee9f);
        

        circle_marker_c3a22343548944a9967e8df648915e23.bindPopup(popup_8d0b001b00e54e5b85861a75bad17f7a)
        ;

        
    
    
            var circle_marker_37be20ca8e2a43fa944220405963b139 = L.circleMarker(
                [43.652614361741726, -79.38023131683906],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_ea7a0e2de5f245c1b9b036eb2d6fa0f4 = L.popup({"maxWidth": "100%"});

        
            var html_33f4375ae3f3425a825af67480f92bd2 = $(`<div id="html_33f4375ae3f3425a825af67480f92bd2" style="width: 100.0%; height: 100.0%;">Richtree Natural Market Restaurants Cluster 2</div>`)[0];
            popup_ea7a0e2de5f245c1b9b036eb2d6fa0f4.setContent(html_33f4375ae3f3425a825af67480f92bd2);
        

        circle_marker_37be20ca8e2a43fa944220405963b139.bindPopup(popup_ea7a0e2de5f245c1b9b036eb2d6fa0f4)
        ;

        
    
    
            var circle_marker_cba9b759855f4c9c967bd66ea6ec8b3e = L.circleMarker(
                [43.65488413420439, -79.38593077371578],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_fe8288f25b394880b7868ab979bdbc6a = L.popup({"maxWidth": "100%"});

        
            var html_45618b6118ef45baadcf7090ddeba7f3 = $(`<div id="html_45618b6118ef45baadcf7090ddeba7f3" style="width: 100.0%; height: 100.0%;">Hemispheres Restaurant &amp; Bistro Cluster 3</div>`)[0];
            popup_fe8288f25b394880b7868ab979bdbc6a.setContent(html_45618b6118ef45baadcf7090ddeba7f3);
        

        circle_marker_cba9b759855f4c9c967bd66ea6ec8b3e.bindPopup(popup_fe8288f25b394880b7868ab979bdbc6a)
        ;

        
    
    
            var circle_marker_f70f3e6877414c9eb103b40d0b12a0fd = L.circleMarker(
                [43.664095885903244, -79.41673815250397],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_876c93cfa56c4c25a4d65ef1525d3d74 = L.popup({"maxWidth": "100%"});

        
            var html_3193c088245b4c7b8444363373598190 = $(`<div id="html_3193c088245b4c7b8444363373598190" style="width: 100.0%; height: 100.0%;">Mapo Korean BBQ Restaurant 마포상회 Cluster 3</div>`)[0];
            popup_876c93cfa56c4c25a4d65ef1525d3d74.setContent(html_3193c088245b4c7b8444363373598190);
        

        circle_marker_f70f3e6877414c9eb103b40d0b12a0fd.bindPopup(popup_876c93cfa56c4c25a4d65ef1525d3d74)
        ;

        
    
    
            var circle_marker_da2514cd1c724503b59b8adac5428520 = L.circleMarker(
                [43.66418287914217, -79.41574611551155],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_d6b60f76f4c847c98347e3248d7221db = L.popup({"maxWidth": "100%"});

        
            var html_14ca2a8a13234d80861cfb2806fdd1b0 = $(`<div id="html_14ca2a8a13234d80861cfb2806fdd1b0" style="width: 100.0%; height: 100.0%;">Sunrise House Korean Restaurant 해뜨는집 Cluster 0</div>`)[0];
            popup_d6b60f76f4c847c98347e3248d7221db.setContent(html_14ca2a8a13234d80861cfb2806fdd1b0);
        

        circle_marker_da2514cd1c724503b59b8adac5428520.bindPopup(popup_d6b60f76f4c847c98347e3248d7221db)
        ;

        
    
    
            var circle_marker_41d89cd4e93b4ff3b4282753da6c25db = L.circleMarker(
                [43.66412292954772, -79.41581478743696],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cedc981e63054096ac4e24786b9dcaec = L.popup({"maxWidth": "100%"});

        
            var html_e773a81cdf584b2897ea15140bc92719 = $(`<div id="html_e773a81cdf584b2897ea15140bc92719" style="width: 100.0%; height: 100.0%;">Imonay House Restaurant 뉴 · 이모네집 Cluster 3</div>`)[0];
            popup_cedc981e63054096ac4e24786b9dcaec.setContent(html_e773a81cdf584b2897ea15140bc92719);
        

        circle_marker_41d89cd4e93b4ff3b4282753da6c25db.bindPopup(popup_cedc981e63054096ac4e24786b9dcaec)
        ;

        
    
    
            var circle_marker_3fb95e56fa674bf6892e7d389d6d5281 = L.circleMarker(
                [43.664497913032065, -79.41436726023312],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_342ac25a0d6d4850be0f4932ae0c44ec = L.popup({"maxWidth": "100%"});

        
            var html_373493dcef0045208b4d7db37ef91171 = $(`<div id="html_373493dcef0045208b4d7db37ef91171" style="width: 100.0%; height: 100.0%;">Korean Village Restaurant Cluster 0</div>`)[0];
            popup_342ac25a0d6d4850be0f4932ae0c44ec.setContent(html_373493dcef0045208b4d7db37ef91171);
        

        circle_marker_3fb95e56fa674bf6892e7d389d6d5281.bindPopup(popup_342ac25a0d6d4850be0f4932ae0c44ec)
        ;

        
    
    
            var circle_marker_116a70e27b704062a9eace7326c8b586 = L.circleMarker(
                [43.66394504978582, -79.41688239269187],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_f286c871ff1c46dda5fb95a38f459790 = L.popup({"maxWidth": "100%"});

        
            var html_02a38380a3664e128a7f7d220340162a = $(`<div id="html_02a38380a3664e128a7f7d220340162a" style="width: 100.0%; height: 100.0%;">Lim Ga Ne Korean Restaurant 임가네 Cluster 3</div>`)[0];
            popup_f286c871ff1c46dda5fb95a38f459790.setContent(html_02a38380a3664e128a7f7d220340162a);
        

        circle_marker_116a70e27b704062a9eace7326c8b586.bindPopup(popup_f286c871ff1c46dda5fb95a38f459790)
        ;

        
    
    
            var circle_marker_f57336d9ab924815bff4cc5598cd88f9 = L.circleMarker(
                [43.66269851655211, -79.42267113286805],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_f8027156e16d4a62aaf290f0b8fc5633 = L.popup({"maxWidth": "100%"});

        
            var html_e784e61abfbc46ad8e3565e2fa9d5176 = $(`<div id="html_e784e61abfbc46ad8e3565e2fa9d5176" style="width: 100.0%; height: 100.0%;">Pero Restaurant Cluster 3</div>`)[0];
            popup_f8027156e16d4a62aaf290f0b8fc5633.setContent(html_e784e61abfbc46ad8e3565e2fa9d5176);
        

        circle_marker_f57336d9ab924815bff4cc5598cd88f9.bindPopup(popup_f8027156e16d4a62aaf290f0b8fc5633)
        ;

