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Created August 30, 2020 19:22
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Week 3.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext lab_black\n",
"%load_ext watermark"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-08-30 \n",
"\n",
"CPython 3.8.3\n",
"IPython 7.18.1\n",
"\n",
"pandas 1.1.1\n",
"geocoder 1.38.1\n",
"geopy 2.0.0\n",
"folium 0.11.0\n",
"\n",
"compiler : GCC 9.2.1 20191008\n",
"system : Linux\n",
"release : 5.3.0-64-generic\n",
"machine : x86_64\n",
"processor : x86_64\n",
"CPU cores : 8\n",
"interpreter: 64bit\n"
]
}
],
"source": [
"%watermark -mvdp pandas,geocoder,geopy,folium"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"from typing import Mapping, Dict, List, Tuple\n",
"\n",
"from matplotlib.colors import to_hex\n",
"import matplotlib.cm as cm\n",
"import matplotlib.colors as colors\n",
"import numpy as np\n",
"import pandas as pd\n",
"from pandas import DataFrame\n",
"from pandas.io.json import json_normalize # tranform JSON file into a pandas dataframe\n",
"from sklearn.cluster import KMeans\n",
"\n",
"from IPython.display import JSON\n",
"\n",
"# For getting the data from the foursquare API\n",
"import requests\n",
"from requests import Request\n",
"import asyncio\n",
"from aiohttp import ClientSession\n",
"\n",
"import geocoder\n",
"\n",
"# convert an address into latitude and longitude values\n",
"from geopy import Location\n",
"from geopy.geocoders import Nominatim\n",
"import folium"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DataFrame creation"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"url = \"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\"\n",
"dfs: List[DataFrame] = pd.read_html(url)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I read first the data from the given url, web scrapping is made by pandas :smile:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df, *_ = pd.read_html(url, na_values=\"Not assigned\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The dataframe will consist of three columns: PostalCode, Borough, and Neighborhood"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"df.columns = [\"PostalCode\", \"Borough\", \"Neighborhood\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I process the cells that have an assigned borough and ignore cells with a borough that is Not assigned."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# equivalent to df = df[~df.Borough.isna()]\n",
"df.dropna(subset=[\"Borough\"], inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PostalCode</th>\n",
" <th>Borough</th>\n",
" <th>Neighborhood</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>M3A</td>\n",
" <td>North York</td>\n",
" <td>Parkwoods</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>M4A</td>\n",
" <td>North York</td>\n",
" <td>Victoria Village</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>M5A</td>\n",
" <td>Downtown Toronto</td>\n",
" <td>Regent Park, Harbourfront</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>M6A</td>\n",
" <td>North York</td>\n",
" <td>Lawrence Manor, Lawrence Heights</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>M7A</td>\n",
" <td>Downtown Toronto</td>\n",
" <td>Queen's Park, Ontario Provincial Government</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PostalCode Borough Neighborhood\n",
"2 M3A North York Parkwoods\n",
"3 M4A North York Victoria Village\n",
"4 M5A Downtown Toronto Regent Park, Harbourfront\n",
"5 M6A North York Lawrence Manor, Lawrence Heights\n",
"6 M7A Downtown Toronto Queen's Park, Ontario Provincial Government"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 103 entries, 2 to 178\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 PostalCode 103 non-null object\n",
" 1 Borough 103 non-null object\n",
" 2 Neighborhood 103 non-null object\n",
"dtypes: object(3)\n",
"memory usage: 3.2+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"More than one neighborhood can exist in one postal code area. For example, in the table on the Wikipedia page, you will notice that M5A is listed twice and has two neighborhoods: Harbourfront and Regent Park. These two rows will be combined into one row with the neighborhoods separated with a comma as shown in row 11 in the above table.\n",
"\n",
"`.groupby()` use by creating a function doing that ope"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"df = (\n",
" df.fillna({\"Neighborhood\": df.Borough})\n",
" .groupby(\"PostalCode\")\n",
" .agg(\n",
" {\n",
" \"Borough\": lambda g: g,\n",
" \"Neighborhood\": lambda g: \", \".join(g),\n",
" }\n",
" )\n",
" .reset_index()\n",
" .astype(\"string\")\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 103 entries, 0 to 102\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 PostalCode 103 non-null string\n",
" 1 Borough 103 non-null string\n",
" 2 Neighborhood 103 non-null string\n",
"dtypes: string(3)\n",
"memory usage: 2.5 KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reset the index and drop the former index values"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PostalCode</th>\n",
" <th>Borough</th>\n",
" <th>Neighborhood</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>M1B</td>\n",
" <td>Scarborough</td>\n",
" <td>Malvern, Rouge</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>M1C</td>\n",
" <td>Scarborough</td>\n",
" <td>Rouge Hill, Port Union, Highland Creek</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 Neighborhood\n",
"0 M1B Scarborough Malvern, Rouge\n",
"1 M1C Scarborough Rouge Hill, Port Union, Highland Creek\n",
"2 M1E Scarborough Guildwood, Morningside, West Hill\n",
"3 M1G Scarborough Woburn\n",
"4 M1H Scarborough Cedarbrae"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DataFrame with latitude and longitude"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the PostalCode and Borough data from the dataframe to build a query string for google geocoding API"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'M1G, Scarborough'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"search_query = \", \".join(df.iloc[3][[\"PostalCode\", \"Borough\"]])\n",
"search_query"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unfortunalty, no [API key](https://geocoder.readthedocs.io/providers/Google.html#environment-variables) available"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<[REQUEST_DENIED] Google - Geocode [empty]>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geocoder.google(search_query)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I go for the csv data and rename one column"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PostalCode Latitude Longitude\n",
"0 M1B 43.806686 -79.194353\n",
"1 M1C 43.784535 -79.160497"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gd: DataFrame = pd.read_csv(\"https://cocl.us/Geospatial_data\").rename(\n",
" mapper={\"Postal Code\": \"PostalCode\"}, axis=1\n",
")\n",
"gd.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Join the two DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PostalCode</th>\n",
" <th>Borough</th>\n",
" <th>Neighborhood</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>M1B</td>\n",
" <td>Scarborough</td>\n",
" <td>Malvern, Rouge</td>\n",
" <td>43.806686</td>\n",
" <td>-79.194353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>M1C</td>\n",
" <td>Scarborough</td>\n",
" <td>Rouge Hill, Port Union, Highland Creek</td>\n",
" <td>43.784535</td>\n",
" <td>-79.160497</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>M1E</td>\n",
" <td>Scarborough</td>\n",
" <td>Guildwood, Morningside, West Hill</td>\n",
" <td>43.763573</td>\n",
" <td>-79.188711</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>M1G</td>\n",
" <td>Scarborough</td>\n",
" <td>Woburn</td>\n",
" <td>43.770992</td>\n",
" <td>-79.216917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>M1H</td>\n",
" <td>Scarborough</td>\n",
" <td>Cedarbrae</td>\n",
" <td>43.773136</td>\n",
" <td>-79.239476</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PostalCode Borough Neighborhood Latitude \\\n",
"0 M1B Scarborough Malvern, Rouge 43.806686 \n",
"1 M1C Scarborough Rouge Hill, Port Union, Highland Creek 43.784535 \n",
"2 M1E Scarborough Guildwood, Morningside, West Hill 43.763573 \n",
"3 M1G Scarborough Woburn 43.770992 \n",
"4 M1H Scarborough Cedarbrae 43.773136 \n",
"\n",
" Longitude \n",
"0 -79.194353 \n",
"1 -79.160497 \n",
"2 -79.188711 \n",
"3 -79.216917 \n",
"4 -79.239476 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfc: DataFrame = (\n",
" df.set_index(\"PostalCode\")\n",
" .join(gd.set_index(\"PostalCode\"))\n",
" .reset_index()\n",
" .astype({\"PostalCode\": \"string\"})\n",
")\n",
"dfc.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 103 entries, 0 to 102\n",
"Data columns (total 5 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 PostalCode 103 non-null string \n",
" 1 Borough 103 non-null string \n",
" 2 Neighborhood 103 non-null string \n",
" 3 Latitude 103 non-null float64\n",
" 4 Longitude 103 non-null float64\n",
"dtypes: float64(2), string(3)\n",
"memory usage: 4.1 KB\n"
]
}
],
"source": [
"dfc.info()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<StringArray>\n",
"[ 'Scarborough', 'North York', 'East York',\n",
" 'East Toronto', 'Central Toronto', 'Downtown Toronto',\n",
" 'York', 'West Toronto', 'Mississauga',\n",
" 'Etobicoke']\n",
"Length: 10, dtype: string"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfc.Borough.unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploration and clustering of the neighborhoods in Toronto"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Map of Toronto with neighborhoods"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a map of Toronto with neighborhoods superimposed on top. Let's get the geographical coordinates of Toronto."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def get_geocoord_from(address: str) -> Location:\n",
" geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
" location = geolocator.geocode(address)\n",
" return location\n",
"\n",
"\n",
"def print_geocoord_from(address: str) -> None:\n",
" location = get_geocoord_from(address)\n",
"\n",
" print(\n",
" f'The geograpical coordinates of \"{address}\" are ({location.latitude}, {location.longitude})'\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The geograpical coordinates of \"Toronto, ON\" are (43.6534817, -79.3839347)\n"
]
}
],
"source": [
"print_geocoord_from(\"Toronto, ON\")"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
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    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_4f717f17e16c4bddbf870467c20d792b {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_4f717f17e16c4bddbf870467c20d792b" ></div>
        
