Segmenting and Clustering Neighborhoods in Toronto¶

Applied Data Science Capstone¶

Part I is to create a dataframe of the postal codes, boroughs, and neighborhoods of Toronto.
Part II is to append the latitude and longitude of each postal code region.
Part III is to cluster the regions using venue data from Foursquare.

Rohan Lewis¶

2020.10.29¶

Packages¶

import folium
from geopy.geocoders import Nominatim
import matplotlib.cm as cm
import matplotlib.colors as colors
import numpy as np
import pandas as pd
import pgeocode
import requests
from sklearn.cluster import KMeans

Foursquare Developer Setup¶

#Read spreadsheet.
df_foursquare = pd.read_excel("Foursquare.xlsx")

#Extract credentials.
CLIENT_ID = df_foursquare.iloc[0][0]
CLIENT_SECRET = df_foursquare.iloc[0][1]
VERSION = df_foursquare.iloc[0][2]

#Global Constants
RADIUS = 700
LIMIT = 100

Toggle HTML Scrolling¶

from IPython.core.display import HTML
style = """
<style>
div.output_area {
    overflow-y: scroll;
       max-height: 400px;
}
</style>
"""
HTML(style)

I. Dataframe from Wikipedia.¶

#URL.
toronto_wiki = "https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M"

#Read table.
df = pd.read_html(toronto_wiki)[0]

#Remove Postal Codes with Boroughs that are "Not assigned".
df_toronto = df[df['Borough'] != "Not assigned"].reset_index(drop = True)
df_toronto.columns = ['Postal Code', 'Borough', 'Neighborhood']
df_toronto

df_toronto.shape

(103, 3)

II. Latitude and Longitude¶

#Set country to Canada.
canada = pgeocode.Nominatim('ca')

#Initialize empty columns.
df_toronto['Latitude'] = None
df_toronto['Longitude'] = None

#Iterate through postal codes, set latitude and longitude value.
for idx, pc in enumerate(df_toronto["Postal Code"]) :
    location = canada.query_postal_code(pc)
    df_toronto.at[idx, 'Latitude'] = location.latitude
    df_toronto.at[idx, 'Longitude'] = location.longitude

#Check for missed values.
df_toronto[df_toronto['Latitude'].isnull()]

List of all assigned Postal Codes in Toronto, with their respective Boroughs, Neighborhoods, and Coordinates.

#Manual entry.
df_toronto.at[76, 'Latitude'] = 43.6368
df_toronto.at[76,'Longitude'] = -79.6204
df_toronto

III. Neighborhood Clustering¶

1. Functions¶

A. Request URL for api.foursquare.com.¶

def api_url(lat, lng):
    temp = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}&categoryId=4d4b7105d754a06374d81259'
    return(temp.format(CLIENT_ID,
                       CLIENT_SECRET,
                       VERSION,
                       lat,
                       lng,
                       RADIUS,
                       LIMIT))

B. Retrieve venues from neighborhoods.¶

def get_nearby_venues(names, latitudes, longitudes):
    venues_list = []
    for name, lat, lng in zip(names, latitudes, longitudes):
            
        #Create the API request URL.
        url = api_url(lat, lng)
        
        #Make the GET request.
        results = requests.get(url).json()["response"]['groups'][0]['items']
        
        #Return only relevant information for each nearby venue.
        venues_list.append([(
            name, 
            lat, 
            lng, 
            v['venue']['name'], 
            v['venue']['location']['lat'], 
            v['venue']['location']['lng'],  
            v['venue']['categories'][0]['name']) for v in results])

    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])
    nearby_venues.columns = ['Neighborhood',
                             'Neighborhood Latitude',
                             'Neighborhood Longitude', 
                             'Venue', 
                             'Venue Latitude', 
                             'Venue Longitude',
                             'Venue Category']
    
    return(nearby_venues)

C. Most Common Venues by Neighborhood.¶

def return_most_common_venues(row):
    row_categories = row.iloc[1:]
    row_categories_sorted = row_categories.sort_values(ascending=False)
    
    return row_categories_sorted.index.values[0:10]

D. Neighborhoods by Number of Restaurants¶

#Filters a dataframe based on a list of neighborhoods.
#In Part III, each tier is a list of neighborhoods with a specific number of restaurants.
#In the Appendix, each tier is a cluster.
def nh_filter(df, tier):
    temp = df[df['Neighborhood'].isin(tier)]    
    return(temp)

2. Restaurants in Toronto by Neighborhood¶

I excluded some Venue Categories:

I did not consider any of Café, Bakery, Bagel Shop, and Donut Shop to be restaurants.
American Restaurant, Breakfast Spot, Fast Food Restaurant, Pizza Place, Restaurant, and Sandwich Place are, to me, considered to be quite common and not specialized enough. Removing them will improve the clustering.

#Retrieve all venues in Toronto by Neighbourhood.
toronto_restaurants_c = get_nearby_venues(names = df_toronto['Neighborhood'],
                                          latitudes = df_toronto['Latitude'],
                                          longitudes = df_toronto['Longitude'])

#Remove non-restaurant food establishments.
toronto_restaurants = toronto_restaurants_c[~toronto_restaurants_c['Venue Category'].isin(['Café',
                                                                                           'Bakery',
                                                                                           'Bagel Shop',
                                                                                           'Donut Shop'])]
#Remove common general occurences.
toronto_restaurants = toronto_restaurants[~toronto_restaurants['Venue Category'].isin(['American Restaurant',
                                                                                       'Breakfast Spot',
                                                                                       'Fast Food Restaurant',
                                                                                       'Pizza Place',
                                                                                       'Restaurant',
                                                                                       'Sandwich Place'])]

#Create a column for each type of restaurant.
toronto_onehot = pd.get_dummies(toronto_restaurants[['Venue Category']], prefix = "", prefix_sep = "")