        
    
    
            var circle_marker_5f13360ac23f4633b83bbb585e87b9de = L.circleMarker(
                [43.66214574755775, -79.42487048234243],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_05f97b8816c54b0b9a25f46cc7157e4d = L.popup({"maxWidth": "100%"});

        
            var html_789ff5c58f974a91b53a15bd0d58a726 = $(`<div id="html_789ff5c58f974a91b53a15bd0d58a726" style="width: 100.0%; height: 100.0%;">Lalibela Restaurant Cluster 0</div>`)[0];
            popup_05f97b8816c54b0b9a25f46cc7157e4d.setContent(html_789ff5c58f974a91b53a15bd0d58a726);
        

        circle_marker_5f13360ac23f4633b83bbb585e87b9de.bindPopup(popup_05f97b8816c54b0b9a25f46cc7157e4d)
        ;

        
    
    
            var circle_marker_de7da56d40ce4006a5aca4382e7b5c80 = L.circleMarker(
                [43.66927199587462, -79.42283025079402],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_266dea1c20ca41d290d3299577fdbfb9 = L.popup({"maxWidth": "100%"});

        
            var html_9c044550c7d3422eb32b655ae24c8153 = $(`<div id="html_9c044550c7d3422eb32b655ae24c8153" style="width: 100.0%; height: 100.0%;">Empire Restaurant and Lounge Cluster 3</div>`)[0];
            popup_266dea1c20ca41d290d3299577fdbfb9.setContent(html_9c044550c7d3422eb32b655ae24c8153);
        

        circle_marker_de7da56d40ce4006a5aca4382e7b5c80.bindPopup(popup_266dea1c20ca41d290d3299577fdbfb9)
        ;

        
    
    
            var circle_marker_27ac64a3d76948958b60eb916f1f32fb = L.circleMarker(
                [43.660407703117414, -79.4392233285679],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_5c01f83967d2455d917f3b42660c2502 = L.popup({"maxWidth": "100%"});

        
            var html_27e7d09697bf43959f4d821c4d83fa0b = $(`<div id="html_27e7d09697bf43959f4d821c4d83fa0b" style="width: 100.0%; height: 100.0%;">Jade Restaurant Cluster 3</div>`)[0];
            popup_5c01f83967d2455d917f3b42660c2502.setContent(html_27e7d09697bf43959f4d821c4d83fa0b);
        

        circle_marker_27ac64a3d76948958b60eb916f1f32fb.bindPopup(popup_5c01f83967d2455d917f3b42660c2502)
        ;

        
    
    
            var circle_marker_7501edd8add24e12aac1197a2a38c52b = L.circleMarker(
                [43.66946775351141, -79.44236092654447],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_32dcae3b3210472ca93c194705391ee7 = L.popup({"maxWidth": "100%"});

        
            var html_0c8b6cacc96443cba43e766e48f5e8f8 = $(`<div id="html_0c8b6cacc96443cba43e766e48f5e8f8" style="width: 100.0%; height: 100.0%;">Morningstar Restaurant Cluster 3</div>`)[0];
            popup_32dcae3b3210472ca93c194705391ee7.setContent(html_0c8b6cacc96443cba43e766e48f5e8f8);
        

        circle_marker_7501edd8add24e12aac1197a2a38c52b.bindPopup(popup_32dcae3b3210472ca93c194705391ee7)
        ;

        
    
    
            var circle_marker_9fab881f07124af2a43fc6c9cf0cec73 = L.circleMarker(
                [43.67434674816611, -79.44106963385153],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_896395602be748a89f0ad54e3fc2ca91 = L.popup({"maxWidth": "100%"});

        
            var html_dda59753247d471abc4ffedf3fe2f836 = $(`<div id="html_dda59753247d471abc4ffedf3fe2f836" style="width: 100.0%; height: 100.0%;">Royal Caribbean Jamaican Restaurant Cluster 3</div>`)[0];
            popup_896395602be748a89f0ad54e3fc2ca91.setContent(html_dda59753247d471abc4ffedf3fe2f836);
        

        circle_marker_9fab881f07124af2a43fc6c9cf0cec73.bindPopup(popup_896395602be748a89f0ad54e3fc2ca91)
        ;

        
    
    
            var circle_marker_43aec3334eb14794a35eb735de0127c9 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_23856d9291254473b7db8c23536b12a0 = L.popup({"maxWidth": "100%"});

        
            var html_15d437409a344844a235085f6ff142bd = $(`<div id="html_15d437409a344844a235085f6ff142bd" style="width: 100.0%; height: 100.0%;">La Fogata Bar And Restaurant Cluster 3</div>`)[0];
            popup_23856d9291254473b7db8c23536b12a0.setContent(html_15d437409a344844a235085f6ff142bd);
        

        circle_marker_43aec3334eb14794a35eb735de0127c9.bindPopup(popup_23856d9291254473b7db8c23536b12a0)
        ;

        
    
    
            var circle_marker_1f94bb33c586440492340b71b3e3cd5e = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_2615db5502324646bca57888280059f1 = L.popup({"maxWidth": "100%"});

        
            var html_b1c3c8a939a24a07a0bb55b977deb830 = $(`<div id="html_b1c3c8a939a24a07a0bb55b977deb830" style="width: 100.0%; height: 100.0%;">Don Quixote Restaurant Cluster 3</div>`)[0];
            popup_2615db5502324646bca57888280059f1.setContent(html_b1c3c8a939a24a07a0bb55b977deb830);
        

        circle_marker_1f94bb33c586440492340b71b3e3cd5e.bindPopup(popup_2615db5502324646bca57888280059f1)
        ;

        
    
    
            var circle_marker_0801503c4a104505bda8026c3a73c8b8 = L.circleMarker(
                [43.65961, -79.437478],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_849df538b3764a61bbc9bbc617bc70a1 = L.popup({"maxWidth": "100%"});

        
            var html_5b7d2f90165c45fbaf4faa9ffd02851a = $(`<div id="html_5b7d2f90165c45fbaf4faa9ffd02851a" style="width: 100.0%; height: 100.0%;">Aveirense Restaurant Cluster 3</div>`)[0];
            popup_849df538b3764a61bbc9bbc617bc70a1.setContent(html_5b7d2f90165c45fbaf4faa9ffd02851a);
        

        circle_marker_0801503c4a104505bda8026c3a73c8b8.bindPopup(popup_849df538b3764a61bbc9bbc617bc70a1)
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            var circle_marker_057369498af24b1f8adb4ef8be6cf7ec = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_1fd5cddac72745adbc360bc98a1e1cb0 = L.popup({"maxWidth": "100%"});

        
            var html_f9a3b63da35b43e5a766fb64f5534538 = $(`<div id="html_f9a3b63da35b43e5a766fb64f5534538" style="width: 100.0%; height: 100.0%;">Cinderella Restaurant Cluster 3</div>`)[0];
            popup_1fd5cddac72745adbc360bc98a1e1cb0.setContent(html_f9a3b63da35b43e5a766fb64f5534538);
        