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        circle_marker_ff09312bef494e488ad6bbbf919f8011.bindPopup(popup_f73f33f50d1645bda1f49ebd9c461aad)
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        circle_marker_fa66fb883e154fee96646d7fb84746b0.bindPopup(popup_0414c3bc7fa449e9a6f7c211f49bdea1)
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x7f4188cbfbe0>"
]
},
"execution_count": 227,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def plot_location(latitude, longitude) -> folium.Map:\n",
"\n",
" map_location = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
"\n",
" map_colors = (\n",
" dfc.Borough.value_counts()\n",
" .apply(lambda x: to_hex(np.random.random(size=3).tolist()))\n",
" .to_dict()\n",
" )\n",
"\n",
" # add markers to map\n",
" for _, (lat, lng, borough, neighborhood) in dfc[\n",
" [\"Latitude\", \"Longitude\", \"Borough\", \"Neighborhood\"]\n",
" ].iterrows():\n",
" label = f\"{neighborhood}, {borough}\"\n",
" label = folium.Popup(label, parse_html=True)\n",
" folium.CircleMarker(\n",
" [lat, lng],\n",
" radius=5,\n",
" popup=label,\n",
" color=map_colors[borough],\n",
" fill=True,\n",
" fill_color=map_colors[borough],\n",
" fill_opacity=0.7,\n",
" parse_html=False,\n",
" ).add_to(map_location)\n",
"\n",
" return map_location\n",
"\n",
"\n",
"# create map of Toronto using latitude and longitude values\n",
"toronto: Location = get_geocoord_from(\"Toronto, ON\")\n",
"latitude, longitude = toronto.latitude, toronto.longitude\n",
"\n",
"plot_location(latitude, longitude)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering with the foursquare API"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Credentials are put in environment variables"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"CLIENT_ID = %env FOURSQUARE_CLIENT_ID\n",
"CLIENT_SECRET = %env FOURSQUARE_CLIENT_SECRET\n",
"API_VERSION = \"20180605\" # Foursquare API version"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"api url and client parameters, *id* and *secret* are stored in environment variables. *latitude* and *longitude* will be specified in requests"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [],
"source": [
"api_root: str = \"https://api.foursquare.com/v2/venues/explore\"\n",
"\n",
"params: Dict = dict(\n",
" client_id=CLIENT_ID,\n",
" client_secret=CLIENT_SECRET,\n",
" v=API_VERSION,\n",
" radius=500,\n",
" limit=100,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Foursquare API response"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [],
"source": [
"req = requests.get(api_root, params=dict(ll=f\"{latitude},{longitude}\", **params))\n",
"res = req.json()"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"application/json": {
"meta": {
"code": 200,
"requestId": "5f4bed01c7db236072d0a022"
},
"response": {
"groups": [
{
"items": [
{
"reasons": {
"count": 0,
"items": [
{
"reasonName": "globalInteractionReason",
"summary": "This spot is popular",
"type": "general"
}
]
},
"referralId": "e-0-5227bb01498e17bf485e6202-0",
"venue": {
"categories": [
{
"icon": {
"prefix": "https://ss3.4sqi.net/img/categories_v2/parks_outdoors/neighborhood_",
"suffix": ".png"
},
"id": "4f2a25ac4b909258e854f55f",
"name": "Neighborhood",
"pluralName": "Neighborhoods",
"primary": true,
"shortName": "Neighborhood"
}
],
"id": "5227bb01498e17bf485e6202",
"location": {
"cc": "CA",
"city": "Toronto",
"country": "Canada",
"distance": 113,
"formattedAddress": [
"Toronto ON",
"Canada"
],
"labeledLatLngs": [
{
"label": "display",
"lat": 43.65323167517444,
"lng": -79.38529600606677
}
],
"lat": 43.65323167517444,
"lng": -79.38529600606677,
"state": "ON"
},
"name": "Downtown Toronto",
"photos": {
"count": 0,
"groups": []
}
}
},
{
"reasons": {
"count": 0,
"items": [
{
"reasonName": "globalInteractionReason",
"summary": "This spot is popular",
"type": "general"
}
]
},
"referralId": "e-0-4ad4c05ef964a520a6f620e3-1",
"venue": {
"categories": [
{
"icon": {
"prefix": "https://ss3.4sqi.net/img/categories_v2/parks_outdoors/plaza_",
"suffix": ".png"
},
"id": "4bf58dd8d48988d164941735",
"name": "Plaza",
"pluralName": "Plazas",
"primary": true,
"shortName": "Plaza"
}
],
"id": "4ad4c05ef964a520a6f620e3",
"location": {
"address": "100 Queen St W",
"cc": "CA",
"city": "Toronto",
"country": "Canada",
"crossStreet": "at Bay St",
"distance": 138,
"formattedAddress": [
"100 Queen St W (at Bay St)",
"Toronto ON M5H 2N1",
"Canada"
],
"labeledLatLngs": [
{
"label": "display",
"lat": 43.65227047322295,
"lng": -79.38351631164551
}
],
"lat": 43.65227047322295,
"lng": -79.38351631164551,
"postalCode": "M5H 2N1",
"state": "ON"
},
"name": "Nathan Phillips Square",
"photos": {
"count": 0,
"groups": []
}
}
},
{
"reasons": {
"count": 0,
"items": [
{
"reasonName": "globalInteractionReason",
"summary": "This spot is popular",
"type": "general"
}
]
},
"referralId": "e-0-4ae7b27df964a52068ad21e3-2",
"venue": {
"categories": [
{
"icon": {
"prefix": "https://ss3.4sqi.net/img/categories_v2/food/sushi_",
"suffix": ".png"
},
"id": "4bf58dd8d48988d1d2941735",
"name": "Sushi Restaurant",
"pluralName": "Sushi Restaurants",
"primary": true,
"shortName": "Sushi"
}
],
"id": "4ae7b27df964a52068ad21e3",
"location": {
"address": "122 Elizabeth St.",
"cc": "CA",
"city": "Toronto",
"country": "Canada",
"crossStreet": "at Dundas St. W",
"distance": 222,
"formattedAddress": [
"122 Elizabeth St. (at Dundas St. W)",
"Toronto ON M5G 1P5",
"Canada"
],
"labeledLatLngs": [
{
"label": "display",
"lat": 43.65526771691681,
"lng": -79.38516506734886
}
],
"lat": 43.65526771691681,
"lng": -79.38516506734886,
"postalCode": "M5G 1P5",
"state": "ON"
},
"name": "Japango",
"photos": {
"count": 0,
"groups": []
}
}
},
{
"reasons": {
"count": 0,
"items": [
{
"reasonName": "globalInteractionReason",
"summary": "This spot is popular",
"type": "general"
}
]
},
"referralId": "e-0-537773d1498e74a75bb75c1e-3",
"venue": {
"categories": [
{
"icon": {
"prefix": "https://ss3.4sqi.net/img/categories_v2/food/breakfast_",
"suffix": ".png"
},
"id": "4bf58dd8d48988d143941735",
"name": "Breakfast Spot",
"pluralName": "Breakfast Spots",
"primary": true,
"shortName": "Breakfast"
}
],
"id": "537773d1498e74a75bb75c1e",
"location": {
"address": "483 Bay Street",
"cc": "CA",
"city": "Toronto",
"country": "Canada",
"crossStreet": "Albert Street",
"distance": 161,
"formattedAddress": [
"483 Bay Street (Albert Street)",
"Toronto ON M5G 2C9",
"Canada"
],
"labeledLatLngs": [
{
"label": "display",
"lat": 43.65314383888587,
"lng": -79.38198016678167
}
],
"lat": 43.65314383888587,
"lng": -79.38198016678167,
"postalCode": "M5G 2C9",
"state": "ON"
},
"name": "Eggspectation Bell Trinity Square",
"photos": {
"count": 0,
"groups": []
},
"venuePage": {
"id": "97507838"
}
}
},
{
"reasons": {
"count": 0,
"items": [
{
"reasonName": "globalInteractionReason",
"summary": "This spot is popular",
"type": "general"
}
]
},
"referralId": "e-0-4e2284b11fc7c0ef9857d143-4",
"venue": {
"categories": [
{
"icon": {
"prefix": "https://ss3.4sqi.net/img/categories_v2/food/bubble_",
"suffix": ".png"
},
"id": "52e81612bcbc57f1066b7a0c",
"name": "Bubble Tea Shop",
"pluralName": "Bubble Tea Shops",
"primary": true,
"shortName": "Bubble Tea"
}
],
"id": "4e2284b11fc7c0ef9857d143",
"location": {
"address": "132 Dundas St W",
"cc": "CA",
"city": "Toronto",
"country": "Canada",
"crossStreet": "btwn Bay & University",
"distance": 237,
"formattedAddress": [
"132 Dundas St W (btwn Bay & University)",
"Toronto ON M5G 1C3",
"Canada"
],
"labeledLatLngs": [
{
"label": "display",
"lat": 43.65554164147378,
"lng": -79.38468427043244
}
],
"lat": 43.65554164147378,
"lng": -79.38468427043244,
"postalCode": "M5G 1C3",
"state": "ON"
},
"name": "Chatime 日出茶太",
"photos": {
"count": 0,
"groups": []
}
}
},
{
"reasons": {
"count": 0,
"items": [
{
"reasonName": "globalInteractionReason",
"summary": "This spot is popular",
"type": "general"
}
]
},
"referralId": "e-0-4b2a6eb8f964a52012a924e3-5",
"venue": {
"categories": [
{
"icon": {
"prefix": "https://ss3.4sqi.net/img/categories_v2/shops/bookstore_",
"suffix": ".png"
},
"id": "4bf58dd8d48988d114951735",
"name": "Bookstore",
"pluralName": "Bookstores",
"primary": true,
"shortName": "Bookstore"
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"groups": []
}
}
}
],
"name": "recommended",
"type": "Recommended Places"
}
],
"headerFullLocation": "Bay Street Corridor, Toronto",
"headerLocation": "Bay Street Corridor",
"headerLocationGranularity": "neighborhood",
"suggestedBounds": {
"ne": {
"lat": 43.6579817045,
"lng": -79.37772678059432
},
"sw": {
"lat": 43.6489816955,
"lng": -79.39014261940568
}
},
"suggestedFilters": {
"filters": [
{
"key": "openNow",
"name": "Open now"
}
],
"header": "Tap to show:"
},
"totalResults": 87
}
},
"text/plain": [
"<IPython.core.display.JSON object>"
]
},
"execution_count": 128,
"metadata": {
"application/json": {
"expanded": false,
"root": "root"
}
},
"output_type": "execute_result"
}
],
"source": [
"JSON(res)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get the tops venues in Toronto"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We define a small utility to fetch the data asynchronously"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"Venue = Tuple[str, float, float, str, float, float, str]\n",
"\n",
"\n",
"async def get_json(\n",
" session: ClientSession, name: str, latitude: float, longitude: float\n",
") -> List[Venue]:\n",
" \"\"\"return selected informations on a venue\"\"\"\n",
"\n",
" req = await session.get(\n",
" api_root, params=dict(ll=f\"{latitude},{longitude}\", **params)\n",
" )\n",
"\n",
" res = await req.json()\n",
" venues = res[\"response\"][\"groups\"][0][\"items\"]\n",
" return [\n",
" (\n",
" name,\n",
" latitude,\n",
" longitude,\n",
" v[\"venue\"][\"name\"],\n",
" v[\"venue\"][\"location\"][\"lat\"],\n",
" v[\"venue\"][\"location\"][\"lng\"],\n",
" v[\"venue\"][\"categories\"][0][\"name\"].lower(),\n",
" )\n",
" for v in venues\n",
" ]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Are there any na values in the DataFrame view dfc[[\"Neighborhood\", \"Latitude\", \"Longitude\"]]?"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Neighborhood False\n",
"Latitude False\n",
"Longitude False\n",
"dtype: bool"
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfc[[\"Neighborhood\", \"Latitude\", \"Longitude\"]].isna().any()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No... good, let's request the data"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"async with ClientSession() as session:\n",
" df_view = dfc[[\"Neighborhood\", \"Latitude\", \"Longitude\"]]\n",
"\n",
" futures = [\n",
" get_json(session, name, latitude, longitude)\n",
" for _, (name, latitude, longitude) in df_view.iterrows()\n",
" ]\n",
" v = await asyncio.gather(*futures)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another possibility would be to work with a thread pool\n",
"```\n",
"from concurrent.futures import ThreadPoolExecutor\n",
"\n",
"with ThreadPoolExecutor(max_workers=4) as executor:\n",
"\n",
" # Get current loop\n",
" loop = asyncio.get_running_loop()\n",
" futures = [loop.run_in_executor(executor, <long_task>, <i>) for <i> in <inputs>]\n",
" results = await asyncio.gather(*futures)\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now create a `DataFrame` out of the result. *v* is a nested list of *Venue*"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"venues_type = {\n",
" \"Neighborhood\": \"string\",\n",
" \"Neighborhood Latitude\": float,\n",
" \"Neighborhood Longitude\": float,\n",
" \"Venue\": \"string\",\n",
" \"Venue Latitude\": float,\n",
" \"Venue Longitude\": float,\n",
" \"Venue Category\": \"category\",\n",
"}\n",
"\n",
"# Make a set comprehension out of the nest list of venues\n",
"venues_flattened = (item for venue_list in v for item in venue_list)\n",
"\n",
"# Create a DataFrame with it and use the column name from venues_type (dict are ordered in python > 3.6)\n",
"toronto_venues = pd.DataFrame(venues_flattened, columns=list(venues_type)).astype(\n",
" venues_type\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 2138 entries, 0 to 2137\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Neighborhood 2138 non-null string \n",
" 1 Neighborhood Latitude 2138 non-null float64 \n",
" 2 Neighborhood Longitude 2138 non-null float64 \n",
" 3 Venue 2138 non-null string \n",
" 4 Venue Latitude 2138 non-null float64 \n",
" 5 Venue Longitude 2138 non-null float64 \n",
" 6 Venue Category 2138 non-null category\n",
"dtypes: category(1), float64(4), string(2)\n",
"memory usage: 116.6 KB\n"
]
}
],
"source": [
"toronto_venues.info()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Neighborhood</th>\n",
" <th>Neighborhood Latitude</th>\n",
" <th>Neighborhood Longitude</th>\n",
" <th>Venue</th>\n",
" <th>Venue Latitude</th>\n",
" <th>Venue Longitude</th>\n",
" <th>Venue Category</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Malvern, Rouge</td>\n",
" <td>43.806686</td>\n",
" <td>-79.194353</td>\n",
" <td>Wendy’s</td>\n",
" <td>43.807448</td>\n",
" <td>-79.199056</td>\n",
" <td>fast food restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Malvern, Rouge</td>\n",
" <td>43.806686</td>\n",
" <td>-79.194353</td>\n",
" <td>Interprovincial Group</td>\n",
" <td>43.805630</td>\n",
" <td>-79.200378</td>\n",
" <td>print shop</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Neighborhood Neighborhood Latitude Neighborhood Longitude \\\n",
"0 Malvern, Rouge 43.806686 -79.194353 \n",
"1 Malvern, Rouge 43.806686 -79.194353 \n",
"\n",
" Venue Venue Latitude Venue Longitude \\\n",
"0 Wendy’s 43.807448 -79.199056 \n",
"1 Interprovincial Group 43.805630 -79.200378 \n",
"\n",
" Venue Category \n",
"0 fast food restaurant \n",
"1 print shop "
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_venues.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### One hot encoding"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" If columns is None then all the columns with object or category dtype will be converted"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Neighborhood string\n",
"Neighborhood Latitude float64\n",
"Neighborhood Longitude float64\n",
"Venue string\n",
"Venue Latitude float64\n",
"Venue Longitude float64\n",
"Venue Category category\n",
"dtype: object"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_venues.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Neighborhood</th>\n",
" <th>accessories store</th>\n",
" <th>afghan restaurant</th>\n",
" <th>airport</th>\n",
" <th>airport food court</th>\n",
" <th>airport gate</th>\n",
" <th>airport lounge</th>\n",
" <th>airport service</th>\n",
" <th>airport terminal</th>\n",
" <th>american restaurant</th>\n",
" <th>...</th>\n",
" <th>trail</th>\n",
" <th>train station</th>\n",
" <th>vegetarian / vegan restaurant</th>\n",
" <th>video game store</th>\n",
" <th>vietnamese restaurant</th>\n",
" <th>warehouse store</th>\n",
" <th>wine bar</th>\n",
" <th>wings joint</th>\n",
" <th>women's store</th>\n",
" <th>yoga studio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Malvern, Rouge</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Malvern, Rouge</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 272 columns</p>\n",
"</div>"
],
"text/plain": [
" Neighborhood accessories store afghan restaurant airport \\\n",
"0 Malvern, Rouge 0 0 0 \n",
"1 Malvern, Rouge 0 0 0 \n",
"\n",
" airport food court airport gate airport lounge airport service \\\n",
"0 0 0 0 0 \n",
"1 0 0 0 0 \n",
"\n",
" airport terminal american restaurant ... trail train station \\\n",
"0 0 0 ... 0 0 \n",
"1 0 0 ... 0 0 \n",
"\n",
" vegetarian / vegan restaurant video game store vietnamese restaurant \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"\n",
" warehouse store wine bar wings joint women's store yoga studio \n",
"0 0 0 0 0 0 \n",
"1 0 0 0 0 0 \n",
"\n",
"[2 rows x 272 columns]"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_onehot = pd.get_dummies(\n",
" toronto_venues[[\"Neighborhood\", \"Venue Category\"]],\n",
" prefix=\"\",\n",
" prefix_sep=\"\",\n",
" columns=[\"Venue Category\"],\n",
")\n",
"toronto_onehot.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Neighborhood</th>\n",
" <th>accessories store</th>\n",
" <th>afghan restaurant</th>\n",
" <th>airport</th>\n",
" <th>airport food court</th>\n",
" <th>airport gate</th>\n",
" <th>airport lounge</th>\n",
" <th>airport service</th>\n",
" <th>airport terminal</th>\n",
" <th>american restaurant</th>\n",
" <th>...</th>\n",
" <th>trail</th>\n",
" <th>train station</th>\n",
" <th>vegetarian / vegan restaurant</th>\n",
" <th>video game store</th>\n",
" <th>vietnamese restaurant</th>\n",
" <th>warehouse store</th>\n",
" <th>wine bar</th>\n",
" <th>wings joint</th>\n",
" <th>women's store</th>\n",
" <th>yoga studio</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Agincourt</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Alderwood, Long Branch</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 272 columns</p>\n",
"</div>"
],
"text/plain": [
" Neighborhood accessories store afghan restaurant airport \\\n",
"0 Agincourt 0.0 0.0 0.0 \n",
"1 Alderwood, Long Branch 0.0 0.0 0.0 \n",
"\n",
" airport food court airport gate airport lounge airport service \\\n",
"0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 \n",
"\n",
" airport terminal american restaurant ... trail train station \\\n",
"0 0.0 0.0 ... 0.0 0.0 \n",
"1 0.0 0.0 ... 0.0 0.0 \n",
"\n",
" vegetarian / vegan restaurant video game store vietnamese restaurant \\\n",
"0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 \n",
"\n",
" warehouse store wine bar wings joint women's store yoga studio \n",
"0 0.0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
"[2 rows x 272 columns]"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_grouped = toronto_onehot.groupby(\"Neighborhood\").mean().reset_index()\n",
"toronto_grouped.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We recreate a `DataFrame` joining Neighborhood and most common venues"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Neighborhood</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Agincourt</td>\n",
" <td>lounge</td>\n",
" <td>latin american restaurant</td>\n",
" <td>breakfast spot</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>drugstore</td>\n",
" <td>electronics store</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Alderwood, Long Branch</td>\n",
" <td>pizza place</td>\n",
" <td>gym</td>\n",
" <td>dance studio</td>\n",
" <td>coffee shop</td>\n",
" <td>pub</td>\n",
" <td>pharmacy</td>\n",
" <td>sandwich place</td>\n",
" <td>dog run</td>\n",
" <td>dim sum restaurant</td>\n",
" <td>diner</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
" <td>coffee shop</td>\n",
" <td>bank</td>\n",
" <td>fried chicken joint</td>\n",
" <td>sandwich place</td>\n",
" <td>bridal shop</td>\n",
" <td>restaurant</td>\n",
" <td>diner</td>\n",
" <td>supermarket</td>\n",
" <td>middle eastern restaurant</td>\n",
" <td>sushi restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Bayview Village</td>\n",
" <td>café</td>\n",
" <td>bank</td>\n",
" <td>chinese restaurant</td>\n",
" <td>japanese restaurant</td>\n",
" <td>diner</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>drugstore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Bedford Park, Lawrence Manor East</td>\n",
" <td>coffee shop</td>\n",
" <td>hobby shop</td>\n",
" <td>sandwich place</td>\n",
" <td>italian restaurant</td>\n",
" <td>pharmacy</td>\n",
" <td>pizza place</td>\n",
" <td>café</td>\n",
" <td>butcher</td>\n",
" <td>pub</td>\n",
" <td>restaurant</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Neighborhood 1st common venue \\\n",
"0 Agincourt lounge \n",
"1 Alderwood, Long Branch pizza place \n",
"2 Bathurst Manor, Wilson Heights, Downsview North coffee shop \n",
"3 Bayview Village café \n",
"4 Bedford Park, Lawrence Manor East coffee shop \n",
"\n",
" 2nd common venue 3rd common venue 4th common venue \\\n",
"0 latin american restaurant breakfast spot dumpling restaurant \n",
"1 gym dance studio coffee shop \n",
"2 bank fried chicken joint sandwich place \n",
"3 bank chinese restaurant japanese restaurant \n",
"4 hobby shop sandwich place italian restaurant \n",
"\n",
" 5th common venue 6th common venue 7th common venue \\\n",
"0 distribution center dog run doner restaurant \n",
"1 pub pharmacy sandwich place \n",
"2 bridal shop restaurant diner \n",
"3 diner distribution center dog run \n",
"4 pharmacy pizza place café \n",
"\n",
" 8th common venue 9th common venue 10th common venue \n",
"0 donut shop drugstore electronics store \n",
"1 dog run dim sum restaurant diner \n",
"2 supermarket middle eastern restaurant sushi restaurant \n",
"3 doner restaurant donut shop drugstore \n",
"4 butcher pub restaurant "
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def return_most_common_venues(row, num_top_venues):\n",
" row_categories = row.iloc[1:]\n",
" row_categories_sorted = row_categories.sort_values(ascending=False)\n",
"\n",
" return row_categories_sorted.index.values[0:num_top_venues]\n",
"\n",
"\n",
"num_top_venues = 10\n",
"\n",
"# Column names: \"Neighborhood\" +\n",
"columns = (\n",
" [\"Neighborhood\"]\n",
" + [\"1st common venue\", \"2nd common venue\", \"3rd common venue\"]\n",
" + [f\"{n}th common venue\" for n in range(4, num_top_venues + 1)]\n",
")\n",
"\n",
"# create a new dataframe\n",
"neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
"neighborhoods_venues_sorted[\"Neighborhood\"] = toronto_grouped[\"Neighborhood\"]\n",
"\n",
"for ind in np.arange(toronto_grouped.shape[0]):\n",
" neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(\n",
" toronto_grouped.iloc[ind, :], num_top_venues\n",
" )\n",
"\n",
"neighborhoods_venues_sorted.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Apply kmeans algorithm"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=int32)"
]
},
"execution_count": 147,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# set number of clusters\n",
"kclusters = 5\n",
"\n",
"toronto_grouped_clustering = toronto_grouped.drop(\"Neighborhood\", 1)\n",
"\n",
"# run k-means clustering\n",
"kmeans = KMeans(n_clusters=kclusters, random_state=42, n_init=20).fit(\n",
" toronto_grouped_clustering\n",
")\n",
"\n",
"# check cluster labels generated for each row in the dataframe\n",
"kmeans.labels_[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PostalCode</th>\n",
" <th>Borough</th>\n",
" <th>Neighborhood</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>M1B</td>\n",
" <td>Scarborough</td>\n",
" <td>Malvern, Rouge</td>\n",
" <td>43.806686</td>\n",
" <td>-79.194353</td>\n",
" <td>1.0</td>\n",
" <td>fast food restaurant</td>\n",
" <td>print shop</td>\n",
" <td>drugstore</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>dim sum restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>M1C</td>\n",
" <td>Scarborough</td>\n",
" <td>Rouge Hill, Port Union, Highland Creek</td>\n",
" <td>43.784535</td>\n",
" <td>-79.160497</td>\n",
" <td>1.0</td>\n",
" <td>moving target</td>\n",
" <td>bar</td>\n",
" <td>yoga studio</td>\n",
" <td>drugstore</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>diner</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PostalCode Borough Neighborhood Latitude \\\n",
"0 M1B Scarborough Malvern, Rouge 43.806686 \n",
"1 M1C Scarborough Rouge Hill, Port Union, Highland Creek 43.784535 \n",
"\n",
" Longitude Cluster 1st common venue 2nd common venue 3rd common venue \\\n",
"0 -79.194353 1.0 fast food restaurant print shop drugstore \n",
"1 -79.160497 1.0 moving target bar yoga studio \n",
"\n",
" 4th common venue 5th common venue 6th common venue 7th common venue \\\n",
"0 discount store distribution center dog run doner restaurant \n",
"1 drugstore distribution center dog run doner restaurant \n",
"\n",
" 8th common venue 9th common venue 10th common venue \n",
"0 donut shop dumpling restaurant dim sum restaurant \n",
"1 donut shop dumpling restaurant diner "
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# add clustering labels\n",
"if \"Cluster\" not in neighborhoods_venues_sorted.columns:\n",
" neighborhoods_venues_sorted.insert(0, \"Cluster\", kmeans.labels_)\n",
"\n",
"toronto_merged = dfc\n",
"\n",
"# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
"toronto_merged = toronto_merged.join(\n",
" neighborhoods_venues_sorted.set_index(\"Neighborhood\"), on=\"Neighborhood\"\n",
") # .astype({\"Cluster\": int})\n",
"\n",
"toronto_merged.head(2) # check the last columns!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some Borough have no venue ?"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PostalCode</th>\n",
" <th>Borough</th>\n",
" <th>Neighborhood</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>M1X</td>\n",
" <td>Scarborough</td>\n",
" <td>Upper Rouge</td>\n",
" <td>43.836125</td>\n",
" <td>-79.205636</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>M9A</td>\n",
" <td>Etobicoke</td>\n",
" <td>Islington Avenue, Humber Valley Village</td>\n",
" <td>43.667856</td>\n",
" <td>-79.532242</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PostalCode Borough Neighborhood \\\n",
"16 M1X Scarborough Upper Rouge \n",
"93 M9A Etobicoke Islington Avenue, Humber Valley Village \n",
"\n",
" Latitude Longitude Cluster 1st common venue 2nd common venue \\\n",
"16 43.836125 -79.205636 NaN NaN NaN \n",
"93 43.667856 -79.532242 NaN NaN NaN \n",
"\n",
" 3rd common venue 4th common venue 5th common venue 6th common venue \\\n",
"16 NaN NaN NaN NaN \n",
"93 NaN NaN NaN NaN \n",
"\n",
" 7th common venue 8th common venue 9th common venue 10th common venue \n",
"16 NaN NaN NaN NaN \n",
"93 NaN NaN NaN NaN "
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_merged[toronto_merged.Cluster.isna()"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PostalCode</th>\n",
" <th>Borough</th>\n",
" <th>Neighborhood</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>M1B</td>\n",
" <td>Scarborough</td>\n",
" <td>Malvern, Rouge</td>\n",
" <td>43.806686</td>\n",
" <td>-79.194353</td>\n",
" <td>1</td>\n",
" <td>fast food restaurant</td>\n",
" <td>print shop</td>\n",
" <td>drugstore</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>dim sum restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>M1C</td>\n",
" <td>Scarborough</td>\n",
" <td>Rouge Hill, Port Union, Highland Creek</td>\n",
" <td>43.784535</td>\n",
" <td>-79.160497</td>\n",
" <td>1</td>\n",
" <td>moving target</td>\n",
" <td>bar</td>\n",
" <td>yoga studio</td>\n",
" <td>drugstore</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>diner</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PostalCode Borough Neighborhood Latitude \\\n",
"0 M1B Scarborough Malvern, Rouge 43.806686 \n",
"1 M1C Scarborough Rouge Hill, Port Union, Highland Creek 43.784535 \n",
"\n",
" Longitude Cluster 1st common venue 2nd common venue 3rd common venue \\\n",
"0 -79.194353 1 fast food restaurant print shop drugstore \n",
"1 -79.160497 1 moving target bar yoga studio \n",
"\n",
" 4th common venue 5th common venue 6th common venue 7th common venue \\\n",
"0 discount store distribution center dog run doner restaurant \n",
"1 drugstore distribution center dog run doner restaurant \n",
"\n",
" 8th common venue 9th common venue 10th common venue \n",
"0 donut shop dumpling restaurant dim sum restaurant \n",
"1 donut shop dumpling restaurant diner "
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_merged.dropna().astype({\"Cluster\": int}).head(2)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [],
"source": [
"def plot_clusters(df: DataFrame) -> folium.Map:\n",
" map_clusters = folium.Map(location=[latitude, longitude], zoom_start=10)\n",
"\n",
" # set color scheme for the clusters\n",
" x = np.arange(kclusters)\n",
" ys = [i + x + (i * x) ** 2 for i in range(kclusters)]\n",
" colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
" rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
"\n",
" # add markers to the map\n",
" markers_colors = []\n",
" for lat, lon, poi, cluster in zip(\n",
" df[\"Latitude\"], df[\"Longitude\"], df[\"Neighborhood\"], df[\"Cluster\"]\n",
" ):\n",
" label = folium.Popup(str(poi) + \" Cluster \" + str(cluster), parse_html=True)\n",
"\n",
" cluster = int(cluster)\n",
" folium.CircleMarker(\n",
" [lat, lon],\n",
" radius=5,\n",
" popup=label,\n",
" color=rainbow[cluster - 1],\n",
" fill=True,\n",
" fill_color=rainbow[cluster - 1],\n",
" fill_opacity=0.7,\n",
" ).add_to(map_clusters)\n",
"\n",
" return map_clusters"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {},
"outputs": [
{
"data": {
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                [43.7709921, -79.21691740000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6201a5dee87e4962b5f5c08b3ab09fda = L.popup({"maxWidth": "100%"});