#Neighbourhood name is the first column.
toronto_onehot.insert(0, "Neighborhood", toronto_restaurants['Neighborhood'], True)

#Group by Neighbourhood and calculate the percent occurence for each restaurant type.  
toronto_grouped = toronto_onehot.groupby('Neighborhood').mean().reset_index()

temp = toronto_restaurants['Neighborhood'].value_counts().to_frame(name = "Count")
#Create tier lists.
nh_5_or_more = temp[temp['Count'] > 4].index.tolist()
nh_3_4 = temp[(temp['Count'].isin([3,4]))].index.tolist()
nh_1_2 = temp[(temp['Count'].isin([1,2]))].index.tolist()

Determine the top 10 restaurant categories for each neighborhood.

ordinals = ['st', 'nd', 'rd']

#Create columns according to number of top venues.
columns = ['Neighborhood']
for ind in np.arange(10):
    try:
        columns.append('{}{} Most Common Venue'.format(ind+1, ordinals[ind]))
    except:
        columns.append('{}th Most Common Venue'.format(ind+1))

#Create a dataframe of neighborhoods with a sorted order of the top 10 types of eateries.
neighborhoods_venues_sorted = pd.DataFrame(columns = columns)
neighborhoods_venues_sorted['Neighborhood'] = toronto_grouped['Neighborhood']

for ind in np.arange(toronto_grouped.shape[0]):
    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(toronto_grouped.iloc[ind, :])

3. Cluster Neighbourhoods¶

Neighbourhoods were grouped into 13 clusters, by restaurant type. See IV. Cluster and Neighborhood Details.

temp_df = nh_filter(toronto_grouped, nh_5_or_more)
temp_df2 = nh_filter(neighborhoods_venues_sorted, nh_5_or_more)
temp_df3 = nh_filter(neighborhoods_venues_sorted, nh_3_4)
temp_df4 = nh_filter(neighborhoods_venues_sorted, nh_1_2)


#Run k-means clustering
kmeans = KMeans(n_clusters = 11, random_state = 11111).fit(temp_df.drop('Neighborhood', 1))

#Add clustering labels.
temp_df2.insert(0, 'Cluster', kmeans.labels_)
#Neighborhoods with 3 or 4 restaurants are assigned to Cluster 11.
temp_df3.insert(0, 'Cluster', 11)
#Neighborhoods with 1 or 2 restaurants are assigned to Cluster 12.
temp_df4.insert(0, 'Cluster', 12)
toronto_merged = df_toronto

#Merge to add latitude/longitude for each neighbourhood in Toronto.
toronto_merged = toronto_merged.join(temp_df2.append(temp_df3).append(temp_df4).set_index('Neighborhood'),
                                     on = 'Neighborhood')

4. Neighbourhoods in Toronto without Restaurants.¶

An 14th cluster was added for neighbourhoods without restaurants.

##Neighborhoods with no restaurants are assigned to Cluster 13.
np.nan_to_num(toronto_merged['Cluster'], copy = False, nan = 13)

#Cluster is changed to int.
toronto_merged['Cluster'] = toronto_merged['Cluster'].astype(int)

5. Map of Boroughs in Toronto by Restaurant Cluster¶

Map Setup

bold_colors = ['#006400', '#ffe119', '#46f0f0', '#e07231', '#4b2f11', '#d6aeef', '#577ff1',
               '#ffffff', '#2fff1f', '#eaa9a9', '#dd1441', '#000095', '#808080', '#000000', 
               '#008080', '#f032e6', '#b9ffb9', '#661199']

address = 'Toronto, CN'

geolocator = Nominatim(user_agent = "toronto_explorer")
location = geolocator.geocode(address)
latitude = location.latitude
longitude = location.longitude

Map

# create map of Toronto using latitude and longitude values
map_toronto = folium.Map(location = [latitude + 0.07, longitude], zoom_start = 11)

# add markers to map
for lat, lng, label, cluster in zip(toronto_merged['Latitude'],
                                    toronto_merged['Longitude'],
                                    toronto_merged['Neighborhood'],
                                    toronto_merged['Cluster']):
    
    html = "<b>Neighborhood(s):</b><br>" + label + "<br><br><b>Cluster: </b>" + str(cluster)
    iframe = folium.IFrame(html = html, width = 300, height = 100)

    #label = folium.Popup(label + '\n\n\n\nCluster: ' + str(cluster), parse_html = True, width = 300)
    folium.CircleMarker([lat, lng],
                        radius = 10,
                        popup = folium.Popup(iframe),
                        color = bold_colors[cluster],
                        fill = True,
                        fill_color = bold_colors[cluster],
                        fill_opacity = 0.8,
                        parse_html = False).add_to(map_toronto) 
map_toronto

IV. Cluster and Neighborhood Details¶

1. Restaurants by Neighborhood, Category, and Venue¶

Complete Information.¶

pd.set_option('display.max_rows', None)
toronto_restaurants_c

Restaurant Category Count¶

toronto_restaurants['Venue Category'].value_counts().to_frame()

Removed Restaurant Category Count¶

removed = ['Café', 'Bakery', 'Bagel Shop', 'Donut Shop',
           'American Restaurant', 'Breakfast Spot', 'Fast Food Restaurant',
           'Pizza Place', 'Restaurant', 'Sandwich Place']

toronto_restaurants_c[toronto_restaurants_c['Venue Category'].isin(removed)]['Venue Category'].value_counts().to_frame()

Restaurant Franchise/Name Count¶

toronto_restaurants['Venue'].value_counts().to_frame()

2. Clusters¶

Note: The tables list restaurants considered in the cluster analysis. The total listed printout includes the restaurants removed.