        circle_marker_057369498af24b1f8adb4ef8be6cf7ec.bindPopup(popup_1fd5cddac72745adbc360bc98a1e1cb0)
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            var circle_marker_2afe5435f8c74e5fb86ad92f029d7c7c = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_dec6cb519c9547abb643f74741dd750f = L.popup({"maxWidth": "100%"});

        
            var html_7f18eccd1e384f6481e9c1ec70f83f40 = $(`<div id="html_7f18eccd1e384f6481e9c1ec70f83f40" style="width: 100.0%; height: 100.0%;">A&amp;W Cluster 3</div>`)[0];
            popup_dec6cb519c9547abb643f74741dd750f.setContent(html_7f18eccd1e384f6481e9c1ec70f83f40);
        

        circle_marker_2afe5435f8c74e5fb86ad92f029d7c7c.bindPopup(popup_dec6cb519c9547abb643f74741dd750f)
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            var circle_marker_8ea22b8ab57c4d0b9b9c0ed3def48f9f = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_c6600061f6b843839e9d1af62c9fae0b = L.popup({"maxWidth": "100%"});

        
            var html_b7b597b191ef49ffaf48fccf50a53b38 = $(`<div id="html_b7b597b191ef49ffaf48fccf50a53b38" style="width: 100.0%; height: 100.0%;">Union Restaurant Cluster 2</div>`)[0];
            popup_c6600061f6b843839e9d1af62c9fae0b.setContent(html_b7b597b191ef49ffaf48fccf50a53b38);
        

        circle_marker_8ea22b8ab57c4d0b9b9c0ed3def48f9f.bindPopup(popup_c6600061f6b843839e9d1af62c9fae0b)
        ;

        
    
    
            var circle_marker_99cfb6474fd345aeae13fc67e6298b0c = L.circleMarker(
                [43.64943515996231, -79.42039021958406],
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        var popup_7b2d1ec6557b4caead3c5617009a7cd8 = L.popup({"maxWidth": "100%"});

        
            var html_02131ae857ef433e8a9db7cb9de9ceb6 = $(`<div id="html_02131ae857ef433e8a9db7cb9de9ceb6" style="width: 100.0%; height: 100.0%;">The Lakeview Restaurant Cluster 4</div>`)[0];
            popup_7b2d1ec6557b4caead3c5617009a7cd8.setContent(html_02131ae857ef433e8a9db7cb9de9ceb6);
        

        circle_marker_99cfb6474fd345aeae13fc67e6298b0c.bindPopup(popup_7b2d1ec6557b4caead3c5617009a7cd8)
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            var circle_marker_34923662a7534a8ca276160a303324d5 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_cabf278150b54f81b7093ad37cb1c05f = L.popup({"maxWidth": "100%"});

        
            var html_5ae1363023e54447b6ae59c69bc8d09f = $(`<div id="html_5ae1363023e54447b6ae59c69bc8d09f" style="width: 100.0%; height: 100.0%;">Lao Thai Restaurant Cluster 3</div>`)[0];
            popup_cabf278150b54f81b7093ad37cb1c05f.setContent(html_5ae1363023e54447b6ae59c69bc8d09f);
        

        circle_marker_34923662a7534a8ca276160a303324d5.bindPopup(popup_cabf278150b54f81b7093ad37cb1c05f)
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            var circle_marker_16273880a4ac464881545d74c59a8c57 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_4e2cbab2706c4a40ba47cf0f93cc11fe = L.popup({"maxWidth": "100%"});

        
            var html_be0cdf40f41640ab888d807b787acf82 = $(`<div id="html_be0cdf40f41640ab888d807b787acf82" style="width: 100.0%; height: 100.0%;">Via Norte Restaurant Cluster 3</div>`)[0];
            popup_4e2cbab2706c4a40ba47cf0f93cc11fe.setContent(html_be0cdf40f41640ab888d807b787acf82);
        

        circle_marker_16273880a4ac464881545d74c59a8c57.bindPopup(popup_4e2cbab2706c4a40ba47cf0f93cc11fe)
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            var circle_marker_0906c37691ae40fd848ea793d628e6e9 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_f5ed6613d261404aa1d478503b525177 = L.popup({"maxWidth": "100%"});

        
            var html_12231ee4e6eb47bfbef94a0617052ff2 = $(`<div id="html_12231ee4e6eb47bfbef94a0617052ff2" style="width: 100.0%; height: 100.0%;">Moliceiro Restaurant Cluster 3</div>`)[0];
            popup_f5ed6613d261404aa1d478503b525177.setContent(html_12231ee4e6eb47bfbef94a0617052ff2);
        

        circle_marker_0906c37691ae40fd848ea793d628e6e9.bindPopup(popup_f5ed6613d261404aa1d478503b525177)
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            var circle_marker_190659d933114f5ebe8b056734de2c71 = L.circleMarker(
                [43.649329, -79.421472],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_ed201291de0d4e0abeddf8214c5145cc = L.popup({"maxWidth": "100%"});

        
            var html_cc1413459aa44ac79cc75c9b234567c8 = $(`<div id="html_cc1413459aa44ac79cc75c9b234567c8" style="width: 100.0%; height: 100.0%;">Quality Inn Restaurant Cluster 3</div>`)[0];
            popup_ed201291de0d4e0abeddf8214c5145cc.setContent(html_cc1413459aa44ac79cc75c9b234567c8);
        

        circle_marker_190659d933114f5ebe8b056734de2c71.bindPopup(popup_ed201291de0d4e0abeddf8214c5145cc)
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            var circle_marker_e270f66d32fa41f095c78601de3346f9 = L.circleMarker(
                [43.64399943323073, -79.40876747284632],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_fe5aa01e3f7b45e78d97245c7f82c5e5 = L.popup({"maxWidth": "100%"});

        
            var html_d05c887548f74f869a30409daae18aa3 = $(`<div id="html_d05c887548f74f869a30409daae18aa3" style="width: 100.0%; height: 100.0%;">UFO Restaurant Cluster 3</div>`)[0];
            popup_fe5aa01e3f7b45e78d97245c7f82c5e5.setContent(html_d05c887548f74f869a30409daae18aa3);
        

        circle_marker_e270f66d32fa41f095c78601de3346f9.bindPopup(popup_fe5aa01e3f7b45e78d97245c7f82c5e5)
        ;

        
    
    
            var circle_marker_da7ded7e9ddf42bd9573f46c41abac8b = L.circleMarker(
                [43.6509366, -79.4217553],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_6c7453361b384ef1811e3bc43426b966 = L.popup({"maxWidth": "100%"});

        
            var html_a80d192448494f6686fe4a1499b67247 = $(`<div id="html_a80d192448494f6686fe4a1499b67247" style="width: 100.0%; height: 100.0%;">One day pop-up restaurant Cluster 3</div>`)[0];
            popup_6c7453361b384ef1811e3bc43426b966.setContent(html_a80d192448494f6686fe4a1499b67247);
        

        circle_marker_da7ded7e9ddf42bd9573f46c41abac8b.bindPopup(popup_6c7453361b384ef1811e3bc43426b966)
        ;