        
            var html_d3fa504f76b840bbb96b609b32cfd991 = $(`<div id="html_d3fa504f76b840bbb96b609b32cfd991" style="width: 100.0%; height: 100.0%;">Woburn Cluster 1.0</div>`)[0];
            popup_6201a5dee87e4962b5f5c08b3ab09fda.setContent(html_d3fa504f76b840bbb96b609b32cfd991);
        

        circle_marker_7513ca35f7b44a2e8514d5ae2d25af20.bindPopup(popup_6201a5dee87e4962b5f5c08b3ab09fda)
        ;

        
    
    
            var circle_marker_84da368167fd450abb7e3a9737eea1ec = L.circleMarker(
                [43.773136, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_eb5f42b794cd430f9f593a7e61e30f66 = L.popup({"maxWidth": "100%"});

        
            var html_91b43e77181c43be8454610e6c6fe739 = $(`<div id="html_91b43e77181c43be8454610e6c6fe739" style="width: 100.0%; height: 100.0%;">Cedarbrae Cluster 1.0</div>`)[0];
            popup_eb5f42b794cd430f9f593a7e61e30f66.setContent(html_91b43e77181c43be8454610e6c6fe739);
        

        circle_marker_84da368167fd450abb7e3a9737eea1ec.bindPopup(popup_eb5f42b794cd430f9f593a7e61e30f66)
        ;

        
    
    
            var circle_marker_80171c90d9fb413599b8e059946151fb = L.circleMarker(
                [43.7447342, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#ffb360", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ffb360", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0eb1a3668b6f4589951ce8cc6e9b99f8 = L.popup({"maxWidth": "100%"});

        
            var html_62dd6df903634b33acaac498959633a0 = $(`<div id="html_62dd6df903634b33acaac498959633a0" style="width: 100.0%; height: 100.0%;">Scarborough Village Cluster 4.0</div>`)[0];
            popup_0eb1a3668b6f4589951ce8cc6e9b99f8.setContent(html_62dd6df903634b33acaac498959633a0);
        

        circle_marker_80171c90d9fb413599b8e059946151fb.bindPopup(popup_0eb1a3668b6f4589951ce8cc6e9b99f8)
        ;

        
    
    
            var circle_marker_922d86068a6441c58f1a435d2186033a = L.circleMarker(
                [43.7279292, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_beea7484207d4e03bb06d2638a325159 = L.popup({"maxWidth": "100%"});

        
            var html_95317c32183d4e21aa419627d33956f7 = $(`<div id="html_95317c32183d4e21aa419627d33956f7" style="width: 100.0%; height: 100.0%;">Kennedy Park, Ionview, East Birchmount Park Cluster 1.0</div>`)[0];
            popup_beea7484207d4e03bb06d2638a325159.setContent(html_95317c32183d4e21aa419627d33956f7);
        

        circle_marker_922d86068a6441c58f1a435d2186033a.bindPopup(popup_beea7484207d4e03bb06d2638a325159)
        ;

        
    
    
            var circle_marker_d1b7882f37d742068c6bebb6348a8842 = L.circleMarker(
                [43.711111700000004, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_faf7eb5772964abf9315bc0e064b833c = L.popup({"maxWidth": "100%"});

        
            var html_645f7639e9fe46e0880c6c6f69ee5813 = $(`<div id="html_645f7639e9fe46e0880c6c6f69ee5813" style="width: 100.0%; height: 100.0%;">Golden Mile, Clairlea, Oakridge Cluster 1.0</div>`)[0];
            popup_faf7eb5772964abf9315bc0e064b833c.setContent(html_645f7639e9fe46e0880c6c6f69ee5813);
        

        circle_marker_d1b7882f37d742068c6bebb6348a8842.bindPopup(popup_faf7eb5772964abf9315bc0e064b833c)
        ;

        
    
    
            var circle_marker_db53a20652484374b242a55acbe7c1f2 = L.circleMarker(
                [43.716316, -79.23947609999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_5b0bedaaec344ff793ff7a178ac8f14b = L.popup({"maxWidth": "100%"});

        
            var html_edbff95022b94decab940c23fd9015c3 = $(`<div id="html_edbff95022b94decab940c23fd9015c3" style="width: 100.0%; height: 100.0%;">Cliffside, Cliffcrest, Scarborough Village West Cluster 1.0</div>`)[0];
            popup_5b0bedaaec344ff793ff7a178ac8f14b.setContent(html_edbff95022b94decab940c23fd9015c3);
        

        circle_marker_db53a20652484374b242a55acbe7c1f2.bindPopup(popup_5b0bedaaec344ff793ff7a178ac8f14b)
        ;

        
    
    
            var circle_marker_cf03825c1e1d454cacf72f268c917981 = L.circleMarker(
                [43.692657000000004, -79.2648481],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_4370f4bc34c94bff9e0dd26e55336c62 = L.popup({"maxWidth": "100%"});

        
            var html_cb72a7b2030049c68e25a7bae897368a = $(`<div id="html_cb72a7b2030049c68e25a7bae897368a" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West Cluster 1.0</div>`)[0];
            popup_4370f4bc34c94bff9e0dd26e55336c62.setContent(html_cb72a7b2030049c68e25a7bae897368a);
        

        circle_marker_cf03825c1e1d454cacf72f268c917981.bindPopup(popup_4370f4bc34c94bff9e0dd26e55336c62)
        ;

        
    
    
            var circle_marker_4adbaee66bb04177874507b2f08b4b67 = L.circleMarker(
                [43.7574096, -79.27330400000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6d43ce754ee3468da705ec793aab9c7a = L.popup({"maxWidth": "100%"});

        
            var html_bac78911a4e94f868654d0c464d573cf = $(`<div id="html_bac78911a4e94f868654d0c464d573cf" style="width: 100.0%; height: 100.0%;">Dorset Park, Wexford Heights, Scarborough Town Centre Cluster 1.0</div>`)[0];
            popup_6d43ce754ee3468da705ec793aab9c7a.setContent(html_bac78911a4e94f868654d0c464d573cf);
        

        circle_marker_4adbaee66bb04177874507b2f08b4b67.bindPopup(popup_6d43ce754ee3468da705ec793aab9c7a)
        ;

        
    
    
            var circle_marker_629ae554b61f4e60b870898780e7cbe6 = L.circleMarker(
                [43.750071500000004, -79.2958491],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a7d1c9d787004b0fb83d71584590d821 = L.popup({"maxWidth": "100%"});

        
            var html_4be773c586d84fb5ac32ee734ff2d8be = $(`<div id="html_4be773c586d84fb5ac32ee734ff2d8be" style="width: 100.0%; height: 100.0%;">Wexford, Maryvale Cluster 1.0</div>`)[0];
            popup_a7d1c9d787004b0fb83d71584590d821.setContent(html_4be773c586d84fb5ac32ee734ff2d8be);
        

        circle_marker_629ae554b61f4e60b870898780e7cbe6.bindPopup(popup_a7d1c9d787004b0fb83d71584590d821)
        ;