Cluster Filter Function¶

#Returns neighborhoods in a cluster.
#Returns restaurants in neighborhoods in cluster.
def cluster_filter(cluster):
    cluster_df = toronto_merged[toronto_merged["Cluster"] == cluster]
    restaurant_c_df = toronto_restaurants_c[toronto_restaurants_c["Neighborhood"].isin(cluster_df['Neighborhood'].tolist())]
    restaurant_df = toronto_restaurants[toronto_restaurants["Neighborhood"].isin(cluster_df['Neighborhood'].tolist())]
    restaurant_count = ("Cluster " + str(cluster) + " has " + str(restaurant_c_df.shape[0]) +
                        " out of the " + str(toronto_restaurants_c.shape[0]) +" restaurants listed in Toronto.")
    return(cluster_df, restaurant_count, restaurant_df)

Cluster 0¶

Over 1/3 of all listed Toronto restaurants are in Cluster 0. These neighborhoods have a variety and large number of restaurants.

c0 = cluster_filter(0)
c0[0]

print(c0[1])
c0[2]

Cluster 0 has 858 out of the 2504 restaurants listed in Toronto.

Cluster 1¶

These two neighborhoods seem to be clustered together because they are very similar to each other. They both have a single Deli / Bodega, Fried Chicken Joint, Middle Eastern Restaurant, and Sushi Restaurant.

c1 = cluster_filter(1)
c1[0]

print(c1[1])
c1[2]

Cluster 1 has 22 out of the 2504 restaurants listed in Toronto.

Cluster 2¶

Korean! Christie, Willowdale/Newtonbrook, and Willowdale/Willowdale East have 27 out of 37 (over 70%) of all listed Korean restaurants in Toronto.

c2 = cluster_filter(2)
c2[0]

print(c2[1])
c2[2]

Cluster 2 has 127 out of the 2504 restaurants listed in Toronto.

Cluster 3¶

Italian! These neighborhoods have 87 out of 130 (over 65%) of all listed Italian restaurants in Toronto.

These neighborhoods also have a variety and large number of restaurants, many are located in or near downtown, on the Lake Ontario side.

Cluster 0 and Cluster 3 have over 77% of all listed restaurants in Toronto.

c3 = cluster_filter(3)
c3[0]

print(c3[1])
c3[2]

Cluster 3 has 1073 out of the 2504 restaurants listed in Toronto.

Cluster 4¶

Humberlea/Emery is a stand-alone cluster, perhaps because of the two Latin American Restaurants.

c4 = cluster_filter(4)
c4[0]

print(c4[1])
c4[2]

Cluster 4 has 6 out of the 2504 restaurants listed in Toronto.

Cluster 5¶

Downsview has a concentration of Vietnamese Restaurants for a single neighborhood, but there are 22 others scattered in Toronto.

c5 = cluster_filter(5)
c5[0]

print(c5[1])
c5[2]

Cluster 5 has 14 out of the 2504 restaurants listed in Toronto.

Cluster 6¶

Leaside has a concentration of Sushi Restaurants for a single neighborhood, but there are 92 others scattered in Toronto!

c6 = cluster_filter(6)
c6[0]

print(c6[1])
c6[2]

Cluster 6 has 20 out of the 2504 restaurants listed in Toronto.

Cluster 7¶

Indian! Thorncliffe Park and India Bazaar/The Beaches West have a large concentration of Indian Restaurants. These two neighborhoods have 9 out of the 47 Indian Restaurants listed in Toronto.

c7 = cluster_filter(7)
c7[0]

print(c7[1])
c7[2]

Cluster 7 has 52 out of the 2504 restaurants listed in Toronto.

Cluster 8¶

Summerhill West/Rathnelly/South Hill/Forest Hill SE/Deer Park is a stand-alone cluster, perhaps because of its interesting mix of five different restaurants.

c8 = cluster_filter(8)
c8[0]

print(c8[1])
c8[2]

Cluster 8 has 12 out of the 2504 restaurants listed in Toronto.

Cluster 9¶

Greek! Guildwood/Morningside/West Hill and The Danforth West/Riverdale have 15 out of 37 (over 40%) of all listed Greek restaurants in Toronto.

c9 = cluster_filter(9)
c9[0]

print(c9[1])
c9[2]

Cluster 9 has 76 out of the 2504 restaurants listed in Toronto.

Cluster 10¶

This cluster has a variety of restaurants, with a slight concentration of Italian restaurants. It is not nearly as dense as Cluster 3.

c10 = cluster_filter(10)
c10[0]

print(c10[1])
c10[2]

Cluster 10 has 68 out of the 2504 restaurants listed in Toronto.

Cluster 11¶

These neighborhoods each have only 3 or 4 restaurants for analysis.

c11 = cluster_filter(11)
c11[0]

print(c11[1])
c11[2]

Cluster 11 has 64 out of the 2504 restaurants listed in Toronto.

Cluster 12¶

These neighborhoods each have only 1 or 2 restaurants for analysis.

c12 = cluster_filter(12)
c12[0]

print(c12[1])
c12[2]

Cluster 12 has 103 out of the 2504 restaurants listed in Toronto.

Cluster 13¶

These neighborhoods have no restaurants in the cluster analysis.

c13 = cluster_filter(13)
c13[0]

print(c13[1])
c13[2]

Cluster 13 has 9 out of the 2504 restaurants listed in Toronto.

V. Concluding Thoughts.¶

I am extremely pleased that Cluster 2 is Korean, Cluster 3 is Italian, Cluster 7 is Indian, and Cluster 9 is Greek. To a lesser extent, I am ok with Cluster 0 and Cluster 3 as being general neighborhoods with a large number and variety of selections.

The other clusters are not what I expected, but they make sense, knowing how the cluster algorithm is calculated.

I am comfortable with my manual entry of Cluster 11, Cluster 12, and Cluster 13. When I did not, I had one or two large clusters and many clusters with only a few neighborhoods with one to four restaurants each.

I was expecting more clustering by nationality/ethnicity of cuisine. This did not happen for a number of reasons.