        
    
    
            var circle_marker_8cd104162b6e488da4da401a9b92a697 = L.circleMarker(
                [43.646987267972456, -79.42375014172939],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_6f226202d77049b5b0c14134ef27e5f8 = L.popup({"maxWidth": "100%"});

        
            var html_ca5ebd9c22264d1dafeff002833cdbd5 = $(`<div id="html_ca5ebd9c22264d1dafeff002833cdbd5" style="width: 100.0%; height: 100.0%;">Julie&#39;s Cuban Restaurant Cluster 3</div>`)[0];
            popup_6f226202d77049b5b0c14134ef27e5f8.setContent(html_ca5ebd9c22264d1dafeff002833cdbd5);
        

        circle_marker_8cd104162b6e488da4da401a9b92a697.bindPopup(popup_6f226202d77049b5b0c14134ef27e5f8)
        ;

        
    
    
            var circle_marker_bf70c890bce244e28ebb1e086c5362f3 = L.circleMarker(
                [43.6377753703417, -79.42429737067897],
                {"bubblingMouseEvents": true, "color": "#ffb360", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffb360", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_6b656e4854414a029b3cfc05047cbabf = L.popup({"maxWidth": "100%"});

        
            var html_5e37b437ca5c46fa9d4aac5b7ffa2ab4 = $(`<div id="html_5e37b437ca5c46fa9d4aac5b7ffa2ab4" style="width: 100.0%; height: 100.0%;">SCHOOL Restaurant Cluster 4</div>`)[0];
            popup_6b656e4854414a029b3cfc05047cbabf.setContent(html_5e37b437ca5c46fa9d4aac5b7ffa2ab4);
        

        circle_marker_bf70c890bce244e28ebb1e086c5362f3.bindPopup(popup_6b656e4854414a029b3cfc05047cbabf)
        ;

        
    
    
            var circle_marker_bf2ec3b8886e4a5697323d5883d683f3 = L.circleMarker(
                [43.641052, -79.434535],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_b055459aaa2b44a193759f692925352b = L.popup({"maxWidth": "100%"});

        
            var html_800defa3be9343258338255674b4f828 = $(`<div id="html_800defa3be9343258338255674b4f828" style="width: 100.0%; height: 100.0%;">Good Life House Restaurant Cluster 3</div>`)[0];
            popup_b055459aaa2b44a193759f692925352b.setContent(html_800defa3be9343258338255674b4f828);
        

        circle_marker_bf2ec3b8886e4a5697323d5883d683f3.bindPopup(popup_b055459aaa2b44a193759f692925352b)
        ;

        
    
    
            var circle_marker_856bbedbf116403194f25d4ef0646c23 = L.circleMarker(
                [43.63874998596859, -79.42835029903067],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_5b047babd4994711b8131e34c88ac2ba = L.popup({"maxWidth": "100%"});

        
            var html_48e7cb6a753d4a94be214ecbbc7783fc = $(`<div id="html_48e7cb6a753d4a94be214ecbbc7783fc" style="width: 100.0%; height: 100.0%;">Kotta Japanese Restaurant Cluster 0</div>`)[0];
            popup_5b047babd4994711b8131e34c88ac2ba.setContent(html_48e7cb6a753d4a94be214ecbbc7783fc);
        

        circle_marker_856bbedbf116403194f25d4ef0646c23.bindPopup(popup_5b047babd4994711b8131e34c88ac2ba)
        ;

        
    
    
            var circle_marker_ca12897c9111455bb5a377d14903a105 = L.circleMarker(
                [43.64095872321704, -79.43509991395402],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_ee270e6be48049f09b6f568f33dfe427 = L.popup({"maxWidth": "100%"});

        
            var html_1df6bb3b689947e2929ce49b6c9020d2 = $(`<div id="html_1df6bb3b689947e2929ce49b6c9020d2" style="width: 100.0%; height: 100.0%;">Skyline Restaurant Cluster 3</div>`)[0];
            popup_ee270e6be48049f09b6f568f33dfe427.setContent(html_1df6bb3b689947e2929ce49b6c9020d2);
        

        circle_marker_ca12897c9111455bb5a377d14903a105.bindPopup(popup_ee270e6be48049f09b6f568f33dfe427)
        ;

        
    
    
            var circle_marker_106e7db3c96a4c50b598f5f68a3ea3ec = L.circleMarker(
                [43.6401, -79.43811],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_13bdad15a38345e089a8e2ed98b1034a = L.popup({"maxWidth": "100%"});

        
            var html_920f00b4da454ea2aa35796bb5dc44a9 = $(`<div id="html_920f00b4da454ea2aa35796bb5dc44a9" style="width: 100.0%; height: 100.0%;">Little Tibet Restaurant Cluster 3</div>`)[0];
            popup_13bdad15a38345e089a8e2ed98b1034a.setContent(html_920f00b4da454ea2aa35796bb5dc44a9);
        

        circle_marker_106e7db3c96a4c50b598f5f68a3ea3ec.bindPopup(popup_13bdad15a38345e089a8e2ed98b1034a)
        ;

        
    
    
            var circle_marker_f3ccc27b50f0443fa59b4e73256e24bb = L.circleMarker(
                [43.64088917701411, -79.43209648132324],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_2d3bbf89ad70452589daa2d5f4478a9d = L.popup({"maxWidth": "100%"});

        
            var html_93d37f819a1743b0aa6ea5f1b410c118 = $(`<div id="html_93d37f819a1743b0aa6ea5f1b410c118" style="width: 100.0%; height: 100.0%;">Hanoi Restaurant Cluster 3</div>`)[0];
            popup_2d3bbf89ad70452589daa2d5f4478a9d.setContent(html_93d37f819a1743b0aa6ea5f1b410c118);
        

        circle_marker_f3ccc27b50f0443fa59b4e73256e24bb.bindPopup(popup_2d3bbf89ad70452589daa2d5f4478a9d)
        ;

        
    
    
            var circle_marker_e536c26cb212467e9b6d908b68343953 = L.circleMarker(
                [43.640337284428895, -79.43781080540346],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_6ff6f82b4f9841649b2935718827da3f = L.popup({"maxWidth": "100%"});

        
            var html_b62cfb81ff4f4383963b4b0800c246f5 = $(`<div id="html_b62cfb81ff4f4383963b4b0800c246f5" style="width: 100.0%; height: 100.0%;">Om Restaurant Cluster 3</div>`)[0];
            popup_6ff6f82b4f9841649b2935718827da3f.setContent(html_b62cfb81ff4f4383963b4b0800c246f5);
        

        circle_marker_e536c26cb212467e9b6d908b68343953.bindPopup(popup_6ff6f82b4f9841649b2935718827da3f)
        ;