        
    
    
            var circle_marker_69566fc4d8034744a98579206932f239 = L.circleMarker(
                [43.7942003, -79.26202940000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f6cfa432f7144fa195fe06b2107110a3 = L.popup({"maxWidth": "100%"});

        
            var html_7b1949921212441099eea2a9a20b23bf = $(`<div id="html_7b1949921212441099eea2a9a20b23bf" style="width: 100.0%; height: 100.0%;">Agincourt Cluster 1.0</div>`)[0];
            popup_f6cfa432f7144fa195fe06b2107110a3.setContent(html_7b1949921212441099eea2a9a20b23bf);
        

        circle_marker_69566fc4d8034744a98579206932f239.bindPopup(popup_f6cfa432f7144fa195fe06b2107110a3)
        ;

        
    
    
            var circle_marker_289e21f26e2f42ddab9867e0e8d40477 = L.circleMarker(
                [43.7816375, -79.3043021],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6ef52668adce4679a29b37bef93301e6 = L.popup({"maxWidth": "100%"});

        
            var html_622c7ee6ed7441b9ab1d10e444f462ec = $(`<div id="html_622c7ee6ed7441b9ab1d10e444f462ec" style="width: 100.0%; height: 100.0%;">Clarks Corners, Tam O&#39;Shanter, Sullivan Cluster 1.0</div>`)[0];
            popup_6ef52668adce4679a29b37bef93301e6.setContent(html_622c7ee6ed7441b9ab1d10e444f462ec);
        

        circle_marker_289e21f26e2f42ddab9867e0e8d40477.bindPopup(popup_6ef52668adce4679a29b37bef93301e6)
        ;

        
    
    
            var circle_marker_1fca5daac8dc42758df0740651f9201c = L.circleMarker(
                [43.8152522, -79.2845772],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_504e85c2d75b46f6a7a79db9e5fa95c7 = L.popup({"maxWidth": "100%"});

        
            var html_418832d27e8f4ae1899f0aecbf8ba998 = $(`<div id="html_418832d27e8f4ae1899f0aecbf8ba998" style="width: 100.0%; height: 100.0%;">Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East Cluster 0.0</div>`)[0];
            popup_504e85c2d75b46f6a7a79db9e5fa95c7.setContent(html_418832d27e8f4ae1899f0aecbf8ba998);
        

        circle_marker_1fca5daac8dc42758df0740651f9201c.bindPopup(popup_504e85c2d75b46f6a7a79db9e5fa95c7)
        ;

        
    
    
            var circle_marker_c0edcd6d680842fa9a6f8ecfda1366d4 = L.circleMarker(
                [43.799525200000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_94bfabdd2ceb493cafd85eb3f9943d8e = L.popup({"maxWidth": "100%"});

        
            var html_20aa718195b2491b95ec4cad25d336b3 = $(`<div id="html_20aa718195b2491b95ec4cad25d336b3" style="width: 100.0%; height: 100.0%;">Steeles West, L&#39;Amoreaux West Cluster 1.0</div>`)[0];
            popup_94bfabdd2ceb493cafd85eb3f9943d8e.setContent(html_20aa718195b2491b95ec4cad25d336b3);
        

        circle_marker_c0edcd6d680842fa9a6f8ecfda1366d4.bindPopup(popup_94bfabdd2ceb493cafd85eb3f9943d8e)
        ;

        
    
    
            var circle_marker_dd51791bc6984ba8a2a2d2c3ad65701b = L.circleMarker(
                [43.8037622, -79.3634517],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_cb9751a70c744df987a3e4acc03f8e25 = L.popup({"maxWidth": "100%"});

        
            var html_40e71059ecbb435aa08b2957df58a158 = $(`<div id="html_40e71059ecbb435aa08b2957df58a158" style="width: 100.0%; height: 100.0%;">Hillcrest Village Cluster 1.0</div>`)[0];
            popup_cb9751a70c744df987a3e4acc03f8e25.setContent(html_40e71059ecbb435aa08b2957df58a158);
        

        circle_marker_dd51791bc6984ba8a2a2d2c3ad65701b.bindPopup(popup_cb9751a70c744df987a3e4acc03f8e25)
        ;

        
    
    
            var circle_marker_07dfec450d7c4bd8b2d5598f9fbb3a08 = L.circleMarker(
                [43.7785175, -79.3465557],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_5e94a1818df64a01b5ef979c9d87f225 = L.popup({"maxWidth": "100%"});

        
            var html_24dd86d14a1547d2bade429a4cfadb7f = $(`<div id="html_24dd86d14a1547d2bade429a4cfadb7f" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole Cluster 1.0</div>`)[0];
            popup_5e94a1818df64a01b5ef979c9d87f225.setContent(html_24dd86d14a1547d2bade429a4cfadb7f);
        

        circle_marker_07dfec450d7c4bd8b2d5598f9fbb3a08.bindPopup(popup_5e94a1818df64a01b5ef979c9d87f225)
        ;

        
    
    
            var circle_marker_7655772f69284f219c94ca7e013e0149 = L.circleMarker(
                [43.7869473, -79.385975],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_fbd7f92892dd4914a9471cd08625a260 = L.popup({"maxWidth": "100%"});

        
            var html_306ec28e4db64abc8f80af0a256f3251 = $(`<div id="html_306ec28e4db64abc8f80af0a256f3251" style="width: 100.0%; height: 100.0%;">Bayview Village Cluster 1.0</div>`)[0];
            popup_fbd7f92892dd4914a9471cd08625a260.setContent(html_306ec28e4db64abc8f80af0a256f3251);
        

        circle_marker_7655772f69284f219c94ca7e013e0149.bindPopup(popup_fbd7f92892dd4914a9471cd08625a260)
        ;

        
    
    
            var circle_marker_032e6974d2684da6a6e9d8b956278451 = L.circleMarker(
                [43.7574902, -79.37471409999999],
                {"bubblingMouseEvents": true, "color": "#00b5eb", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#00b5eb", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_d42cd16930d244b2ad4469a1384cffd7 = L.popup({"maxWidth": "100%"});

        
            var html_b1f32b92af04410c93a589f837077617 = $(`<div id="html_b1f32b92af04410c93a589f837077617" style="width: 100.0%; height: 100.0%;">York Mills, Silver Hills Cluster 2.0</div>`)[0];
            popup_d42cd16930d244b2ad4469a1384cffd7.setContent(html_b1f32b92af04410c93a589f837077617);
        

        circle_marker_032e6974d2684da6a6e9d8b956278451.bindPopup(popup_d42cd16930d244b2ad4469a1384cffd7)
        ;

        
    
    
            var circle_marker_453ada77b6e14716a95ec22b9fcf6ad3 = L.circleMarker(
                [43.789053, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_cd1bcf35af6848cf92643acfe04cd276 = L.popup({"maxWidth": "100%"});

        
            var html_b728eaaf1df048f48232d2781b34b5b2 = $(`<div id="html_b728eaaf1df048f48232d2781b34b5b2" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook Cluster 0.0</div>`)[0];
            popup_cd1bcf35af6848cf92643acfe04cd276.setContent(html_b728eaaf1df048f48232d2781b34b5b2);
        

        circle_marker_453ada77b6e14716a95ec22b9fcf6ad3.bindPopup(popup_cd1bcf35af6848cf92643acfe04cd276)
        ;

        
    
    
            var circle_marker_813fbca1b6764e3fbbf2bce144e7292f = L.circleMarker(
                [43.7701199, -79.40849279999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_d5b954cf4e444836bccabc1c9241213d = L.popup({"maxWidth": "100%"});

        
            var html_15ab6b56365f408bb7d01d057cfb3a47 = $(`<div id="html_15ab6b56365f408bb7d01d057cfb3a47" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East Cluster 1.0</div>`)[0];
            popup_d5b954cf4e444836bccabc1c9241213d.setContent(html_15ab6b56365f408bb7d01d057cfb3a47);
        

        circle_marker_813fbca1b6764e3fbbf2bce144e7292f.bindPopup(popup_d5b954cf4e444836bccabc1c9241213d)
        ;

        
    
    
            var circle_marker_6261b651861745b9832812b4f83f1505 = L.circleMarker(
                [43.752758299999996, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0a5d55121215452ea3d81a2a24635999 = L.popup({"maxWidth": "100%"});

        
            var html_11dd73be583247ada5a7a75e80ec8995 = $(`<div id="html_11dd73be583247ada5a7a75e80ec8995" style="width: 100.0%; height: 100.0%;">York Mills West Cluster 0.0</div>`)[0];
            popup_0a5d55121215452ea3d81a2a24635999.setContent(html_11dd73be583247ada5a7a75e80ec8995);
        

        circle_marker_6261b651861745b9832812b4f83f1505.bindPopup(popup_0a5d55121215452ea3d81a2a24635999)
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            var circle_marker_27a98236679b47a4ab37b2547ab3bc27 = L.circleMarker(
                [43.7827364, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6ed91bdf4d93400f82c144a3bcdc9b1d = L.popup({"maxWidth": "100%"});

        
            var html_218fafcbb8934542970e96eb35465be1 = $(`<div id="html_218fafcbb8934542970e96eb35465be1" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale West Cluster 1.0</div>`)[0];
            popup_6ed91bdf4d93400f82c144a3bcdc9b1d.setContent(html_218fafcbb8934542970e96eb35465be1);
        

        circle_marker_27a98236679b47a4ab37b2547ab3bc27.bindPopup(popup_6ed91bdf4d93400f82c144a3bcdc9b1d)
        ;

        
    
    
            var circle_marker_04abf40a65ae424f8297ecfa8490ba8e = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_935aa6063b3142038a37b494b8afdcdb = L.popup({"maxWidth": "100%"});

        
            var html_88648d824c90463ba1f7633e702d49c7 = $(`<div id="html_88648d824c90463ba1f7633e702d49c7" style="width: 100.0%; height: 100.0%;">Parkwoods Cluster 0.0</div>`)[0];
            popup_935aa6063b3142038a37b494b8afdcdb.setContent(html_88648d824c90463ba1f7633e702d49c7);
        

        circle_marker_04abf40a65ae424f8297ecfa8490ba8e.bindPopup(popup_935aa6063b3142038a37b494b8afdcdb)
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            var circle_marker_6338d0619e8d47298bdd84f79bd1db0b = L.circleMarker(
                [43.745905799999996, -79.352188],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7efba886f78d42f8bb455b65b89791a3 = L.popup({"maxWidth": "100%"});

        
            var html_2e91ee8c17344c9cb255b57f8790568e = $(`<div id="html_2e91ee8c17344c9cb255b57f8790568e" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1.0</div>`)[0];
            popup_7efba886f78d42f8bb455b65b89791a3.setContent(html_2e91ee8c17344c9cb255b57f8790568e);
        

        circle_marker_6338d0619e8d47298bdd84f79bd1db0b.bindPopup(popup_7efba886f78d42f8bb455b65b89791a3)
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            var circle_marker_f4617e3fd3264d07baa28512947724f4 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_1d57eb66748844529231b8262700a528 = L.popup({"maxWidth": "100%"});

        
            var html_76c540f33db24202b5ce9851c5400964 = $(`<div id="html_76c540f33db24202b5ce9851c5400964" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1.0</div>`)[0];
            popup_1d57eb66748844529231b8262700a528.setContent(html_76c540f33db24202b5ce9851c5400964);
        

        circle_marker_f4617e3fd3264d07baa28512947724f4.bindPopup(popup_1d57eb66748844529231b8262700a528)
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            var circle_marker_b0e60310e9364bca9954b0cf6df66511 = L.circleMarker(
                [43.7543283, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_3339853bc521447c9a682a99e6f67ef0 = L.popup({"maxWidth": "100%"});

        
            var html_95462913ea9a4af7bcd3dab40b9d2d80 = $(`<div id="html_95462913ea9a4af7bcd3dab40b9d2d80" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North Cluster 1.0</div>`)[0];
            popup_3339853bc521447c9a682a99e6f67ef0.setContent(html_95462913ea9a4af7bcd3dab40b9d2d80);
        

        circle_marker_b0e60310e9364bca9954b0cf6df66511.bindPopup(popup_3339853bc521447c9a682a99e6f67ef0)
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            var circle_marker_fe6498530bb44e7ba363f26399db40cf = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_d351fd5ad00f4146877f38560241aa19 = L.popup({"maxWidth": "100%"});

        
            var html_2924bb8a17db4b959ecb0466e84b165b = $(`<div id="html_2924bb8a17db4b959ecb0466e84b165b" style="width: 100.0%; height: 100.0%;">Northwood Park, York University Cluster 1.0</div>`)[0];
            popup_d351fd5ad00f4146877f38560241aa19.setContent(html_2924bb8a17db4b959ecb0466e84b165b);
        

        circle_marker_fe6498530bb44e7ba363f26399db40cf.bindPopup(popup_d351fd5ad00f4146877f38560241aa19)
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            var circle_marker_0235b0ede9bb4d71846e457679b47aa6 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0b59864a00f244a6923fc54d3af01089 = L.popup({"maxWidth": "100%"});

        
            var html_d28b3c0f51b34987a7a9e14fad8906fa = $(`<div id="html_d28b3c0f51b34987a7a9e14fad8906fa" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_0b59864a00f244a6923fc54d3af01089.setContent(html_d28b3c0f51b34987a7a9e14fad8906fa);
        

        circle_marker_0235b0ede9bb4d71846e457679b47aa6.bindPopup(popup_0b59864a00f244a6923fc54d3af01089)
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            var circle_marker_70633f487d314efbad4bf644bd0ae0c4 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_383b3e3d8c364b6ca96ec7f6eaf3d437 = L.popup({"maxWidth": "100%"});

        
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            popup_383b3e3d8c364b6ca96ec7f6eaf3d437.setContent(html_bfb8a95400b341fca433c421bfe9fd83);
        

        circle_marker_70633f487d314efbad4bf644bd0ae0c4.bindPopup(popup_383b3e3d8c364b6ca96ec7f6eaf3d437)
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        var popup_6b51766c10b84a2c8853201c3ab939ec = L.popup({"maxWidth": "100%"});

        
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            popup_6b51766c10b84a2c8853201c3ab939ec.setContent(html_cf18dfa0ddd842aba6d14d18b83ace49);
        

        circle_marker_26599d8ebca34d55b0e14f96114a458d.bindPopup(popup_6b51766c10b84a2c8853201c3ab939ec)
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            var circle_marker_224740a642a449fa9c39e8e46ff2915c = L.circleMarker(
                [43.7616313, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_47c7addd1c404251a556c4d7c59896ac = L.popup({"maxWidth": "100%"});

        
            var html_de3cea43c639448f822fc38d4fc3c847 = $(`<div id="html_de3cea43c639448f822fc38d4fc3c847" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1.0</div>`)[0];
            popup_47c7addd1c404251a556c4d7c59896ac.setContent(html_de3cea43c639448f822fc38d4fc3c847);
        

        circle_marker_224740a642a449fa9c39e8e46ff2915c.bindPopup(popup_47c7addd1c404251a556c4d7c59896ac)
        ;

        
    
    
            var circle_marker_fa0935402e944f7c81fee5ea7d450816 = L.circleMarker(
                [43.725882299999995, -79.31557159999998],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0af6879e120c4928807bba9c0e57c110 = L.popup({"maxWidth": "100%"});

        
            var html_15735fe135c64071ab8df8dee21cf68f = $(`<div id="html_15735fe135c64071ab8df8dee21cf68f" style="width: 100.0%; height: 100.0%;">Victoria Village Cluster 1.0</div>`)[0];
            popup_0af6879e120c4928807bba9c0e57c110.setContent(html_15735fe135c64071ab8df8dee21cf68f);
        

        circle_marker_fa0935402e944f7c81fee5ea7d450816.bindPopup(popup_0af6879e120c4928807bba9c0e57c110)
        ;