First, the sheer number and variety of restaurants in the neighborhoods of Cluster 0 and Cluster 3 easily tell that restaurant origin is not closely correlated with a specific neighborhood. This is after removing the many options that I did.

Café has the largest count, followed by Restaurant, Pizza Place, and Sandwich Place. Note that all four of these were removed from the cluster analysis because I thought they would mask the other categories.

Some categories, like American Restaurant, Diner, Gastropub, and Restaurant could be categorized in more detail. Asian Restaurant is also a very broad category.

Mexican Restaurant, Burrito Place, Taco Place, and Latin American Restaurant seem to have some overlap. There are also Arepa Restaurant, Brazilian Restaurant, Cuban Restaurant, and Peruvian Restaurant, for example. It may not be possible to have clearly defined Venue Categories, but it would assist with clustering.

Another example is Sushi Restaurant, Japanese Restaurant, Ramen Restaurant, Noodle House, and Udon Restaurant.

Sometimes certain streets or blocks may have a high concentration of a particular category. I used only 14 different clusters, as well. I think a better, more detailed categorization system, more finely split neighborhoods, and a larger number of clusters may achieve better results.

	Postal Code	Borough	Neighborhood
0	M3A	North York	Parkwoods
1	M4A	North York	Victoria Village
2	M5A	Downtown Toronto	Regent Park, Harbourfront
3	M6A	North York	Lawrence Manor, Lawrence Heights
4	M7A	Downtown Toronto	Queen's Park, Ontario Provincial Government
...	...	...	...
98	M8X	Etobicoke	The Kingsway, Montgomery Road, Old Mill North
99	M4Y	Downtown Toronto	Church and Wellesley
100	M7Y	East Toronto	Business reply mail Processing Centre, South C...
101	M8Y	Etobicoke	Old Mill South, King's Mill Park, Sunnylea, Hu...
102	M8Z	Etobicoke	Mimico NW, The Queensway West, South of Bloor,...

	Postal Code	Borough	Neighborhood	Latitude	Longitude
0	M3A	North York	Parkwoods	43.7545	-79.33
1	M4A	North York	Victoria Village	43.7276	-79.3148
2	M5A	Downtown Toronto	Regent Park, Harbourfront	43.6555	-79.3626
3	M6A	North York	Lawrence Manor, Lawrence Heights	43.7223	-79.4504
4	M7A	Downtown Toronto	Queen's Park, Ontario Provincial Government	43.6641	-79.3889
...	...	...	...	...	...
98	M8X	Etobicoke	The Kingsway, Montgomery Road, Old Mill North	43.6518	-79.5076
99	M4Y	Downtown Toronto	Church and Wellesley	43.6656	-79.383
100	M7Y	East Toronto	Business reply mail Processing Centre, South C...	43.7804	-79.2505
101	M8Y	Etobicoke	Old Mill South, King's Mill Park, Sunnylea, Hu...	43.6325	-79.4939
102	M8Z	Etobicoke	Mimico NW, The Queensway West, South of Bloor,...	43.6256	-79.5231

	Venue Category
Italian Restaurant	130
Japanese Restaurant	98
Sushi Restaurant	96
Thai Restaurant	56
Burger Joint	51
Chinese Restaurant	50
Indian Restaurant	47
Gastropub	45
Seafood Restaurant	43
Mexican Restaurant	41
Deli / Bodega	41
Diner	39
Fried Chicken Joint	39
Korean Restaurant	37
Greek Restaurant	37
Vegetarian / Vegan Restaurant	37
Asian Restaurant	36
Salad Place	34
Middle Eastern Restaurant	30
Ramen Restaurant	28
Burrito Place	27
Steakhouse	27
French Restaurant	26
Vietnamese Restaurant	26
Mediterranean Restaurant	25
Falafel Restaurant	22
New American Restaurant	19
Caribbean Restaurant	18
Food Court	17
Latin American Restaurant	17
Poke Place	14
Bistro	13
Taco Place	12
Food Truck	12
Fish & Chips Shop	11
Irish Pub	10
Creperie	10
Gluten-free Restaurant	9
BBQ Joint	9
Portuguese Restaurant	8
Eastern European Restaurant	8
Noodle House	8
Brazilian Restaurant	7
Wings Joint	7
Molecular Gastronomy Restaurant	7
Comfort Food Restaurant	7
Ethiopian Restaurant	6
Modern European Restaurant	6
Snack Place	5
Soup Place	4
Colombian Restaurant	4
Hot Dog Joint	4
Moroccan Restaurant	4
Dumpling Restaurant	4
Afghan Restaurant	4
Belgian Restaurant	4
Halal Restaurant	3
African Restaurant	3
Filipino Restaurant	3
Persian Restaurant	3
German Restaurant	3
Cuban Restaurant	3
Food	3
Turkish Restaurant	3
Poutine Place	3
Tapas Restaurant	2
Polish Restaurant	2
Taiwanese Restaurant	2
Spanish Restaurant	2
Hawaiian Restaurant	2
Tibetan Restaurant	2
Cafeteria	2
South American Restaurant	2
Dim Sum Restaurant	2
Theme Restaurant	2
Indian Chinese Restaurant	1
Argentinian Restaurant	1
Mac & Cheese Joint	1
Japanese Curry Restaurant	1
Udon Restaurant	1
Doner Restaurant	1
North Indian Restaurant	1
Swiss Restaurant	1
Arepa Restaurant	1
Churrascaria	1
Hong Kong Restaurant	1
Shanghai Restaurant	1
Jewish Restaurant	1
Buffet	1
Empanada Restaurant	1
Cajun / Creole Restaurant	1
Pakistani Restaurant	1
Sri Lankan Restaurant	1
Malay Restaurant	1
Souvlaki Shop	1
Peruvian Restaurant	1
Southern / Soul Food Restaurant	1
Peking Duck Restaurant	1