        
    
    
            var circle_marker_5084c802f76b4481bcf35d93a25b0667 = L.circleMarker(
                [43.64847059973115, -79.4310683705952],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_1cfe3ac5689847eaabb1ee60da79c76a = L.popup({"maxWidth": "100%"});

        
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            popup_1cfe3ac5689847eaabb1ee60da79c76a.setContent(html_d5859d0eb4754cdb9f860a14e4dba762);
        

        circle_marker_5084c802f76b4481bcf35d93a25b0667.bindPopup(popup_1cfe3ac5689847eaabb1ee60da79c76a)
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            var circle_marker_4bc56e97ef9a47f2ad0ac3a9aa99b24d = L.circleMarker(
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        var popup_198f711ae679453b9ecd74db634a1e0e = L.popup({"maxWidth": "100%"});

        
            var html_a74e66efa709404fa7fb431f222f36f8 = $(`<div id="html_a74e66efa709404fa7fb431f222f36f8" style="width: 100.0%; height: 100.0%;">Leno&#39;s Bar &amp; Restaurant Cluster 3</div>`)[0];
            popup_198f711ae679453b9ecd74db634a1e0e.setContent(html_a74e66efa709404fa7fb431f222f36f8);
        

        circle_marker_4bc56e97ef9a47f2ad0ac3a9aa99b24d.bindPopup(popup_198f711ae679453b9ecd74db634a1e0e)
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            var circle_marker_29709f8e11d84393a2403eb99566f38b = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_f1ecb37fa60b483eb927e1947bf75268 = L.popup({"maxWidth": "100%"});

        
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            popup_f1ecb37fa60b483eb927e1947bf75268.setContent(html_a1cdd9f886ac40e7a880c82944589e89);
        

        circle_marker_29709f8e11d84393a2403eb99566f38b.bindPopup(popup_f1ecb37fa60b483eb927e1947bf75268)
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            var circle_marker_67a7c37062a542028e4c777cb1a518e3 = L.circleMarker(
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        var popup_12e87a5b8f1d4622b037b00a43b7bf61 = L.popup({"maxWidth": "100%"});

        
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            popup_12e87a5b8f1d4622b037b00a43b7bf61.setContent(html_d66b540916df4586bb5504d1aaf01756);
        

        circle_marker_67a7c37062a542028e4c777cb1a518e3.bindPopup(popup_12e87a5b8f1d4622b037b00a43b7bf61)
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        var popup_782557ebbbbf40019302df2587826929 = L.popup({"maxWidth": "100%"});

        
            var html_30f33e7d96b74db98052648ca0eba158 = $(`<div id="html_30f33e7d96b74db98052648ca0eba158" style="width: 100.0%; height: 100.0%;">Wasabi restaurant Cluster 3</div>`)[0];
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        circle_marker_ae3df5b168ef43be988dc27367fef325.bindPopup(popup_782557ebbbbf40019302df2587826929)
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            var circle_marker_98a39e2ddd7745bdb9d56ac3d1afe4b5 = L.circleMarker(
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            popup_29cd910322f848b2b0654a113b34d553.setContent(html_90f8a9d2ad484d92a3a9ec43b61b2b9e);
        

        circle_marker_98a39e2ddd7745bdb9d56ac3d1afe4b5.bindPopup(popup_29cd910322f848b2b0654a113b34d553)
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            var circle_marker_5912133049a3402192458f4641af8581 = L.circleMarker(
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        var popup_e1ae3c706b2c455b845858875101166f = L.popup({"maxWidth": "100%"});

        
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            popup_e1ae3c706b2c455b845858875101166f.setContent(html_d65753463d81416bbd71cb76eec84559);
        

        circle_marker_5912133049a3402192458f4641af8581.bindPopup(popup_e1ae3c706b2c455b845858875101166f)
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            var circle_marker_ceb13b7f94084580ac8f415b7f677211 = L.circleMarker(
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            popup_546761c6b9be46bea71fa912eb070344.setContent(html_4547b9f03123450c8ee77326330d0dbd);
        

        circle_marker_ceb13b7f94084580ac8f415b7f677211.bindPopup(popup_546761c6b9be46bea71fa912eb070344)
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            var circle_marker_f4ce03e18fc5440ba3f5fc9cfcd642e3 = L.circleMarker(
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        var popup_219357303d1a4c59ba181bab2e781933 = L.popup({"maxWidth": "100%"});

        
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            popup_219357303d1a4c59ba181bab2e781933.setContent(html_413036cd355949f889c555664a53305b);
        

        circle_marker_f4ce03e18fc5440ba3f5fc9cfcd642e3.bindPopup(popup_219357303d1a4c59ba181bab2e781933)
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            var circle_marker_633542a49ad345528403e040b7c480aa = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_74425d26c2a048cc94bb87ef2336279b = L.popup({"maxWidth": "100%"});

        
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            popup_74425d26c2a048cc94bb87ef2336279b.setContent(html_0e3578b34b5a4aa69351607f3db0ba85);
        

        circle_marker_633542a49ad345528403e040b7c480aa.bindPopup(popup_74425d26c2a048cc94bb87ef2336279b)
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            var circle_marker_9e443123fe944743a44a16ce6a248b54 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_883f306baf4740c798c46e960007392a = L.popup({"maxWidth": "100%"});

        
            var html_86d585b8c9c24c559ed91e1c8f306466 = $(`<div id="html_86d585b8c9c24c559ed91e1c8f306466" style="width: 100.0%; height: 100.0%;">River Restaurant Cluster 3</div>`)[0];
            popup_883f306baf4740c798c46e960007392a.setContent(html_86d585b8c9c24c559ed91e1c8f306466);
        

        circle_marker_9e443123fe944743a44a16ce6a248b54.bindPopup(popup_883f306baf4740c798c46e960007392a)
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            var circle_marker_0f6831dd10f646c88535b524bce50525 = L.circleMarker(
                [43.65102498780317, -79.45142144498925],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_e9551415f7dc4e06927ef0486f8ac916 = L.popup({"maxWidth": "100%"});

        
            var html_2930f8f45a1342d5983c8a16309f8841 = $(`<div id="html_2930f8f45a1342d5983c8a16309f8841" style="width: 100.0%; height: 100.0%;">Silver Spoon Restaurant Cluster 3</div>`)[0];
            popup_e9551415f7dc4e06927ef0486f8ac916.setContent(html_2930f8f45a1342d5983c8a16309f8841);
        

        circle_marker_0f6831dd10f646c88535b524bce50525.bindPopup(popup_e9551415f7dc4e06927ef0486f8ac916)
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            var circle_marker_a1149153e94642e1a4226c583105def1 = L.circleMarker(
                [43.644164985026904, -79.44816243232444],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_98cc7a5dfdca47658620af29f96f24a2 = L.popup({"maxWidth": "100%"});

        
            var html_b83733d27df54b3a8400c21feb3aef9a = $(`<div id="html_b83733d27df54b3a8400c21feb3aef9a" style="width: 100.0%; height: 100.0%;">Chopin Restaurant Cluster 3</div>`)[0];
            popup_98cc7a5dfdca47658620af29f96f24a2.setContent(html_b83733d27df54b3a8400c21feb3aef9a);
        