        
    
    
            var circle_marker_fc869e748cab4c9d9a8f8c7588ef63a9 = L.circleMarker(
                [43.7063972, -79.309937],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a5273f874efd48b8976b9a80a13c1e67 = L.popup({"maxWidth": "100%"});

        
            var html_a8bf826ae8614777848a015c694dc116 = $(`<div id="html_a8bf826ae8614777848a015c694dc116" style="width: 100.0%; height: 100.0%;">Parkview Hill, Woodbine Gardens Cluster 1.0</div>`)[0];
            popup_a5273f874efd48b8976b9a80a13c1e67.setContent(html_a8bf826ae8614777848a015c694dc116);
        

        circle_marker_fc869e748cab4c9d9a8f8c7588ef63a9.bindPopup(popup_a5273f874efd48b8976b9a80a13c1e67)
        ;

        
    
    
            var circle_marker_22ce04a89c9a4f309446c0d1cf83c971 = L.circleMarker(
                [43.695343900000005, -79.3183887],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_3262889ff6234f268a9fd7742f909b72 = L.popup({"maxWidth": "100%"});

        
            var html_94df69b7ed2142aba27393acd786eaa5 = $(`<div id="html_94df69b7ed2142aba27393acd786eaa5" style="width: 100.0%; height: 100.0%;">Woodbine Heights Cluster 1.0</div>`)[0];
            popup_3262889ff6234f268a9fd7742f909b72.setContent(html_94df69b7ed2142aba27393acd786eaa5);
        

        circle_marker_22ce04a89c9a4f309446c0d1cf83c971.bindPopup(popup_3262889ff6234f268a9fd7742f909b72)
        ;

        
    
    
            var circle_marker_b93d6768d6d64e45b521535a607f42d7 = L.circleMarker(
                [43.67635739999999, -79.2930312],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f08374676ea1403fb33a597712d1e218 = L.popup({"maxWidth": "100%"});

        
            var html_1de9f9929dd24cdc8c2ff6082c964593 = $(`<div id="html_1de9f9929dd24cdc8c2ff6082c964593" style="width: 100.0%; height: 100.0%;">The Beaches Cluster 1.0</div>`)[0];
            popup_f08374676ea1403fb33a597712d1e218.setContent(html_1de9f9929dd24cdc8c2ff6082c964593);
        

        circle_marker_b93d6768d6d64e45b521535a607f42d7.bindPopup(popup_f08374676ea1403fb33a597712d1e218)
        ;

        
    
    
            var circle_marker_46b0f818a7a34197bec508c617cd6637 = L.circleMarker(
                [43.7090604, -79.3634517],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_83e67437137240f39d11587f76fc9c1e = L.popup({"maxWidth": "100%"});

        
            var html_a6c11e09fe5f4f89a07bdb8ac4149431 = $(`<div id="html_a6c11e09fe5f4f89a07bdb8ac4149431" style="width: 100.0%; height: 100.0%;">Leaside Cluster 1.0</div>`)[0];
            popup_83e67437137240f39d11587f76fc9c1e.setContent(html_a6c11e09fe5f4f89a07bdb8ac4149431);
        

        circle_marker_46b0f818a7a34197bec508c617cd6637.bindPopup(popup_83e67437137240f39d11587f76fc9c1e)
        ;

        
    
    
            var circle_marker_d7e5776d82bd4ccfa5c05fc0cc2c4c5f = L.circleMarker(
                [43.7053689, -79.34937190000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f1baeac7c56742edbbe40b54e14b8101 = L.popup({"maxWidth": "100%"});

        
            var html_40b6f209552c4c9fa92f8dd28525055a = $(`<div id="html_40b6f209552c4c9fa92f8dd28525055a" style="width: 100.0%; height: 100.0%;">Thorncliffe Park Cluster 1.0</div>`)[0];
            popup_f1baeac7c56742edbbe40b54e14b8101.setContent(html_40b6f209552c4c9fa92f8dd28525055a);
        

        circle_marker_d7e5776d82bd4ccfa5c05fc0cc2c4c5f.bindPopup(popup_f1baeac7c56742edbbe40b54e14b8101)
        ;

        
    
    
            var circle_marker_3d87643185cd4f3791e071901935bea4 = L.circleMarker(
                [43.685347, -79.3381065],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_28bbc1dd500346539d4f547c17440196 = L.popup({"maxWidth": "100%"});

        
            var html_5cb531baa04a45aab9e5ce273ad71e5d = $(`<div id="html_5cb531baa04a45aab9e5ce273ad71e5d" style="width: 100.0%; height: 100.0%;">East Toronto, Broadview North (Old East York) Cluster 0.0</div>`)[0];
            popup_28bbc1dd500346539d4f547c17440196.setContent(html_5cb531baa04a45aab9e5ce273ad71e5d);
        

        circle_marker_3d87643185cd4f3791e071901935bea4.bindPopup(popup_28bbc1dd500346539d4f547c17440196)
        ;

        
    
    
            var circle_marker_06c3a2eb5e7941c6a5049a25fd3ec69f = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7484850833c54fa6951c60481f6a3930 = L.popup({"maxWidth": "100%"});

        
            var html_e128b5ee99dd44eb9044f4c1239f3800 = $(`<div id="html_e128b5ee99dd44eb9044f4c1239f3800" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale Cluster 1.0</div>`)[0];
            popup_7484850833c54fa6951c60481f6a3930.setContent(html_e128b5ee99dd44eb9044f4c1239f3800);
        

        circle_marker_06c3a2eb5e7941c6a5049a25fd3ec69f.bindPopup(popup_7484850833c54fa6951c60481f6a3930)
        ;

        
    
    
            var circle_marker_b47400d901c8419b90de75bc4fd4d252 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_e1712d4597be411d9e15f1af8f684349 = L.popup({"maxWidth": "100%"});

        
            var html_c081141fba0845fcaea6d11701059e9a = $(`<div id="html_c081141fba0845fcaea6d11701059e9a" style="width: 100.0%; height: 100.0%;">India Bazaar, The Beaches West Cluster 1.0</div>`)[0];
            popup_e1712d4597be411d9e15f1af8f684349.setContent(html_c081141fba0845fcaea6d11701059e9a);
        

        circle_marker_b47400d901c8419b90de75bc4fd4d252.bindPopup(popup_e1712d4597be411d9e15f1af8f684349)
        ;

        
    
    
            var circle_marker_4a27d6be39c5448ab5291fa64870cdb1 = L.circleMarker(
                [43.6595255, -79.340923],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_011e7ce833a44284aceb7f286ca01e63 = L.popup({"maxWidth": "100%"});

        
            var html_68036e1fc26d41a496952e5ed35ca2b0 = $(`<div id="html_68036e1fc26d41a496952e5ed35ca2b0" style="width: 100.0%; height: 100.0%;">Studio District Cluster 1.0</div>`)[0];
            popup_011e7ce833a44284aceb7f286ca01e63.setContent(html_68036e1fc26d41a496952e5ed35ca2b0);
        

        circle_marker_4a27d6be39c5448ab5291fa64870cdb1.bindPopup(popup_011e7ce833a44284aceb7f286ca01e63)
        ;

        
    
    
            var circle_marker_629e927ae5ef40749d2e7628252e892b = L.circleMarker(
                [43.7280205, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_190565f20e20426b9d36e82b81f8204d = L.popup({"maxWidth": "100%"});

        
            var html_22cc032f90944d429db73a046b15c722 = $(`<div id="html_22cc032f90944d429db73a046b15c722" style="width: 100.0%; height: 100.0%;">Lawrence Park Cluster 0.0</div>`)[0];
            popup_190565f20e20426b9d36e82b81f8204d.setContent(html_22cc032f90944d429db73a046b15c722);
        

        circle_marker_629e927ae5ef40749d2e7628252e892b.bindPopup(popup_190565f20e20426b9d36e82b81f8204d)
        ;

        
    
    
            var circle_marker_48b41a9db7ee4a58adca7ce99fc7e2fe = L.circleMarker(
                [43.7127511, -79.3901975],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_847ef4ee13e24c1c9829160dd72b644d = L.popup({"maxWidth": "100%"});

        
            var html_cc7877a763824a79a0dab2f17572328d = $(`<div id="html_cc7877a763824a79a0dab2f17572328d" style="width: 100.0%; height: 100.0%;">Davisville North Cluster 1.0</div>`)[0];
            popup_847ef4ee13e24c1c9829160dd72b644d.setContent(html_cc7877a763824a79a0dab2f17572328d);
        

        circle_marker_48b41a9db7ee4a58adca7ce99fc7e2fe.bindPopup(popup_847ef4ee13e24c1c9829160dd72b644d)
        ;

        
    
    
            var circle_marker_4454b64b914843fdac11f3402c01f456 = L.circleMarker(
                [43.7153834, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_57b45c6b51044ca4be61a10973fdeb88 = L.popup({"maxWidth": "100%"});

        
            var html_8990acbbba9149b3b2c954cb1fbd17c9 = $(`<div id="html_8990acbbba9149b3b2c954cb1fbd17c9" style="width: 100.0%; height: 100.0%;">North Toronto West, Lawrence Park Cluster 1.0</div>`)[0];
            popup_57b45c6b51044ca4be61a10973fdeb88.setContent(html_8990acbbba9149b3b2c954cb1fbd17c9);
        

        circle_marker_4454b64b914843fdac11f3402c01f456.bindPopup(popup_57b45c6b51044ca4be61a10973fdeb88)
        ;

        
    
    
            var circle_marker_fe19d826418f4165a5e0d6a176d3bf77 = L.circleMarker(
                [43.7043244, -79.3887901],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_cb49b3ef20b9488b83e2eb6c8e25f690 = L.popup({"maxWidth": "100%"});

        
            var html_af26cffe0d6f45d5b4a28a8e5eea13f9 = $(`<div id="html_af26cffe0d6f45d5b4a28a8e5eea13f9" style="width: 100.0%; height: 100.0%;">Davisville Cluster 1.0</div>`)[0];
            popup_cb49b3ef20b9488b83e2eb6c8e25f690.setContent(html_af26cffe0d6f45d5b4a28a8e5eea13f9);
        

        circle_marker_fe19d826418f4165a5e0d6a176d3bf77.bindPopup(popup_cb49b3ef20b9488b83e2eb6c8e25f690)
        ;

        
    
    
            var circle_marker_fe3fe49de53f40279bd02acaa2504377 = L.circleMarker(
                [43.6895743, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_fbb4aee0950843b79092c2d9dca32f7d = L.popup({"maxWidth": "100%"});

        
            var html_f622690ae7384e59b4d9a51eacd6716c = $(`<div id="html_f622690ae7384e59b4d9a51eacd6716c" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East Cluster 0.0</div>`)[0];
            popup_fbb4aee0950843b79092c2d9dca32f7d.setContent(html_f622690ae7384e59b4d9a51eacd6716c);
        

        circle_marker_fe3fe49de53f40279bd02acaa2504377.bindPopup(popup_fbb4aee0950843b79092c2d9dca32f7d)
        ;

        
    
    
            var circle_marker_be06f8b7937c44deb4e0880c7117eff8 = L.circleMarker(
                [43.68641229999999, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a0103d3af65a4529ad6362b55a357fdc = L.popup({"maxWidth": "100%"});

        
            var html_2db909b64e234ecf95bad0ea9ecbf427 = $(`<div id="html_2db909b64e234ecf95bad0ea9ecbf427" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park Cluster 1.0</div>`)[0];
            popup_a0103d3af65a4529ad6362b55a357fdc.setContent(html_2db909b64e234ecf95bad0ea9ecbf427);
        

        circle_marker_be06f8b7937c44deb4e0880c7117eff8.bindPopup(popup_a0103d3af65a4529ad6362b55a357fdc)
        ;

        
    
    
            var circle_marker_3651137e0b3a41da80b4dc59a7762347 = L.circleMarker(
                [43.6795626, -79.37752940000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_8b4b593252b64b1e84df98c32aa09cef = L.popup({"maxWidth": "100%"});

        
            var html_0f4e3cc8bf7c4b809f40c1f4f77e4195 = $(`<div id="html_0f4e3cc8bf7c4b809f40c1f4f77e4195" style="width: 100.0%; height: 100.0%;">Rosedale Cluster 0.0</div>`)[0];
            popup_8b4b593252b64b1e84df98c32aa09cef.setContent(html_0f4e3cc8bf7c4b809f40c1f4f77e4195);
        

        circle_marker_3651137e0b3a41da80b4dc59a7762347.bindPopup(popup_8b4b593252b64b1e84df98c32aa09cef)
        ;

        
    
    
            var circle_marker_08d4f8ed99bd4f70b824bd289a045eaa = L.circleMarker(
                [43.667967, -79.3676753],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_91209f1a99a746598ecf1e3e4ad32ccc = L.popup({"maxWidth": "100%"});

        
            var html_5bc27d5e88f94f928983ccc51feeb5c9 = $(`<div id="html_5bc27d5e88f94f928983ccc51feeb5c9" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown Cluster 1.0</div>`)[0];
            popup_91209f1a99a746598ecf1e3e4ad32ccc.setContent(html_5bc27d5e88f94f928983ccc51feeb5c9);
        

        circle_marker_08d4f8ed99bd4f70b824bd289a045eaa.bindPopup(popup_91209f1a99a746598ecf1e3e4ad32ccc)
        ;

        
    
    
            var circle_marker_ab185453b3ee45f7b0e4b5a901df14b9 = L.circleMarker(
                [43.6658599, -79.38315990000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a4e43692693d4220b8fd436332986f01 = L.popup({"maxWidth": "100%"});

        
            var html_1eb41a10df204fa08785bd5a8f2eed25 = $(`<div id="html_1eb41a10df204fa08785bd5a8f2eed25" style="width: 100.0%; height: 100.0%;">Church and Wellesley Cluster 1.0</div>`)[0];
            popup_a4e43692693d4220b8fd436332986f01.setContent(html_1eb41a10df204fa08785bd5a8f2eed25);
        

        circle_marker_ab185453b3ee45f7b0e4b5a901df14b9.bindPopup(popup_a4e43692693d4220b8fd436332986f01)
        ;

        
    
    
            var circle_marker_b04b91f25c8d466db4a0d1f2a2c24906 = L.circleMarker(
                [43.6542599, -79.3606359],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7b834e25690a44f8a02f98341d7d3530 = L.popup({"maxWidth": "100%"});

        
            var html_85bac4b3792146c19af63eee8f9e32cd = $(`<div id="html_85bac4b3792146c19af63eee8f9e32cd" style="width: 100.0%; height: 100.0%;">Regent Park, Harbourfront Cluster 1.0</div>`)[0];
            popup_7b834e25690a44f8a02f98341d7d3530.setContent(html_85bac4b3792146c19af63eee8f9e32cd);
        

        circle_marker_b04b91f25c8d466db4a0d1f2a2c24906.bindPopup(popup_7b834e25690a44f8a02f98341d7d3530)
        ;