	Postal Code	Borough	Neighborhood	Latitude	Longitude	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
3	M6A	North York	Lawrence Manor, Lawrence Heights	43.7223	-79.4504	Sushi Restaurant	Mediterranean Restaurant	Greek Restaurant	Seafood Restaurant	Food Court	Fried Chicken Joint	Italian Restaurant	Diner	Salad Place	Snack Place
4	M7A	Downtown Toronto	Queen's Park, Ontario Provincial Government	43.6641	-79.3889	Sushi Restaurant	Japanese Restaurant	Burger Joint	Indian Restaurant	Italian Restaurant	Deli / Bodega	Ramen Restaurant	Middle Eastern Restaurant	Mexican Restaurant	Mediterranean Restaurant
9	M5B	Downtown Toronto	Garden District, Ryerson	43.6572	-79.3783	Chinese Restaurant	Sushi Restaurant	Japanese Restaurant	Falafel Restaurant	Gastropub	Fried Chicken Joint	Ramen Restaurant	Burger Joint	Diner	Middle Eastern Restaurant
24	M5G	Downtown Toronto	Central Bay Street	43.6564	-79.386	Japanese Restaurant	Sushi Restaurant	Chinese Restaurant	Salad Place	Italian Restaurant	Ramen Restaurant	Thai Restaurant	Vegetarian / Vegan Restaurant	Diner	Falafel Restaurant
31	M6H	West Toronto	Dufferin, Dovercourt Village	43.6655	-79.4378	Mexican Restaurant	Portuguese Restaurant	Italian Restaurant	Brazilian Restaurant	Vietnamese Restaurant	Fried Chicken Joint	Middle Eastern Restaurant	Chinese Restaurant	Diner	African Restaurant
33	M2J	North York	Fairview, Henry Farm, Oriole	43.7801	-79.3479	Japanese Restaurant	Chinese Restaurant	Food Court	Asian Restaurant	Burger Joint	Dim Sum Restaurant	Deli / Bodega	Snack Place	Greek Restaurant	Burrito Place
34	M3J	North York	Northwood Park, York University	43.7694	-79.4921	Middle Eastern Restaurant	Vietnamese Restaurant	Japanese Restaurant	Falafel Restaurant	Sushi Restaurant	Chinese Restaurant	Caribbean Restaurant	French Restaurant	Empanada Restaurant	Ethiopian Restaurant
43	M6K	West Toronto	Brockton, Parkdale Village, Exhibition Place	43.6383	-79.4301	Diner	Indian Restaurant	Japanese Restaurant	Caribbean Restaurant	Hawaiian Restaurant	Vietnamese Restaurant	Korean Restaurant	Mexican Restaurant	French Restaurant	Food
75	M6R	West Toronto	Parkdale, Roncesvalles	43.6469	-79.4521	Thai Restaurant	Eastern European Restaurant	Sushi Restaurant	Deli / Bodega	Cuban Restaurant	Middle Eastern Restaurant	Gastropub	Italian Restaurant	BBQ Joint	Vietnamese Restaurant
76	M7R	Mississauga	Canada Post Gateway Processing Centre	43.6368	-79.6204	Middle Eastern Restaurant	Fried Chicken Joint	Indian Restaurant	Mexican Restaurant	Mediterranean Restaurant	Burrito Place	Burger Joint	Falafel Restaurant	Salad Place	Caribbean Restaurant
78	M1S	Scarborough	Agincourt	43.7946	-79.2644	Chinese Restaurant	Vietnamese Restaurant	Hong Kong Restaurant	Latin American Restaurant	Shanghai Restaurant	Sushi Restaurant	Wings Joint	Food Court	Eastern European Restaurant	Empanada Restaurant
80	M5S	Downtown Toronto	University of Toronto, Harbord	43.6629	-79.3987	Japanese Restaurant	Food Truck	Sushi Restaurant	Gastropub	Burrito Place	Falafel Restaurant	Italian Restaurant	Vegetarian / Vegan Restaurant	Korean Restaurant	Fried Chicken Joint
82	M1T	Scarborough	Clarks Corners, Tam O'Shanter, Sullivan	43.7812	-79.3036	Italian Restaurant	Thai Restaurant	Noodle House	Chinese Restaurant	Fried Chicken Joint	Food Truck	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant
83	M4T	Central Toronto	Moore Park, Summerhill East	43.6899	-79.3853	Thai Restaurant	Sushi Restaurant	Deli / Bodega	Japanese Restaurant	Seafood Restaurant	Chinese Restaurant	Food Truck	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant
84	M5T	Downtown Toronto	Kensington Market, Chinatown, Grange Park	43.6541	-79.3978	Vegetarian / Vegan Restaurant	Mexican Restaurant	Japanese Restaurant	Burger Joint	Dumpling Restaurant	Caribbean Restaurant	Sushi Restaurant	Bistro	Food Court	Vietnamese Restaurant
90	M1W	Scarborough	Steeles West, L'Amoreaux West	43.8016	-79.3216	Indian Restaurant	Japanese Restaurant	Noodle House	Burger Joint	Chinese Restaurant	French Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant
96	M4X	Downtown Toronto	St. James Town, Cabbagetown	43.6684	-79.3689	Italian Restaurant	Chinese Restaurant	Thai Restaurant	Diner	Gastropub	Indian Restaurant	Japanese Restaurant	New American Restaurant	Bistro	Burger Joint
99	M4Y	Downtown Toronto	Church and Wellesley	43.6656	-79.383	Japanese Restaurant	Sushi Restaurant	Burger Joint	Italian Restaurant	Ramen Restaurant	Salad Place	Diner	Indian Restaurant	Mexican Restaurant	Mediterranean Restaurant