        circle_marker_a1149153e94642e1a4226c583105def1.bindPopup(popup_98cc7a5dfdca47658620af29f96f24a2)
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            var circle_marker_5e0aa62f3ace4c7fa533dc6f8eeb57ef = L.circleMarker(
                [43.64951305181438, -79.48407033610728],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_5f65e75f3130453aaeff685ec5cbdc55 = L.popup({"maxWidth": "100%"});

        
            var html_0f3a2500483d44f88876047a31b7d419 = $(`<div id="html_0f3a2500483d44f88876047a31b7d419" style="width: 100.0%; height: 100.0%;">Bloor-Jane Restaurant Cluster 3</div>`)[0];
            popup_5f65e75f3130453aaeff685ec5cbdc55.setContent(html_0f3a2500483d44f88876047a31b7d419);
        

        circle_marker_5e0aa62f3ace4c7fa533dc6f8eeb57ef.bindPopup(popup_5f65e75f3130453aaeff685ec5cbdc55)
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            var circle_marker_015e1894d89f48ffa67cd1fdca3e3de8 = L.circleMarker(
                [43.64994563414707, -79.48200902277628],
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_cea3df7d05664faa93ae30eebe908531 = L.popup({"maxWidth": "100%"});

        
            var html_35649a7ae9b940e9bc53a3d839c2118b = $(`<div id="html_35649a7ae9b940e9bc53a3d839c2118b" style="width: 100.0%; height: 100.0%;">Amber European Restaurant Cluster 3</div>`)[0];
            popup_cea3df7d05664faa93ae30eebe908531.setContent(html_35649a7ae9b940e9bc53a3d839c2118b);
        

        circle_marker_015e1894d89f48ffa67cd1fdca3e3de8.bindPopup(popup_cea3df7d05664faa93ae30eebe908531)
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            var circle_marker_b7f0dc084c024568a900265619db0c97 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_888fc4b3d2f14890be0df926238c82a7 = L.popup({"maxWidth": "100%"});

        
            var html_d564fb99316a460e91ab85eb6e0888d3 = $(`<div id="html_d564fb99316a460e91ab85eb6e0888d3" style="width: 100.0%; height: 100.0%;">Bloom Restaurant Cluster 3</div>`)[0];
            popup_888fc4b3d2f14890be0df926238c82a7.setContent(html_d564fb99316a460e91ab85eb6e0888d3);
        

        circle_marker_b7f0dc084c024568a900265619db0c97.bindPopup(popup_888fc4b3d2f14890be0df926238c82a7)
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            var circle_marker_281807b8f0db48eb8956db63957bb336 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_858715936af74445920b6c27bdcd6b1f = L.popup({"maxWidth": "100%"});

        
            var html_11611125c5334b449c03589fb8bd3d3a = $(`<div id="html_11611125c5334b449c03589fb8bd3d3a" style="width: 100.0%; height: 100.0%;">Arrieros Mexican Restaurant Cluster 3</div>`)[0];
            popup_858715936af74445920b6c27bdcd6b1f.setContent(html_11611125c5334b449c03589fb8bd3d3a);
        

        circle_marker_281807b8f0db48eb8956db63957bb336.bindPopup(popup_858715936af74445920b6c27bdcd6b1f)
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            var circle_marker_151f53e2d8144c3997e0de7be8b2fc19 = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_70de6f2ef74848fab73945a00ea53d06 = L.popup({"maxWidth": "100%"});

        
            var html_e6090b54f1ce499f9d8a96f267413211 = $(`<div id="html_e6090b54f1ce499f9d8a96f267413211" style="width: 100.0%; height: 100.0%;">Earth restaurant Cluster 3</div>`)[0];
            popup_70de6f2ef74848fab73945a00ea53d06.setContent(html_e6090b54f1ce499f9d8a96f267413211);
        

        circle_marker_151f53e2d8144c3997e0de7be8b2fc19.bindPopup(popup_70de6f2ef74848fab73945a00ea53d06)
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            var circle_marker_d4173b22dfcf4ff2b98a046287a12331 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_a7d847ed78764853b9b2b02873164ede = L.popup({"maxWidth": "100%"});

        
            var html_6b58f716ce43417a949aa184c4e29e71 = $(`<div id="html_6b58f716ce43417a949aa184c4e29e71" style="width: 100.0%; height: 100.0%;">Fox &amp; John&#39;s Pub &amp; Restaurant Cluster 3</div>`)[0];
            popup_a7d847ed78764853b9b2b02873164ede.setContent(html_6b58f716ce43417a949aa184c4e29e71);
        

        circle_marker_d4173b22dfcf4ff2b98a046287a12331.bindPopup(popup_a7d847ed78764853b9b2b02873164ede)
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            var circle_marker_708081b540504afeb2eed27544472a3b = L.circleMarker(
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            ).addTo(map_64a0cf6fd3ae47ab9f0a4c1ed596f661);
        
    
        var popup_7ccbf42b5f804f95a62f41d7a173ba6d = L.popup({"maxWidth": "100%"});

        
            var html_4067ce417d8d4ec0b18b950daaafec49 = $(`<div id="html_4067ce417d8d4ec0b18b950daaafec49" style="width: 100.0%; height: 100.0%;">Subway Cluster 3</div>`)[0];
            popup_7ccbf42b5f804f95a62f41d7a173ba6d.setContent(html_4067ce417d8d4ec0b18b950daaafec49);
        

        circle_marker_708081b540504afeb2eed27544472a3b.bindPopup(popup_7ccbf42b5f804f95a62f41d7a173ba6d)
        ;

        
    
    
            var circle_marker_57b11ef91f5640c683eafbbec4333ac7 = L.circleMarker(
                [43.651011078509626, -79.49322209020357],
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        var popup_b52cf2bc1f4a484380a3e8cffae82d7b = L.popup({"maxWidth": "100%"});

        
            var html_bb44712eaf9a4201af28273df7f03408 = $(`<div id="html_bb44712eaf9a4201af28273df7f03408" style="width: 100.0%; height: 100.0%;">Old Mill Toronto Cluster 0</div>`)[0];
            popup_b52cf2bc1f4a484380a3e8cffae82d7b.setContent(html_bb44712eaf9a4201af28273df7f03408);
        

        circle_marker_57b11ef91f5640c683eafbbec4333ac7.bindPopup(popup_b52cf2bc1f4a484380a3e8cffae82d7b)
        ;

        
    
    
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                [43.65516029673073, -79.48697089772627],
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        var popup_9f1034d6a9934f73a8a03d3c3fceaa09 = L.popup({"maxWidth": "100%"});

        
            var html_7ba531693eea40bc93600d7a606f4c80 = $(`<div id="html_7ba531693eea40bc93600d7a606f4c80" style="width: 100.0%; height: 100.0%;">Camp Cluster 3</div>`)[0];
            popup_9f1034d6a9934f73a8a03d3c3fceaa09.setContent(html_7ba531693eea40bc93600d7a606f4c80);
        

        circle_marker_cbace9a213814a05b0c75698ce75e4d9.bindPopup(popup_9f1034d6a9934f73a8a03d3c3fceaa09)
        ;