        
    
    
            var circle_marker_1d3bf2679faf436b845fa72b454a4b91 = L.circleMarker(
                [43.6571618, -79.37893709999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0d6f9ccf080c4a9baa43cd410b3fc60e = L.popup({"maxWidth": "100%"});

        
            var html_8dea4be7e45c4e4db9f7cda8bde23e39 = $(`<div id="html_8dea4be7e45c4e4db9f7cda8bde23e39" style="width: 100.0%; height: 100.0%;">Garden District, Ryerson Cluster 1.0</div>`)[0];
            popup_0d6f9ccf080c4a9baa43cd410b3fc60e.setContent(html_8dea4be7e45c4e4db9f7cda8bde23e39);
        

        circle_marker_1d3bf2679faf436b845fa72b454a4b91.bindPopup(popup_0d6f9ccf080c4a9baa43cd410b3fc60e)
        ;

        
    
    
            var circle_marker_e185ed7b927f404dad8ab5e46117dce9 = L.circleMarker(
                [43.6514939, -79.3754179],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_1c77cde87f2642338100dbea644731ea = L.popup({"maxWidth": "100%"});

        
            var html_4d1584e42a6a448b80af0dcdd2ccb6af = $(`<div id="html_4d1584e42a6a448b80af0dcdd2ccb6af" style="width: 100.0%; height: 100.0%;">St. James Town Cluster 1.0</div>`)[0];
            popup_1c77cde87f2642338100dbea644731ea.setContent(html_4d1584e42a6a448b80af0dcdd2ccb6af);
        

        circle_marker_e185ed7b927f404dad8ab5e46117dce9.bindPopup(popup_1c77cde87f2642338100dbea644731ea)
        ;

        
    
    
            var circle_marker_9205699ca4b342a6b1b5955723726927 = L.circleMarker(
                [43.644770799999996, -79.3733064],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0160295d25f44bd396f3afa0650d2dd3 = L.popup({"maxWidth": "100%"});

        
            var html_d8d38a8c8164403896755126d985eeee = $(`<div id="html_d8d38a8c8164403896755126d985eeee" style="width: 100.0%; height: 100.0%;">Berczy Park Cluster 1.0</div>`)[0];
            popup_0160295d25f44bd396f3afa0650d2dd3.setContent(html_d8d38a8c8164403896755126d985eeee);
        

        circle_marker_9205699ca4b342a6b1b5955723726927.bindPopup(popup_0160295d25f44bd396f3afa0650d2dd3)
        ;

        
    
    
            var circle_marker_a43fdc2f646c4c10a6eda8fc2b6405ba = L.circleMarker(
                [43.6579524, -79.3873826],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0b03599918504e62918c50dd14776576 = L.popup({"maxWidth": "100%"});

        
            var html_4c90075f35f949459a0b726cefa51aed = $(`<div id="html_4c90075f35f949459a0b726cefa51aed" style="width: 100.0%; height: 100.0%;">Central Bay Street Cluster 1.0</div>`)[0];
            popup_0b03599918504e62918c50dd14776576.setContent(html_4c90075f35f949459a0b726cefa51aed);
        

        circle_marker_a43fdc2f646c4c10a6eda8fc2b6405ba.bindPopup(popup_0b03599918504e62918c50dd14776576)
        ;

        
    
    
            var circle_marker_86ddd237c54c478487215338a963888f = L.circleMarker(
                [43.65057120000001, -79.3845675],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_dc75bb9001a64abba3afa70c740c7c20 = L.popup({"maxWidth": "100%"});

        
            var html_4deacecaf54d4449a881be9bb95f85c4 = $(`<div id="html_4deacecaf54d4449a881be9bb95f85c4" style="width: 100.0%; height: 100.0%;">Richmond, Adelaide, King Cluster 1.0</div>`)[0];
            popup_dc75bb9001a64abba3afa70c740c7c20.setContent(html_4deacecaf54d4449a881be9bb95f85c4);
        

        circle_marker_86ddd237c54c478487215338a963888f.bindPopup(popup_dc75bb9001a64abba3afa70c740c7c20)
        ;

        
    
    
            var circle_marker_f663ca6bfaa3411a906746f2c71c1e81 = L.circleMarker(
                [43.6408157, -79.38175229999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_20431c6883094ed1b65f67e60b576b14 = L.popup({"maxWidth": "100%"});

        
            var html_55bd125acd4b48a39e4ed969d383c140 = $(`<div id="html_55bd125acd4b48a39e4ed969d383c140" style="width: 100.0%; height: 100.0%;">Harbourfront East, Union Station, Toronto Islands Cluster 1.0</div>`)[0];
            popup_20431c6883094ed1b65f67e60b576b14.setContent(html_55bd125acd4b48a39e4ed969d383c140);
        

        circle_marker_f663ca6bfaa3411a906746f2c71c1e81.bindPopup(popup_20431c6883094ed1b65f67e60b576b14)
        ;

        
    
    
            var circle_marker_ad454a45990543f2adde46011f811e9a = L.circleMarker(
                [43.6471768, -79.38157640000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_11138c107fd444e998d18cefee0d8920 = L.popup({"maxWidth": "100%"});

        
            var html_5ff14912dac140268930c988d8c2e4ca = $(`<div id="html_5ff14912dac140268930c988d8c2e4ca" style="width: 100.0%; height: 100.0%;">Toronto Dominion Centre, Design Exchange Cluster 1.0</div>`)[0];
            popup_11138c107fd444e998d18cefee0d8920.setContent(html_5ff14912dac140268930c988d8c2e4ca);
        

        circle_marker_ad454a45990543f2adde46011f811e9a.bindPopup(popup_11138c107fd444e998d18cefee0d8920)
        ;

        
    
    
            var circle_marker_e94a8e77323d434188b4badd3cb3ff68 = L.circleMarker(
                [43.6481985, -79.37981690000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_c050726c25f24ce883981e1756eeffc9 = L.popup({"maxWidth": "100%"});

        
            var html_3d72e96a4f0c40569e8e44921207b5f2 = $(`<div id="html_3d72e96a4f0c40569e8e44921207b5f2" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel Cluster 1.0</div>`)[0];
            popup_c050726c25f24ce883981e1756eeffc9.setContent(html_3d72e96a4f0c40569e8e44921207b5f2);
        

        circle_marker_e94a8e77323d434188b4badd3cb3ff68.bindPopup(popup_c050726c25f24ce883981e1756eeffc9)
        ;

        
    
    
            var circle_marker_7099ca987dd140a6988b45eb370a124f = L.circleMarker(
                [43.7332825, -79.4197497],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_8dccc01465d9462284d9b9238dae1a79 = L.popup({"maxWidth": "100%"});

        
            var html_0d224b78f2f84648920a89ec5d706b01 = $(`<div id="html_0d224b78f2f84648920a89ec5d706b01" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East Cluster 1.0</div>`)[0];
            popup_8dccc01465d9462284d9b9238dae1a79.setContent(html_0d224b78f2f84648920a89ec5d706b01);
        

        circle_marker_7099ca987dd140a6988b45eb370a124f.bindPopup(popup_8dccc01465d9462284d9b9238dae1a79)
        ;

        
    
    
            var circle_marker_1e910f9c90f94ba699e865fa2394cd1b = L.circleMarker(
                [43.7116948, -79.41693559999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6bc12f263b8943ae9d3e2ed63d71793d = L.popup({"maxWidth": "100%"});

        
            var html_e659fe6dc0fa4d85abd489d8c66837f3 = $(`<div id="html_e659fe6dc0fa4d85abd489d8c66837f3" style="width: 100.0%; height: 100.0%;">Roselawn Cluster 1.0</div>`)[0];
            popup_6bc12f263b8943ae9d3e2ed63d71793d.setContent(html_e659fe6dc0fa4d85abd489d8c66837f3);
        

        circle_marker_1e910f9c90f94ba699e865fa2394cd1b.bindPopup(popup_6bc12f263b8943ae9d3e2ed63d71793d)
        ;

        
    
    
            var circle_marker_64b2e2293664419da8d0200b88f0b4da = L.circleMarker(
                [43.6969476, -79.41130720000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a1933755aa584ebbac96c3cfff80d718 = L.popup({"maxWidth": "100%"});

        
            var html_0a61c1ed09f34450bdbb396d60865462 = $(`<div id="html_0a61c1ed09f34450bdbb396d60865462" style="width: 100.0%; height: 100.0%;">Forest Hill North &amp; West, Forest Hill Road Park Cluster 0.0</div>`)[0];
            popup_a1933755aa584ebbac96c3cfff80d718.setContent(html_0a61c1ed09f34450bdbb396d60865462);
        

        circle_marker_64b2e2293664419da8d0200b88f0b4da.bindPopup(popup_a1933755aa584ebbac96c3cfff80d718)
        ;

        
    
    
            var circle_marker_b6b55da3ce5142609c9ab34ac32c8fea = L.circleMarker(
                [43.6727097, -79.40567840000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7f2560ab134d45f4bb70e5efa973b346 = L.popup({"maxWidth": "100%"});

        
            var html_101d63a9e4944f14b55e4bfed3b7a6fb = $(`<div id="html_101d63a9e4944f14b55e4bfed3b7a6fb" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville Cluster 1.0</div>`)[0];
            popup_7f2560ab134d45f4bb70e5efa973b346.setContent(html_101d63a9e4944f14b55e4bfed3b7a6fb);
        

        circle_marker_b6b55da3ce5142609c9ab34ac32c8fea.bindPopup(popup_7f2560ab134d45f4bb70e5efa973b346)
        ;

        
    
    
            var circle_marker_30c3e4ba073d4df19ae037be455f3b9d = L.circleMarker(
                [43.6626956, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_211df0cf85c148b8a8edfac488fcda2d = L.popup({"maxWidth": "100%"});

        
            var html_3d167627db20413eac5d15a0237fe96b = $(`<div id="html_3d167627db20413eac5d15a0237fe96b" style="width: 100.0%; height: 100.0%;">University of Toronto, Harbord Cluster 1.0</div>`)[0];
            popup_211df0cf85c148b8a8edfac488fcda2d.setContent(html_3d167627db20413eac5d15a0237fe96b);
        

        circle_marker_30c3e4ba073d4df19ae037be455f3b9d.bindPopup(popup_211df0cf85c148b8a8edfac488fcda2d)
        ;

        
    
    
            var circle_marker_4c8d743e3bb0471aaecf817347d20e90 = L.circleMarker(
                [43.6532057, -79.4000493],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_d5d63c0fd0da4f279d162fa3d15d6a75 = L.popup({"maxWidth": "100%"});

        
            var html_2a5e78ecb38044c3864eb4509ea85d0d = $(`<div id="html_2a5e78ecb38044c3864eb4509ea85d0d" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park Cluster 1.0</div>`)[0];
            popup_d5d63c0fd0da4f279d162fa3d15d6a75.setContent(html_2a5e78ecb38044c3864eb4509ea85d0d);
        

        circle_marker_4c8d743e3bb0471aaecf817347d20e90.bindPopup(popup_d5d63c0fd0da4f279d162fa3d15d6a75)
        ;

        
    
    
            var circle_marker_1a4a0cb17bc847c69026479be8fec45f = L.circleMarker(
                [43.6289467, -79.3944199],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_07bdec429b404386b92160d9c6dcad49 = L.popup({"maxWidth": "100%"});

        
            var html_c9b1d951a6d946d6ae254d25ab911d75 = $(`<div id="html_c9b1d951a6d946d6ae254d25ab911d75" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport Cluster 1.0</div>`)[0];
            popup_07bdec429b404386b92160d9c6dcad49.setContent(html_c9b1d951a6d946d6ae254d25ab911d75);
        

        circle_marker_1a4a0cb17bc847c69026479be8fec45f.bindPopup(popup_07bdec429b404386b92160d9c6dcad49)
        ;

        
    
    
            var circle_marker_009ca0a2602243bebfec87ee482d1c0a = L.circleMarker(
                [43.6464352, -79.37484599999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f87bc8330bd943e9aed81533b8545884 = L.popup({"maxWidth": "100%"});

        
            var html_d523facb3b7b47aaaf0e15be4f7f1753 = $(`<div id="html_d523facb3b7b47aaaf0e15be4f7f1753" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes Cluster 1.0</div>`)[0];
            popup_f87bc8330bd943e9aed81533b8545884.setContent(html_d523facb3b7b47aaaf0e15be4f7f1753);
        

        circle_marker_009ca0a2602243bebfec87ee482d1c0a.bindPopup(popup_f87bc8330bd943e9aed81533b8545884)
        ;

        
    
    
            var circle_marker_6ce2498390c946e58e0d56fa4acd6d3a = L.circleMarker(
                [43.6484292, -79.3822802],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_bb90b60ef9734ebd9939c2022e663753 = L.popup({"maxWidth": "100%"});

        
            var html_e084fbbc2e754f35a1112226a3aac2ad = $(`<div id="html_e084fbbc2e754f35a1112226a3aac2ad" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city Cluster 1.0</div>`)[0];
            popup_bb90b60ef9734ebd9939c2022e663753.setContent(html_e084fbbc2e754f35a1112226a3aac2ad);
        

        circle_marker_6ce2498390c946e58e0d56fa4acd6d3a.bindPopup(popup_bb90b60ef9734ebd9939c2022e663753)
        ;

        
    
    
            var circle_marker_29492497e7da43f181f6d3c301ab0bbf = L.circleMarker(
                [43.718517999999996, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_37db968ac11a40129a0869c4bc2104bd = L.popup({"maxWidth": "100%"});

        
            var html_ba44e668ef284e4ba6d09b2f1384a6c9 = $(`<div id="html_ba44e668ef284e4ba6d09b2f1384a6c9" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights Cluster 1.0</div>`)[0];
            popup_37db968ac11a40129a0869c4bc2104bd.setContent(html_ba44e668ef284e4ba6d09b2f1384a6c9);
        

        circle_marker_29492497e7da43f181f6d3c301ab0bbf.bindPopup(popup_37db968ac11a40129a0869c4bc2104bd)
        ;

        
    
    
            var circle_marker_f24ddfc8b9aa47acb1fd3adeadbcbed9 = L.circleMarker(
                [43.709577, -79.44507259999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_21f3c3d98bc240888b518aebfe65576c = L.popup({"maxWidth": "100%"});

        
            var html_f279d34491a34ed6b0b2a0eb87640cbe = $(`<div id="html_f279d34491a34ed6b0b2a0eb87640cbe" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 1.0</div>`)[0];
            popup_21f3c3d98bc240888b518aebfe65576c.setContent(html_f279d34491a34ed6b0b2a0eb87640cbe);
        

        circle_marker_f24ddfc8b9aa47acb1fd3adeadbcbed9.bindPopup(popup_21f3c3d98bc240888b518aebfe65576c)
        ;

        
    
    
            var circle_marker_82dc34f05d2a41a780f2bf407a8ad5af = L.circleMarker(
                [43.6937813, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0cd87e037f3148c3abe80ec680f4668f = L.popup({"maxWidth": "100%"});

        
            var html_e9a7c31576344b1ca73bacdf78670862 = $(`<div id="html_e9a7c31576344b1ca73bacdf78670862" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale Cluster 1.0</div>`)[0];
            popup_0cd87e037f3148c3abe80ec680f4668f.setContent(html_e9a7c31576344b1ca73bacdf78670862);
        

        circle_marker_82dc34f05d2a41a780f2bf407a8ad5af.bindPopup(popup_0cd87e037f3148c3abe80ec680f4668f)
        ;

        
    
    
            var circle_marker_863a29a1e5ba41c79dfa8946c366f8f7 = L.circleMarker(
                [43.6890256, -79.453512],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_3061bb1983e44f10add6a6cdaca3e188 = L.popup({"maxWidth": "100%"});

        
            var html_4192139994424d58b0a66a059e4c3a8d = $(`<div id="html_4192139994424d58b0a66a059e4c3a8d" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks Cluster 0.0</div>`)[0];
            popup_3061bb1983e44f10add6a6cdaca3e188.setContent(html_4192139994424d58b0a66a059e4c3a8d);
        

        circle_marker_863a29a1e5ba41c79dfa8946c366f8f7.bindPopup(popup_3061bb1983e44f10add6a6cdaca3e188)
        ;