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
28	M3H	North York	Bathurst Manor, Wilson Heights, Downsview North	43.7535	-79.4472	1	Fried Chicken Joint	Deli / Bodega	Mediterranean Restaurant	Middle Eastern Restaurant	Sushi Restaurant	Food Truck	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant
67	M4P	Central Toronto	Davisville North	43.7135	-79.3887	1	Fried Chicken Joint	Japanese Restaurant	Deli / Bodega	Greek Restaurant	Middle Eastern Restaurant	Sushi Restaurant	Food Truck	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant

	Venue Category
Café	203
Restaurant	174
Pizza Place	159
Sandwich Place	130
Bakery	102
Fast Food Restaurant	87
Breakfast Spot	63
American Restaurant	62
Bagel Shop	10
Donut Shop	8

	Venue
Popeyes Louisiana Kitchen	20
Burrito Boyz	10
John & Sons Oyster House	10
Five Guys	10
Buster's Sea Cove	9
Sukhothai	8
Hogtown Smoke	7
Chotto Matte	7
Beerbistro	7
iQ Food Co. (First Canadian Place)	7
Ki Modern Japanese + Bar	7
Woods Restaurant & Bar	7
Biff's Bistro	7
Olly Fresco's	7
freshii	7
Irish Embassy	7
King Taps	7
Druxy's	7
Kupfert & Kim (First Canadian Place)	7
FLOCK Rotisserie + Greens	7
Hero Certified Burgers	7
Pumpernickel's Deli	7
Chipotle Mexican Grill	7
Fresh On Front	6
Union Chicken	6
Loaded Pierogi	6
Assembly Chef's Hall	6
Fran's	6
Noodle King	6
Trattoria Mercatto	6
Amano Pasta	6
Carisma	6
NAMI	6
Mercatto	6
The Chase	6
Leña	6
Tachi	6
The Poké Box	6
Gyu-Kaku Japanese BBQ	6
Estiatorio Volos	5
Rosalinda	5
Terroni	5
Sweet Lulu	5
Colibri	5
Sansotei Ramen 三草亭	5
La Carnita	5
Fast Fresh Foods	5
Poke Guys	5
Hawthorne Food and Drink	5
Lebanon Express	5
Kinton Ramen	5
Szechuan Express	5
Mirto	5
TOCA	5
Ninki Izakaya	5
Scaddabush Italian Kitchen & Bar	5
Hy's Steakhouse	5
Crepe TO	4
Yuzu No Hana	4
Copacabana Grilled Brazilian	4
Pai	4
Planta Queen	4
Bosk at Shangri-La	4
Little India Restaurant	4
Pita Way	4
Fune Japanese Restaurant	4
The Captain's Boil	4
Momofuku Noodle Bar	4
Michael's on Simcoe	4
Byblos Toronto	4
Ginger	4
Tokyo Kitchen	4
Ruth's Chris Steak House	4
Hangry Burger	4
Kojin	4
Metropolitan Resto Bar	4
Rolltation	4
JaBistro	4
Nando's	4
Hakata Ikkousha Ramen	4
Burrito Bandidos	4
Pita Land	4
Queen Mother Cafe	4
Figo	4
Fancy Franks	4
East Thirty-Six	3
Spring Sushi	3
Korean Grill House	3
Holy Chuck	3
Colaba Junction	3
Teriyaki Experience	3
RaviSoups	3
Bamiyan Kabob	3
The Senator Restaurant	3
Freshii	3
Bier Markt Esplanade	3
iQ Food Co	3
The Old Spaghetti Factory	3
Harbour 60 Toronto	3
Fat Bastard Burrito Co.	3
e11even	3
The Fifth & Terrace	3
Hokkaido Ramen Santouka らーめん山頭火	3
Jimmy The Greek	3
Paramount Fine Foods	3
Yueh Tung Chinese Restaurant	3
Kupfert & Kim	3
Red Lobster	3
Japango	3
Katsuya	3
Somethin' 2 Talk About	3
Koh Lipe	2
Z-Teca Gourmet Burritos	2
The One That Got Away	2
Druxy's ROM Cafe	2
Berber SOCIAL	2
Kokoni Izakaya	2
Ethiopian House	2
Oyshi Sushi	2
Ali Baba's	2
Ardo	2
Ho Jan 好棧粉麵小廚	2
Como En Casa	2
Ritz Caribbean Foods	2
Crepe It Up!	2
Quick Pita	2
Thai Express	2
Kinka Izakaya Original	2
Kawa Sushi	2
Tabriz Persian Cookhouse	2
The Salad House	2
SOCO Kitchen+Bar	2
Sushi Box	2
FARMR Eatery & Catering	2
Kernels	2
Fat Bastard Burrito	2
Mucho Burrito Fresh Mexican Grill	2
Sushi Garden	2
DAIO	2
Dal Moro's Fresh Pasta To Go	2
Evviva Restaurant	2
Salad King	2
Darvish	2
Ritz Caribbean Food	2
Crown Princess Fine Dining 伯爵名宴	2
Mystic Muffin	2
Kandahar Kabab	2
South St. Burger	2
Miku	2
Fusaro's	2
Wow! Sushi	2
Mary Brown's Famous Chicken	2
Manchu Wok	2
Scaccia Restaurant	2
Okonomi House お好みハウス	2
The Queen and Beaver Public House	2
Villa Madina	2
Gallery Sushi	2
KAKA	2
GB Hand-Pulled Noodles	2
Piazza Manna	2
La Bettola Di Terroni	2
Slab Burgers	2
Kothur Indian Cuisine	2
Golden Diner	2
Market Street Catch	2