        
    
    
            var circle_marker_501a5f0840a743cebd7e45204d499bad = L.circleMarker(
                [43.655843, -79.487184],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.8, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 10, "stroke": true, "weight": 3}
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        var popup_7ddd796b37924dc4b8fba1ab55bd30c4 = L.popup({"maxWidth": "100%"});

        
            var html_635ea9fdf1f049c9a9ec58544b61a4b0 = $(`<div id="html_635ea9fdf1f049c9a9ec58544b61a4b0" style="width: 100.0%; height: 100.0%;">El Arriero Restaurante Cluster 3</div>`)[0];
            popup_7ddd796b37924dc4b8fba1ab55bd30c4.setContent(html_635ea9fdf1f049c9a9ec58544b61a4b0);
        

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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 0x10edb4a58>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#let's see the five clusters on the map\n",
    "Kmeans_folium(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster explaination\n",
    "\n",
    "We now characterize the clusters created by the k-means algorithm with the most important features for each of them"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**\"High Rating\" Cluster**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:17.467588Z",
     "start_time": "2019-10-20T12:48:17.447848Z"
    },
    "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>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Gio Rana's Really Really Nice Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>22</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>43</td>\n",
       "      <td>7.4</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>The Real Jerk Restaurant</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>16</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>60</td>\n",
       "      <td>8.6</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Alleycatz Live Jazz Bar</td>\n",
       "      <td>Jazz Club</td>\n",
       "      <td>22</td>\n",
       "      <td>No</td>\n",
       "      <td>44</td>\n",
       "      <td>6.6</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Kwan Restaurant</td>\n",
       "      <td>Cantonese Restaurant</td>\n",
       "      <td>15</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>43</td>\n",
       "      <td>7.2</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Cava Restaurant</td>\n",
       "      <td>Tapas Restaurant</td>\n",
       "      <td>36</td>\n",
       "      <td>Expensive</td>\n",
       "      <td>47</td>\n",
       "      <td>8.2</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        name            categories  TipCount  \\\n",
       "30  Gio Rana's Really Really Nice Restaurant    Italian Restaurant        22   \n",
       "31                  The Real Jerk Restaurant  Caribbean Restaurant        16   \n",
       "57                   Alleycatz Live Jazz Bar             Jazz Club        22   \n",
       "74                           Kwan Restaurant  Cantonese Restaurant        15   \n",
       "84                           Cava Restaurant      Tapas Restaurant        36   \n",
       "\n",
       "        Price  Likes  Rating  Photos  \n",
       "30   Moderate     43     7.4      43  \n",
       "31   Moderate     60     8.6      59  \n",
       "57         No     44     6.6      51  \n",
       "74   Moderate     43     7.2      40  \n",
       "84  Expensive     47     8.2      54  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0 = df_fin.loc[df_fin['Cluster Labels'] == 0, df_fin.columns[[1] +[2] + list(range(7, df_fin.shape[1]))]]\n",
    "df0.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:18.062430Z",
     "start_time": "2019-10-20T12:48:18.034621Z"
    }
   },
   "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>TipCount</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>27.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>24.666667</td>\n",
       "      <td>41.222222</td>\n",
       "      <td>7.140741</td>\n",
       "      <td>64.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>10.601161</td>\n",
       "      <td>17.720769</td>\n",
       "      <td>0.902245</td>\n",
       "      <td>23.688686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>16.000000</td>\n",
       "      <td>32.500000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>47.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>22.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>58.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>30.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>7.800000</td>\n",
       "      <td>85.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>8.600000</td>\n",
       "      <td>118.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        TipCount      Likes     Rating      Photos\n",
       "count  27.000000  27.000000  27.000000   27.000000\n",
       "mean   24.666667  41.222222   7.140741   64.333333\n",
       "std    10.601161  17.720769   0.902245   23.688686\n",
       "min    12.000000  11.000000   5.700000   33.000000\n",
       "25%    16.000000  32.500000   6.400000   47.000000\n",
       "50%    22.000000  41.000000   7.200000   58.000000\n",
       "75%    30.000000  47.000000   7.800000   85.500000\n",
       "max    55.000000  86.000000   8.600000  118.000000"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:18.397854Z",
     "start_time": "2019-10-20T12:48:18.390094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Moderate          11\n",
       "Cheap              6\n",
       "Expensive          5\n",
       "No                 3\n",
       "Very Expensive     2\n",
       "Name: Price, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.Price.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:18.798975Z",
     "start_time": "2019-10-20T12:48:18.789553Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Restaurant            3\n",
       "Korean Restaurant     3\n",
       "Breakfast Spot        2\n",
       "Dim Sum Restaurant    1\n",
       "Name: categories, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.categories.value_counts()[:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**\"Wine Bar\" Cluster, expensive, many likes and many photos**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:19.426673Z",
     "start_time": "2019-10-20T12:48:19.334026Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>360 Restaurant</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>119</td>\n",
       "      <td>Expensive</td>\n",
       "      <td>296</td>\n",
       "      <td>8.0</td>\n",
       "      <td>933</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name categories  TipCount      Price  Likes  Rating  Photos\n",
       "259  360 Restaurant   Wine Bar       119  Expensive    296     8.0     933"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df_fin.loc[df_fin['Cluster Labels'] == 1, df_fin.columns[[1] +[2] + list(range(7, df_fin.shape[1]))]]\n",
    "df1 = df1.drop(170, 0)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**\"High TipCount\" Cluster, considerable numbers of likes and photos too**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:19.953693Z",
     "start_time": "2019-10-20T12:48:19.932605Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Sassafraz | Cafe | Restaurant | Private Events</td>\n",
       "      <td>Event Space</td>\n",
       "      <td>81</td>\n",
       "      <td>No</td>\n",
       "      <td>138</td>\n",
       "      <td>0.0</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>ONE Restaurant/Lounge</td>\n",
       "      <td>New American Restaurant</td>\n",
       "      <td>41</td>\n",
       "      <td>Very Expensive</td>\n",
       "      <td>80</td>\n",
       "      <td>7.8</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>The Hot House Restaurant &amp; Bar</td>\n",
       "      <td>American Restaurant</td>\n",
       "      <td>56</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>99</td>\n",
       "      <td>7.1</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>GEORGE Restaurant</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>24</td>\n",
       "      <td>Very Expensive</td>\n",
       "      <td>74</td>\n",
       "      <td>8.9</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>The Senator Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>96</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>185</td>\n",
       "      <td>8.0</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Richtree Natural Market Restaurants</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>49</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>111</td>\n",
       "      <td>6.4</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Rol San Restaurant 龍笙棧</td>\n",
       "      <td>Dim Sum Restaurant</td>\n",
       "      <td>94</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>179</td>\n",
       "      <td>7.3</td>\n",