        
    
    
            var circle_marker_84b1f651b5ac48bab5706d5e5a1d7a22 = L.circleMarker(
                [43.669542, -79.4225637],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_78fe4ab3e5f44c14a5844ce87eef4558 = L.popup({"maxWidth": "100%"});

        
            var html_a17b9a6b35cb40c38510ec2ddcfbfb96 = $(`<div id="html_a17b9a6b35cb40c38510ec2ddcfbfb96" style="width: 100.0%; height: 100.0%;">Christie Cluster 1.0</div>`)[0];
            popup_78fe4ab3e5f44c14a5844ce87eef4558.setContent(html_a17b9a6b35cb40c38510ec2ddcfbfb96);
        

        circle_marker_84b1f651b5ac48bab5706d5e5a1d7a22.bindPopup(popup_78fe4ab3e5f44c14a5844ce87eef4558)
        ;

        
    
    
            var circle_marker_ca47feaddc3643d596598bd17cf65895 = L.circleMarker(
                [43.66900510000001, -79.4422593],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_90a50e526dd74eca95fdec7d95faa9b0 = L.popup({"maxWidth": "100%"});

        
            var html_5299a3888fd440cda3d3fdeaaf6be663 = $(`<div id="html_5299a3888fd440cda3d3fdeaaf6be663" style="width: 100.0%; height: 100.0%;">Dufferin, Dovercourt Village Cluster 1.0</div>`)[0];
            popup_90a50e526dd74eca95fdec7d95faa9b0.setContent(html_5299a3888fd440cda3d3fdeaaf6be663);
        

        circle_marker_ca47feaddc3643d596598bd17cf65895.bindPopup(popup_90a50e526dd74eca95fdec7d95faa9b0)
        ;

        
    
    
            var circle_marker_ea749e86f4f644a6bd159141763ad97c = L.circleMarker(
                [43.647926700000006, -79.4197497],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f102f39af9924e5c999849bd0195674f = L.popup({"maxWidth": "100%"});

        
            var html_7daccd92f0ae4416abe7bb8ff7ee6451 = $(`<div id="html_7daccd92f0ae4416abe7bb8ff7ee6451" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity Cluster 1.0</div>`)[0];
            popup_f102f39af9924e5c999849bd0195674f.setContent(html_7daccd92f0ae4416abe7bb8ff7ee6451);
        

        circle_marker_ea749e86f4f644a6bd159141763ad97c.bindPopup(popup_f102f39af9924e5c999849bd0195674f)
        ;

        
    
    
            var circle_marker_08a6fbb4895349f7915deea2979d063f = L.circleMarker(
                [43.6368472, -79.42819140000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_de71acbaed96431da3018deb58223a8f = L.popup({"maxWidth": "100%"});

        
            var html_57ebf7ee3c0b4579ad4cc02a760ad34d = $(`<div id="html_57ebf7ee3c0b4579ad4cc02a760ad34d" style="width: 100.0%; height: 100.0%;">Brockton, Parkdale Village, Exhibition Place Cluster 1.0</div>`)[0];
            popup_de71acbaed96431da3018deb58223a8f.setContent(html_57ebf7ee3c0b4579ad4cc02a760ad34d);
        

        circle_marker_08a6fbb4895349f7915deea2979d063f.bindPopup(popup_de71acbaed96431da3018deb58223a8f)
        ;

        
    
    
            var circle_marker_5a96a79577a34c33aa647ee2d5cadf5b = L.circleMarker(
                [43.713756200000006, -79.4900738],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_9ce444f9906f4e0c8cca7aedc29f6a4a = L.popup({"maxWidth": "100%"});

        
            var html_835a9ad91b4646eebd34074cec137918 = $(`<div id="html_835a9ad91b4646eebd34074cec137918" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park Cluster 0.0</div>`)[0];
            popup_9ce444f9906f4e0c8cca7aedc29f6a4a.setContent(html_835a9ad91b4646eebd34074cec137918);
        

        circle_marker_5a96a79577a34c33aa647ee2d5cadf5b.bindPopup(popup_9ce444f9906f4e0c8cca7aedc29f6a4a)
        ;

        
    
    
            var circle_marker_ac85ff5805f74da1a0d363912d8da4c9 = L.circleMarker(
                [43.6911158, -79.47601329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f883d57b8bc2435ab6a51c11a88588ee = L.popup({"maxWidth": "100%"});

        
            var html_2c86110687b8496b8f029de0aeb57913 = $(`<div id="html_2c86110687b8496b8f029de0aeb57913" style="width: 100.0%; height: 100.0%;">Del Ray, Mount Dennis, Keelsdale and Silverthorn Cluster 1.0</div>`)[0];
            popup_f883d57b8bc2435ab6a51c11a88588ee.setContent(html_2c86110687b8496b8f029de0aeb57913);
        

        circle_marker_ac85ff5805f74da1a0d363912d8da4c9.bindPopup(popup_f883d57b8bc2435ab6a51c11a88588ee)
        ;

        
    
    
            var circle_marker_5d0d7e013ea94517b80f71537068b76a = L.circleMarker(
                [43.67318529999999, -79.48726190000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a595d741c1a24c24aa7ce141d4befaaf = L.popup({"maxWidth": "100%"});

        
            var html_545a6707b7dd41b2bc5d3f5426ce12a4 = $(`<div id="html_545a6707b7dd41b2bc5d3f5426ce12a4" style="width: 100.0%; height: 100.0%;">Runnymede, The Junction North Cluster 1.0</div>`)[0];
            popup_a595d741c1a24c24aa7ce141d4befaaf.setContent(html_545a6707b7dd41b2bc5d3f5426ce12a4);
        

        circle_marker_5d0d7e013ea94517b80f71537068b76a.bindPopup(popup_a595d741c1a24c24aa7ce141d4befaaf)
        ;

        
    
    
            var circle_marker_1ec1a449e7ac4bc0addf838921051277 = L.circleMarker(
                [43.6616083, -79.46476329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_e5e7ad1c073541cf86083585a5c857a5 = L.popup({"maxWidth": "100%"});

        
            var html_cc208533f9314c1fa02f88c71639c715 = $(`<div id="html_cc208533f9314c1fa02f88c71639c715" style="width: 100.0%; height: 100.0%;">High Park, The Junction South Cluster 1.0</div>`)[0];
            popup_e5e7ad1c073541cf86083585a5c857a5.setContent(html_cc208533f9314c1fa02f88c71639c715);
        

        circle_marker_1ec1a449e7ac4bc0addf838921051277.bindPopup(popup_e5e7ad1c073541cf86083585a5c857a5)
        ;

        
    
    
            var circle_marker_f17e3b656e334dbda2249602a5758748 = L.circleMarker(
                [43.6489597, -79.456325],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_5a20750cea3a432f97864cadd993c3e8 = L.popup({"maxWidth": "100%"});

        
            var html_2289d3a467fd4169839d0abfdcadf250 = $(`<div id="html_2289d3a467fd4169839d0abfdcadf250" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles Cluster 1.0</div>`)[0];
            popup_5a20750cea3a432f97864cadd993c3e8.setContent(html_2289d3a467fd4169839d0abfdcadf250);
        

        circle_marker_f17e3b656e334dbda2249602a5758748.bindPopup(popup_5a20750cea3a432f97864cadd993c3e8)
        ;

        
    
    
            var circle_marker_3f6b2a20641d4c6b8962a81c18c3dc6c = L.circleMarker(
                [43.6515706, -79.4844499],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6eb9ed9735854ecd81167e792ad335d2 = L.popup({"maxWidth": "100%"});

        
            var html_697f37e4f15d4f39a422586c64cee2f6 = $(`<div id="html_697f37e4f15d4f39a422586c64cee2f6" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea Cluster 1.0</div>`)[0];
            popup_6eb9ed9735854ecd81167e792ad335d2.setContent(html_697f37e4f15d4f39a422586c64cee2f6);
        

        circle_marker_3f6b2a20641d4c6b8962a81c18c3dc6c.bindPopup(popup_6eb9ed9735854ecd81167e792ad335d2)
        ;

        
    
    
            var circle_marker_31c12a32990e4d229a150f28f6f09408 = L.circleMarker(
                [43.6623015, -79.3894938],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_193d9d85924f45ae915fa73e4498aedc = L.popup({"maxWidth": "100%"});

        
            var html_884ef5d4869c4867bb1eb43a6d18dfbd = $(`<div id="html_884ef5d4869c4867bb1eb43a6d18dfbd" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park, Ontario Provincial Government Cluster 1.0</div>`)[0];
            popup_193d9d85924f45ae915fa73e4498aedc.setContent(html_884ef5d4869c4867bb1eb43a6d18dfbd);
        

        circle_marker_31c12a32990e4d229a150f28f6f09408.bindPopup(popup_193d9d85924f45ae915fa73e4498aedc)
        ;

        
    
    
            var circle_marker_c3ffa91416b44198b0b0afcf892ffd50 = L.circleMarker(
                [43.6369656, -79.61581899999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_3727021e86584c94b09d20533dd21255 = L.popup({"maxWidth": "100%"});

        
            var html_9e71ec84632b42ea91a84fe1754db507 = $(`<div id="html_9e71ec84632b42ea91a84fe1754db507" style="width: 100.0%; height: 100.0%;">Canada Post Gateway Processing Centre Cluster 1.0</div>`)[0];
            popup_3727021e86584c94b09d20533dd21255.setContent(html_9e71ec84632b42ea91a84fe1754db507);
        

        circle_marker_c3ffa91416b44198b0b0afcf892ffd50.bindPopup(popup_3727021e86584c94b09d20533dd21255)
        ;

        
    
    
            var circle_marker_378674b582dc4073bff2b999fc381c27 = L.circleMarker(
                [43.6627439, -79.321558],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_3469eb63752b49218de0ee8df22bcee7 = L.popup({"maxWidth": "100%"});

        
            var html_883e1ee5dfed4221bbd12d93b486ad36 = $(`<div id="html_883e1ee5dfed4221bbd12d93b486ad36" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre, South Central Letter Processing Plant Toronto Cluster 1.0</div>`)[0];
            popup_3469eb63752b49218de0ee8df22bcee7.setContent(html_883e1ee5dfed4221bbd12d93b486ad36);
        

        circle_marker_378674b582dc4073bff2b999fc381c27.bindPopup(popup_3469eb63752b49218de0ee8df22bcee7)
        ;

        
    
    
            var circle_marker_ce08646d53df42d9941890ef66824a82 = L.circleMarker(
                [43.6056466, -79.50132070000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7c74ab6626d34c1c9d78ca422025fc11 = L.popup({"maxWidth": "100%"});

        
            var html_9a1c31a4737e4c93be7b38c69b26d864 = $(`<div id="html_9a1c31a4737e4c93be7b38c69b26d864" style="width: 100.0%; height: 100.0%;">New Toronto, Mimico South, Humber Bay Shores Cluster 1.0</div>`)[0];
            popup_7c74ab6626d34c1c9d78ca422025fc11.setContent(html_9a1c31a4737e4c93be7b38c69b26d864);
        

        circle_marker_ce08646d53df42d9941890ef66824a82.bindPopup(popup_7c74ab6626d34c1c9d78ca422025fc11)
        ;

        
    
    
            var circle_marker_f8ceb27e36ee4d05945c75847430c2a2 = L.circleMarker(
                [43.60241370000001, -79.54348409999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_f44d996be1ba413d90669873d0c153e6 = L.popup({"maxWidth": "100%"});

        
            var html_4d5f472698fa457399c0a2a44d9f2f2c = $(`<div id="html_4d5f472698fa457399c0a2a44d9f2f2c" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch Cluster 1.0</div>`)[0];
            popup_f44d996be1ba413d90669873d0c153e6.setContent(html_4d5f472698fa457399c0a2a44d9f2f2c);
        

        circle_marker_f8ceb27e36ee4d05945c75847430c2a2.bindPopup(popup_f44d996be1ba413d90669873d0c153e6)
        ;

        
    
    
            var circle_marker_7f9bca0a069345eaa28dd417eb45e9e0 = L.circleMarker(
                [43.653653600000005, -79.5069436],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7eb3cbeadc594d579cfe6b7872659670 = L.popup({"maxWidth": "100%"});

        
            var html_78f3b4b4fdf64ea2833a98c550a2596c = $(`<div id="html_78f3b4b4fdf64ea2833a98c550a2596c" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North Cluster 0.0</div>`)[0];
            popup_7eb3cbeadc594d579cfe6b7872659670.setContent(html_78f3b4b4fdf64ea2833a98c550a2596c);
        

        circle_marker_7f9bca0a069345eaa28dd417eb45e9e0.bindPopup(popup_7eb3cbeadc594d579cfe6b7872659670)
        ;

        
    
    
            var circle_marker_fbb30fa52dfe4614b0662f191ab56588 = L.circleMarker(
                [43.6362579, -79.49850909999999],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_97685f479ad142398ba275bc55a692c7 = L.popup({"maxWidth": "100%"});

        
            var html_47742ad9b98a4434ac817db82caef98c = $(`<div id="html_47742ad9b98a4434ac817db82caef98c" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East Cluster 0.0</div>`)[0];
            popup_97685f479ad142398ba275bc55a692c7.setContent(html_47742ad9b98a4434ac817db82caef98c);
        

        circle_marker_fbb30fa52dfe4614b0662f191ab56588.bindPopup(popup_97685f479ad142398ba275bc55a692c7)
        ;

        
    
    
            var circle_marker_0d5a5fb3d8d74915bc8f85f520a696a7 = L.circleMarker(
                [43.6288408, -79.52099940000001],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_0148e2a0741e468786935a9cf133236e = L.popup({"maxWidth": "100%"});

        
            var html_62ff688702a445dea05bf2ef6ec0f14f = $(`<div id="html_62ff688702a445dea05bf2ef6ec0f14f" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West Cluster 1.0</div>`)[0];
            popup_0148e2a0741e468786935a9cf133236e.setContent(html_62ff688702a445dea05bf2ef6ec0f14f);
        

        circle_marker_0d5a5fb3d8d74915bc8f85f520a696a7.bindPopup(popup_0148e2a0741e468786935a9cf133236e)
        ;

        
    
    
            var circle_marker_56a732ff5697431c89f160cda580ef5c = L.circleMarker(
                [43.6509432, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "#80ffb4", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#80ffb4", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_e696ac930b4f4d12b671042a581d1beb = L.popup({"maxWidth": "100%"});

        
            var html_9c570deb0e49406cb2165648223b6a5b = $(`<div id="html_9c570deb0e49406cb2165648223b6a5b" style="width: 100.0%; height: 100.0%;">West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale Cluster 3.0</div>`)[0];
            popup_e696ac930b4f4d12b671042a581d1beb.setContent(html_9c570deb0e49406cb2165648223b6a5b);
        

        circle_marker_56a732ff5697431c89f160cda580ef5c.bindPopup(popup_e696ac930b4f4d12b671042a581d1beb)
        ;