Smoke's Poutinerie	2
Naan & Kabob	2
La Cubana	2
Vegetarian Haven	2
McEwan Foods	2
Manpuku まんぷく	2
Thai One On	2
OJA Restaurant	2
Le Papillon on Front	2
Pita Pure House	2
Barberian's Steak House	2
Miss Korea	2
Schnitzel Queen	2
Tacorrito	2
Big Smoke Burger	2
Alexandro's World Famous Gyros	2
JOEY Eaton Centre	2
Pizzeria Via Mercanti	2
Tom Jones Steak House	2
St. Louis Bar and Grill	2
Bombay Palace	2
Chick-N-Joy	2
Coach House Restaurant	2
T-Swirl Crepe	2
Jackson's Burger	2
New Yorker Deli	2
The Fry	2
Hakka No.1	2
Storm Crow Manor	2
Pearl Diver	2
Sukhi Biryani House	2
Kupfert & Kim (Brookfield Place)	2
Constantine	2
Si Lom	2
The Elm Tree Restaurant	2
Ramen Raijin 雷神	2
Tokyo Sushi	2
Hot Star Large Fried Chicken	2
Taverna Mercatto	2
Veda Healthy Indian Takeout	2
Tokyo Grill	2
Hair Of The Dog	2
Duck	2
Daily Sushi	2
KINTON RAMEN	2
The Green Beet Cafe	2
Hoki Poké	2
The Sultan's Tent and Cafe Moroc	2
Ruby Thai (First Canadian Place)	2
Roll House 원 짜장면집	1
Il Fornaro	1
港島茶餐 Hong Kong Style Tea & Fast Food	1
Jerk King	1
K & B Sushi	1
Junction Grill	1
짜장면집	1
Ding Tai Fung Shanghai Dim Sum 鼎泰豐	1
Silk Thai	1
Home Of Hot Taste	1
Buca	1
Govinda's	1
Al-Hamd Biryani & Pizza	1
Oisie sushi	1
Masamune	1
Joe Bird	1
Montfort Mediterranean Cuisine	1
Mi Pueblo Lindo	1
Hibiscus	1
Korea House	1
Hong Kong Gardens	1
Triple A Bar (AAA)	1
Sorn Thai Restaurant	1
Tierra Azteca	1
Village by the Grange	1
Le Paradis	1
Nantha's Bakery	1
Casa Loma Terrace Grill	1
Katsu Japanese Restaurant	1
Shawarma Max	1
Aji Sushi	1
Sushi Moto Sake & Wine Bar	1
Hazel's Diner	1
El Arriero Restaurante	1
Playa Cabana Cantina	1
King's Cafe	1
Banjara Indian Cuisine	1
Inigo	1
Kanto	1
Hex-Mex	1
Abyssinia	1
Royal Boonsik 로얄분식	1
Suki Japanese Cuisine	1
Midi Bistro	1
The Grapefruit Moon	1
Rodney's Oyster House	1
Xawaash	1
Mambo Lounge	1
El Pocho	1
Pasha Authentic Turkish Cuisine	1
Bua Thai	1
Good Bite Restaurant	1
Casa Sushi	1
Guu Izakaya	1
Sushi Place	1
King Chef	1
Merlot	1
The Right Wing	1
자매족발	1
Mermaid Fish & Grill	1
Wolfie's Deli	1
China Ocean	1
Frankie’s Italian	1
W.j. King falafel	1
The Red Lounge	1
Afghan Cuisine	1
سفره خانه سنتی شبستان	1
Doo Roo Ae 두루애	1
Seoul House	1
Ryan's Lemon Cutting School	1
Thai Room - Carlton	1
Est West Cafe	1
Tofu Village 두부마을 豆腐村	1
Fisherman's Fish & Chips	1
La Libre	1
EAT BKK Thai Kitchen	1
Seven Lives - Tacos y Mariscos	1
The Famous Indian Restaurant	1
Bloor-Jane Restaurant	1
souvlaki express	1
Sushi Delight	1
Spice Thai	1
Asian Specialty	1
Akai Sushi	1
Enoteca Sociale	1
Hokkaido Sushi	1
Alo	1
Kee's Fine Foods	1
Osmows Grill	1
Roberto's	1
Archeo	1
the Friendly Thai	1
Uncle Betty's Diner	1
Bologna Pastificio	1
JamCafe	1
Baro	1
Pick 6ix	1
Pho Tien Thanh	1
Isaan Der	1
La Tortilleria Market	1
Starlite Family Restaurant	1
Mi Pueblo	1
Izakaya Sushi House	1
Tio's Urban Mexican	1
Royal Jasmine	1
PROJECT:FISH	1
Ichiriki	1
Fukuoka Sushi	1
Burger Factory	1
Vietnamese Noodle House	1
Alexandria Falafel	1
Just Greek	1
Udupi Palace	1
Amaya Express	1
Wasabi Japanese Cuisine	1
ROUX	1
Vinny’s Panini	1
Sushi Maido	1
The Rotisserie House	1
Sushi 2 Go	1
Karbouzi Greek Taverna	1
OMP Cafeteria	1
Mistura	1
Donna’s	1
Pho Com Viet Nam	1
Motimahal	1
Juicy Dumpling	1
Pili Pili Toronto	1
Buddha's Vegetarian	1
Square Fish	1
Wafels and More	1
Mapo Gamjatang	1
Flock Rotisserie + Greens	1
Sushi One	1
Cafe Cancan	1
C'est Bon	1
Pita Q	1
Blueblood Steakhouse	1
Sansotei Ramen	1
Empanadas DelSUR	1
Xam Yu	1
Mt. Fuji Sushi	1
Roll N Bowl Korean & Japanese Cuisine	1
The Tilted Dog Pub & Kitchen	1
Le Sélect Bistro	1
A+ Sushi & Bibim	1
Lee	1
Canton Kitchen 廣東小炒	1
Pho Jade	1
Peking Garden Restaurant	1
Thai Country Kitchen	1
Simone's Caribbean Restaurant	1
Maki Sushi	1
The Beech Tree	1
The Korean Kitchen	1