       "      <td>219</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               name               categories  \\\n",
       "109  Sassafraz | Cafe | Restaurant | Private Events              Event Space   \n",
       "110                           ONE Restaurant/Lounge  New American Restaurant   \n",
       "119                  The Hot House Restaurant & Bar      American Restaurant   \n",
       "128                               GEORGE Restaurant               Restaurant   \n",
       "134                          The Senator Restaurant                    Diner   \n",
       "135             Richtree Natural Market Restaurants               Restaurant   \n",
       "160                          Rol San Restaurant 龍笙棧       Dim Sum Restaurant   \n",
       "\n",
       "     TipCount           Price  Likes  Rating  Photos  \n",
       "109        81              No    138     0.0     222  \n",
       "110        41  Very Expensive     80     7.8     167  \n",
       "119        56        Moderate     99     7.1     149  \n",
       "128        24  Very Expensive     74     8.9     185  \n",
       "134        96        Moderate    185     8.0     215  \n",
       "135        49        Moderate    111     6.4     204  \n",
       "160        94           Cheap    179     7.3     219  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df_fin.loc[df_fin['Cluster Labels'] == 2, df_fin.columns[[1] +[2]+  list(range(7, df_fin.shape[1]))]]\n",
    "df2.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**\"Average\" Cluster, most numerous one, moderate prices, few tips and pics, low rating generically**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:20.524141Z",
     "start_time": "2019-10-20T12:48:20.507603Z"
    },
    "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",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Isabella’s Boutique Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>3</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Seaspray Restaurant</td>\n",
       "      <td>Asian Restaurant</td>\n",
       "      <td>3</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kingston Chinese Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>0</td>\n",
       "      <td>Cheap</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Spiaggia Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>1</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Honey Bee Restaurant</td>\n",
       "      <td>Chinese Restaurant</td>\n",
       "      <td>3</td>\n",
       "      <td>Very Expensive</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             name           categories  TipCount  \\\n",
       "0  Isabella’s Boutique Restaurant  Japanese Restaurant         3   \n",
       "1             Seaspray Restaurant     Asian Restaurant         3   \n",
       "2     Kingston Chinese Restaurant   Chinese Restaurant         0   \n",
       "3             Spiaggia Restaurant   Italian Restaurant         1   \n",
       "4            Honey Bee Restaurant   Chinese Restaurant         3   \n",
       "\n",
       "            Price  Likes  Rating  Photos  \n",
       "0        Moderate      6     7.7      10  \n",
       "1           Cheap      2     0.0       8  \n",
       "2           Cheap      0     0.0       0  \n",
       "3        Moderate      0     0.0       0  \n",
       "4  Very Expensive      2     0.0       0  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = df_fin.loc[df_fin['Cluster Labels'] == 3, df_fin.columns[[1] +[2]+ list(range(7, df_fin.shape[1]))]]\n",
    "df3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:20.760500Z",
     "start_time": "2019-10-20T12:48:20.727392Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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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>TipCount</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Photos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>169.000000</td>\n",
       "      <td>169.000000</td>\n",
       "      <td>169.000000</td>\n",
       "      <td>169.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.431953</td>\n",
       "      <td>4.526627</td>\n",
       "      <td>2.415385</td>\n",
       "      <td>6.573964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.021067</td>\n",
       "      <td>7.462657</td>\n",
       "      <td>3.344808</td>\n",
       "      <td>9.144776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>27.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>9.100000</td>\n",
       "      <td>37.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         TipCount       Likes      Rating      Photos\n",
       "count  169.000000  169.000000  169.000000  169.000000\n",
       "mean     3.431953    4.526627    2.415385    6.573964\n",
       "std      5.021067    7.462657    3.344808    9.144776\n",
       "min      0.000000    0.000000    0.000000    0.000000\n",
       "25%      0.000000    0.000000    0.000000    0.000000\n",
       "50%      1.000000    1.000000    0.000000    2.000000\n",
       "75%      5.000000    6.000000    6.300000   11.000000\n",
       "max     27.000000   45.000000    9.100000   37.000000"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:20.970869Z",
     "start_time": "2019-10-20T12:48:20.961066Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Moderate          99\n",
       "Cheap             40\n",
       "No                13\n",
       "Expensive         11\n",
       "Very Expensive     6\n",
       "Name: Price, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.Price.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:21.097534Z",
     "start_time": "2019-10-20T12:48:21.088763Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Restaurant            30\n",
       "Chinese Restaurant    13\n",
       "Diner                 11\n",
       "Italian Restaurant    10\n",
       "Name: categories, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.categories.value_counts()[:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**\"Top\" Cluster, moderate price but high ratings and high numbers of tips and photos**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-10-20T12:48:21.718385Z",
     "start_time": "2019-10-20T12:48:21.699479Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>TipCount</th>\n",
       "      <th>Price</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Insomnia Restaurant and Lounge</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>146</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>290</td>\n",
       "      <td>8.8</td>\n",
       "      <td>313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>The Lakeview Restaurant</td>\n",
       "      <td>Diner</td>\n",
       "      <td>161</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>264</td>\n",
       "      <td>7.5</td>\n",
       "      <td>386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>SCHOOL Restaurant</td>\n",
       "      <td>Breakfast Spot</td>\n",
       "      <td>134</td>\n",
       "      <td>Moderate</td>\n",
       "      <td>209</td>\n",
       "      <td>7.8</td>\n",
       "      <td>425</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               name      categories  TipCount     Price  \\\n",
       "223  Insomnia Restaurant and Lounge      Restaurant       146  Moderate   \n",
       "295         The Lakeview Restaurant           Diner       161  Moderate   \n",
       "304               SCHOOL Restaurant  Breakfast Spot       134  Moderate   \n",
       "\n",
       "     Likes  Rating  Photos  \n",
       "223    290     8.8     313  \n",
       "295    264     7.5     386  \n",
       "304    209     7.8     425  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df_fin.loc[df_fin['Cluster Labels'] == 4, df_fin.columns[[1] +[2]+ list(range(7, df_fin.shape[1]))]]\n",
    "df4.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions and Tips"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, where would I open my restaurant in Toronto or where would I recommend someone to open a restaurant in Toronto?\n",
    "\n",
    "Based on the analyses I conducted, here is my answer: it depends?\n",
    "\n",
    "We have to be a bit more specific in order to give an appropriate answer: if someone wanted to open a restaurant which will likely produce much social engagement and with a well-off target, then he/she should open a Wine Bar, base on what Cluster1 suggests, the location in this case seems not so relevant, since we are considering a single example.\n",
    "\n",
    "Instead, for a more general recommendation, I would suggest that the restaurant be opened in the western area of Toronto, for example in Dufferin or Lansdowne, where competition is not too high and there is a prevalence of restaurants belonging to the \n",
    "Average Cluster, so that the possibily to stand out is high.\n",
    "\n"
   ]
  }
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