        
    
    
            var circle_marker_8bc645b7acbd4ef992ab430b2d4683ff = L.circleMarker(
                [43.6435152, -79.57720079999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_1b714915a6104ca4b8c70fd1e60fef4c = L.popup({"maxWidth": "100%"});

        
            var html_1afbb46e39e1445cb120f1a174c0cfc9 = $(`<div id="html_1afbb46e39e1445cb120f1a174c0cfc9" style="width: 100.0%; height: 100.0%;">Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood Cluster 1.0</div>`)[0];
            popup_1b714915a6104ca4b8c70fd1e60fef4c.setContent(html_1afbb46e39e1445cb120f1a174c0cfc9);
        

        circle_marker_8bc645b7acbd4ef992ab430b2d4683ff.bindPopup(popup_1b714915a6104ca4b8c70fd1e60fef4c)
        ;

        
    
    
            var circle_marker_4deae56430b24bfeb05cee522d5352f7 = L.circleMarker(
                [43.7563033, -79.56596329999999],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_6acbb08702754876bcf9ca3edceec26c = L.popup({"maxWidth": "100%"});

        
            var html_30691ffdedc94328b4b523ab2a6f75d8 = $(`<div id="html_30691ffdedc94328b4b523ab2a6f75d8" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 1.0</div>`)[0];
            popup_6acbb08702754876bcf9ca3edceec26c.setContent(html_30691ffdedc94328b4b523ab2a6f75d8);
        

        circle_marker_4deae56430b24bfeb05cee522d5352f7.bindPopup(popup_6acbb08702754876bcf9ca3edceec26c)
        ;

        
    
    
            var circle_marker_bea4e0457e41401e98f22c423797f26d = L.circleMarker(
                [43.7247659, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_a0d8e28d79ed472eb0e6782ee33138b3 = L.popup({"maxWidth": "100%"});

        
            var html_c4d5495e2b3a4b528ef5f8e01239d14e = $(`<div id="html_c4d5495e2b3a4b528ef5f8e01239d14e" style="width: 100.0%; height: 100.0%;">Humberlea, Emery Cluster 1.0</div>`)[0];
            popup_a0d8e28d79ed472eb0e6782ee33138b3.setContent(html_c4d5495e2b3a4b528ef5f8e01239d14e);
        

        circle_marker_bea4e0457e41401e98f22c423797f26d.bindPopup(popup_a0d8e28d79ed472eb0e6782ee33138b3)
        ;

        
    
    
            var circle_marker_88a28c1a1881493392e21aaf81408fb6 = L.circleMarker(
                [43.706876, -79.51818840000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_4d064f8dda1440a9afc1bf5f34eb054c = L.popup({"maxWidth": "100%"});

        
            var html_12a468184f2043f695d6de4d7b19984d = $(`<div id="html_12a468184f2043f695d6de4d7b19984d" style="width: 100.0%; height: 100.0%;">Weston Cluster 0.0</div>`)[0];
            popup_4d064f8dda1440a9afc1bf5f34eb054c.setContent(html_12a468184f2043f695d6de4d7b19984d);
        

        circle_marker_88a28c1a1881493392e21aaf81408fb6.bindPopup(popup_4d064f8dda1440a9afc1bf5f34eb054c)
        ;

        
    
    
            var circle_marker_1377c94b7d394cdbb26e5908e66bc708 = L.circleMarker(
                [43.696319, -79.53224240000002],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_8d045a3546d0475dbc459b5833bfd16b = L.popup({"maxWidth": "100%"});

        
            var html_e44f2c126984481fb2bbde85e82fcd4f = $(`<div id="html_e44f2c126984481fb2bbde85e82fcd4f" style="width: 100.0%; height: 100.0%;">Westmount Cluster 1.0</div>`)[0];
            popup_8d045a3546d0475dbc459b5833bfd16b.setContent(html_e44f2c126984481fb2bbde85e82fcd4f);
        

        circle_marker_1377c94b7d394cdbb26e5908e66bc708.bindPopup(popup_8d045a3546d0475dbc459b5833bfd16b)
        ;

        
    
    
            var circle_marker_815f76f33e014bfb9d552ec13cce100c = L.circleMarker(
                [43.6889054, -79.55472440000001],
                {"bubblingMouseEvents": true, "color": "#ff0000", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#ff0000", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_4e700f64c52948d2bdd5a9fa252dee46 = L.popup({"maxWidth": "100%"});

        
            var html_0bcd313d9b4a4d9e825ba5a603eab1ae = $(`<div id="html_0bcd313d9b4a4d9e825ba5a603eab1ae" style="width: 100.0%; height: 100.0%;">Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens Cluster 0.0</div>`)[0];
            popup_4e700f64c52948d2bdd5a9fa252dee46.setContent(html_0bcd313d9b4a4d9e825ba5a603eab1ae);
        

        circle_marker_815f76f33e014bfb9d552ec13cce100c.bindPopup(popup_4e700f64c52948d2bdd5a9fa252dee46)
        ;

        
    
    
            var circle_marker_c5e1c240de884905b62c9e9f1fef63f0 = L.circleMarker(
                [43.739416399999996, -79.5884369],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_7251f8896b984adda12e61ed90ff475a = L.popup({"maxWidth": "100%"});

        
            var html_cfe0547255fe4fecbdeb7d95d4ef987f = $(`<div id="html_cfe0547255fe4fecbdeb7d95d4ef987f" style="width: 100.0%; height: 100.0%;">South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens Cluster 1.0</div>`)[0];
            popup_7251f8896b984adda12e61ed90ff475a.setContent(html_cfe0547255fe4fecbdeb7d95d4ef987f);
        

        circle_marker_c5e1c240de884905b62c9e9f1fef63f0.bindPopup(popup_7251f8896b984adda12e61ed90ff475a)
        ;

        
    
    
            var circle_marker_99bc25a9dc9b47b7bec53c5f8d670b5b = L.circleMarker(
                [43.706748299999994, -79.5940544],
                {"bubblingMouseEvents": true, "color": "#8000ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#8000ff", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_3fd709be0f724eb4a5c65ada5fcbea55);
        
    
        var popup_cc5f780962db41ee8f5c214971db146d = L.popup({"maxWidth": "100%"});

        
            var html_e74a200669764744ac36652a25b24995 = $(`<div id="html_e74a200669764744ac36652a25b24995" style="width: 100.0%; height: 100.0%;">Northwest, West Humber - Clairville Cluster 1.0</div>`)[0];
            popup_cc5f780962db41ee8f5c214971db146d.setContent(html_e74a200669764744ac36652a25b24995);
        

        circle_marker_99bc25a9dc9b47b7bec53c5f8d670b5b.bindPopup(popup_cc5f780962db41ee8f5c214971db146d)
        ;

        
    
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x7f4188aafc70>"
]
},
"execution_count": 225,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot_clusters(toronto_merged.dropna())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Cluster summary"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The size of the cluster is not very satisfying"
]
},
{
"cell_type": "code",
"execution_count": 226,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Cluster\n",
"0.0 15\n",
"1.0 83\n",
"2.0 1\n",
"3.0 1\n",
"4.0 1\n",
"dtype: int64"
]
},
"execution_count": 226,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"toronto_merged.dropna().groupby(\"Cluster\").size()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's say a word about the cluster however"
]
},
{
"cell_type": "code",
"execution_count": 216,
"metadata": {},
"outputs": [],
"source": [
"def get_cluster(cluster: int) -> DataFrame:\n",
" return toronto_merged.loc[\n",
" toronto_merged[\"Cluster\"] == cluster,\n",
" toronto_merged.columns[[1] + list(range(5, toronto_merged.shape[1]))],\n",
" ]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cluster 0: near parks"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Borough</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Scarborough</td>\n",
" <td>0.0</td>\n",
" <td>park</td>\n",
" <td>coffee shop</td>\n",
" <td>playground</td>\n",
" <td>drugstore</td>\n",
" <td>diner</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>North York</td>\n",
" <td>0.0</td>\n",
" <td>park</td>\n",
" <td>gym</td>\n",
" <td>drugstore</td>\n",
" <td>diner</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>North York</td>\n",
" <td>0.0</td>\n",
" <td>park</td>\n",
" <td>convenience store</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>drugstore</td>\n",
" <td>eastern european restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>North York</td>\n",
" <td>0.0</td>\n",
" <td>park</td>\n",
" <td>food &amp; drink shop</td>\n",
" <td>fast food restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>diner</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>dumpling restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>East York</td>\n",
" <td>0.0</td>\n",
" <td>park</td>\n",
" <td>pizza place</td>\n",
" <td>convenience store</td>\n",
" <td>drugstore</td>\n",
" <td>diner</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Borough Cluster 1st common venue 2nd common venue \\\n",
"14 Scarborough 0.0 park coffee shop \n",
"21 North York 0.0 park gym \n",
"23 North York 0.0 park convenience store \n",
"25 North York 0.0 park food & drink shop \n",
"40 East York 0.0 park pizza place \n",
"\n",
" 3rd common venue 4th common venue 5th common venue \\\n",
"14 playground drugstore diner \n",
"21 drugstore diner discount store \n",
"23 dumpling restaurant discount store distribution center \n",
"25 fast food restaurant donut shop diner \n",
"40 convenience store drugstore diner \n",
"\n",
" 6th common venue 7th common venue 8th common venue \\\n",
"14 discount store distribution center dog run \n",
"21 distribution center dog run doner restaurant \n",
"23 dog run doner restaurant donut shop \n",
"25 discount store distribution center dog run \n",
"40 discount store distribution center dog run \n",
"\n",
" 9th common venue 10th common venue \n",
"14 doner restaurant donut shop \n",
"21 donut shop dumpling restaurant \n",
"23 drugstore eastern european restaurant \n",
"25 doner restaurant dumpling restaurant \n",
"40 doner restaurant donut shop "
]
},
"execution_count": 221,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_cluster(0).head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cluster 1: restaurant"
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Borough</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Scarborough</td>\n",
" <td>1.0</td>\n",
" <td>fast food restaurant</td>\n",
" <td>print shop</td>\n",
" <td>drugstore</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>dim sum restaurant</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Scarborough</td>\n",
" <td>1.0</td>\n",
" <td>moving target</td>\n",
" <td>bar</td>\n",
" <td>yoga studio</td>\n",
" <td>drugstore</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>diner</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Scarborough</td>\n",
" <td>1.0</td>\n",
" <td>rental car location</td>\n",
" <td>mexican restaurant</td>\n",
" <td>breakfast spot</td>\n",
" <td>electronics store</td>\n",
" <td>intersection</td>\n",
" <td>bank</td>\n",
" <td>medical center</td>\n",
" <td>restaurant</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Scarborough</td>\n",
" <td>1.0</td>\n",
" <td>coffee shop</td>\n",
" <td>korean restaurant</td>\n",
" <td>yoga studio</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>drugstore</td>\n",
" <td>electronics store</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Scarborough</td>\n",
" <td>1.0</td>\n",
" <td>hakka restaurant</td>\n",
" <td>fried chicken joint</td>\n",
" <td>bank</td>\n",
" <td>athletics &amp; sports</td>\n",
" <td>gas station</td>\n",
" <td>caribbean restaurant</td>\n",
" <td>thai restaurant</td>\n",
" <td>bakery</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>drugstore</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Borough Cluster 1st common venue 2nd common venue \\\n",
"0 Scarborough 1.0 fast food restaurant print shop \n",
"1 Scarborough 1.0 moving target bar \n",
"2 Scarborough 1.0 rental car location mexican restaurant \n",
"3 Scarborough 1.0 coffee shop korean restaurant \n",
"4 Scarborough 1.0 hakka restaurant fried chicken joint \n",
"\n",
" 3rd common venue 4th common venue 5th common venue \\\n",
"0 drugstore discount store distribution center \n",
"1 yoga studio drugstore distribution center \n",
"2 breakfast spot electronics store intersection \n",
"3 yoga studio dumpling restaurant distribution center \n",
"4 bank athletics & sports gas station \n",
"\n",
" 6th common venue 7th common venue 8th common venue \\\n",
"0 dog run doner restaurant donut shop \n",
"1 dog run doner restaurant donut shop \n",
"2 bank medical center restaurant \n",
"3 dog run doner restaurant donut shop \n",
"4 caribbean restaurant thai restaurant bakery \n",
"\n",
" 9th common venue 10th common venue \n",
"0 dumpling restaurant dim sum restaurant \n",
"1 dumpling restaurant diner \n",
"2 distribution center dog run \n",
"3 drugstore electronics store \n",
"4 dumpling restaurant drugstore "
]
},
"execution_count": 220,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_cluster(1).head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cluster 2: martial+yoga"
]
},
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Borough</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>North York</td>\n",
" <td>2.0</td>\n",
" <td>martial arts school</td>\n",
" <td>yoga studio</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>drugstore</td>\n",
" <td>eastern european restaurant</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Borough Cluster 1st common venue 2nd common venue \\\n",
"20 North York 2.0 martial arts school yoga studio \n",
"\n",
" 3rd common venue 4th common venue 5th common venue \\\n",
"20 dumpling restaurant discount store distribution center \n",
"\n",
" 6th common venue 7th common venue 8th common venue 9th common venue \\\n",
"20 dog run doner restaurant donut shop drugstore \n",
"\n",
" 10th common venue \n",
"20 eastern european restaurant "
]
},
"execution_count": 219,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_cluster(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cluster 3: restaurant too :-)"
]
},
{
"cell_type": "code",
"execution_count": 218,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Borough</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>Etobicoke</td>\n",
" <td>3.0</td>\n",
" <td>filipino restaurant</td>\n",
" <td>dim sum restaurant</td>\n",
" <td>farmers market</td>\n",
" <td>falafel restaurant</td>\n",
" <td>event space</td>\n",
" <td>ethiopian restaurant</td>\n",
" <td>electronics store</td>\n",
" <td>eastern european restaurant</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>drugstore</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Borough Cluster 1st common venue 2nd common venue \\\n",
"94 Etobicoke 3.0 filipino restaurant dim sum restaurant \n",
"\n",
" 3rd common venue 4th common venue 5th common venue \\\n",
"94 farmers market falafel restaurant event space \n",
"\n",
" 6th common venue 7th common venue 8th common venue \\\n",
"94 ethiopian restaurant electronics store eastern european restaurant \n",
"\n",
" 9th common venue 10th common venue \n",
"94 dumpling restaurant drugstore "
]
},
"execution_count": 218,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_cluster(3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cluster 4: playground"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Borough</th>\n",
" <th>Cluster</th>\n",
" <th>1st common venue</th>\n",
" <th>2nd common venue</th>\n",
" <th>3rd common venue</th>\n",
" <th>4th common venue</th>\n",
" <th>5th common venue</th>\n",
" <th>6th common venue</th>\n",
" <th>7th common venue</th>\n",
" <th>8th common venue</th>\n",
" <th>9th common venue</th>\n",
" <th>10th common venue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Scarborough</td>\n",
" <td>4.0</td>\n",
" <td>playground</td>\n",
" <td>yoga studio</td>\n",
" <td>dumpling restaurant</td>\n",
" <td>discount store</td>\n",
" <td>distribution center</td>\n",
" <td>dog run</td>\n",
" <td>doner restaurant</td>\n",
" <td>donut shop</td>\n",
" <td>drugstore</td>\n",
" <td>eastern european restaurant</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Borough Cluster 1st common venue 2nd common venue \\\n",
"5 Scarborough 4.0 playground yoga studio \n",
"\n",
" 3rd common venue 4th common venue 5th common venue 6th common venue \\\n",
"5 dumpling restaurant discount store distribution center dog run \n",
"\n",
" 7th common venue 8th common venue 9th common venue \\\n",
"5 doner restaurant donut shop drugstore \n",
"\n",
" 10th common venue \n",
"5 eastern european restaurant "
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_cluster(4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "ibm_data_science",
"language": "python",
"name": "ibm_data_science"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
},
"toc-autonumbering": true
},
"nbformat": 4,
"nbformat_minor": 4
}
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