El Pulgarcito	1
Mr. Sushi	1
Happy Sushi	1
Fly By (Bombardier)	1
Fat Pasha	1
Barrio Cerveceria	1
Queensway Fish & Chips	1
The Village Meat Products & Delicatessen	1
Roywoods	1
Harbord Fish and Chips	1
Maison Close Est. 1888	1
Reliable Halibut and Chips	1
Yoi	1
BBQ Express	1
Playa Cabana Hacienda	1
Old York Bar & Grill	1
Kapit Bahay	1
Zee Grill	1
Gangnam Style 강남스타일	1
Sushi Friends	1
El rey del cabrito, monterrey city mexico	1
Veghed	1
Sumac	1
Inter Steer	1
Los Guacamoles	1
St. Lawrence Pizza and Pasta	1
Bolan Thai Cuisine	1
Soos	1
Yasu	1
House on Parliament	1
Kingyo Toronto	1
Kenzo Japanese Ramen House	1
Ajisen Ramen 味千ラーメン	1
Parallel	1
British Style Fish & Chips	1
Hero Burger	1
hbar	1
Kibo Sushi	1
Two Headed Dog	1
Louis Meat Market	1
Vibo	1
Gyubee	1
Wah Sing Seafood Restaurant	1
La Veranda Osteria	1
Omai	1
Union Food Court	1
Cibo Wine Bar	1
Basil Box	1
Market 707	1
Gushi	1
Madrina Bar y Tapas	1
Goodfellas Wood Oven Pizza	1
Annette Food Market	1
Hanmoto	1
P&M Restaurant	1
Los Arrieros	1
Pho Huong	1
Gautama	1
Bolet's Burrito	1
Hell's Chicken	1
Burger Palace	1
Hirut Ethiopian Cuisine	1
Gospel Cafe & Restaurant	1
Pita & Grill	1
Foxley Bistro	1
Dine On 3	1
Tao Northern Chinese Cuisine	1
Newport Fish Importers	1
The Forth	1
Amber European Restaurant	1
Quesada Mexican Grill	1
Sher-E-Punjab	1
La Chingada	1
Joanne's Deli	1
The Saj	1
The Thirsty Duck	1
China Gourmet	1
TORCH Pressed Sushi	1
Rakia Bar	1
Perogie Chef	1
Sotto Sotto	1
Thai Spicy House	1
Zam	1
Greek & Co.	1
Roti Cuisine of India	1
The Dog and Bear	1
Campechano	1
Kaizen Sushi	1
Jamie's Italian	1
Florentia Ristorante	1
Halibut House Fish and Chips Inc.	1
Caribbean Heat 2	1
The Original Gyro Grill	1
Gonoe Sushi	1
Trendee Chinese Cuisine	1
Phở Liên Hương	1
Cheers Cut Taiwanese Grilled & Fried	1
Rose's New York	1
Wakame Sushi	1
Torteria San Cosme	1
Off the Hook	1
Bazara	1
Mong Sushi & Grill	1
Brasileirissimo Steak House	1
Eurest Dishes Cafe	1
Saigon Lotus Restaurant	1
To-Ne Sushi	1
Liberty Village Rotisserie & Grill	1
Wako Sushi + Bar	1
MII Sandwich Co.	1
South Street Burger	1
Altona Kebab	1
Nam Sandwich Shop	1
Asteria Souvlaki Place	1
Tin Tin Congee - 天天粥麵	1
Playa Cabana	1
Azarias	1
Hakka Garden	1
Sushi Legend	1
Tacos El Asador	1
Pancho y Emiliano	1
Heart Sushi	1
Falafel World	1
Buon Giorno Cafe	1
Mac Sushi	1
Cranberries	1
The Hogtown Vegan	1
Swiss Pick	1
BOKU	1
Lahore Paan Centre	1
Awai	1
IL FORNELLO on Danforth	1
Bar Buca	1
OBQ Burgers	1
Kenzo Japanese Noodle House	1
La Banane	1
Café Polonez	1
Chew Chew's Diner	1
The Burgernator	1
Barrio Coreano	1
Jules Bistro	1
Hogtown Vegan	1
Rice & Noodle	1
Fresh on Bloor	1
Royal Meats BBQ	1
Japanhako	1
Fort York Tavern	1
Pho Mi Viet Hoa	1
Sequoia Lounge	1
Real Thailand Restaurant	1
Tender Trap Restaurant	1
Delicious Hey Noodles 舌尖上的嘿小面	1
College Park Food Court	1
Cantanhede O Bairradino	1
Wildfire Steakhouse Cosmopolitan	1
Firkin on Danforth	1
The Belsize Public House	1
Big Crow	1
Nara Sushi	1
KOS	1
Iruka Sushi	1
Mi-Ne	1
Tin Nels	1
Bar Burrito	1
Bindia Indian Bistro	1
Magic Spot	1
South China Restaurant	1
Flock	1
Peter Pan	1
Mi'hito Sushi Laboratory	1
NuNu	1
Belfast Love	1
Magic Noodle	1
Sushi-Q	1
Chantecler	1
Seaspray Restaurant	1
Sprout	1
NORI SUSHI	1
Oriental Taste	1
Gordo Ex	1
The Copper Chimney	1
The Wokker	1
Korean Village Restaurant	1
Windfields Cafeteria	1
Cafe Fiorentina	1
Vincent Sushi	1
Kanpai Snack Bar	1
Otto's Berlin Döner	1
7 Numbers	1
The Keg	1
Sushi World	1
La Société	1
Bukhara indian cuisine	1
Yamamoto Japanese Cuisine 山本盛世	1
Krystos	1
8 Sushi	1
Pho Asia 21	1
Portugril	1
The Blue Chip Truck	1
Byblos Uptown	1
Kotta Japanese Restaurant	1
Street meat	1
MYMY Chicken	1
Tzatziki	1
Pho 88 Vietnamese Cuisine	1
Mandilicious	1
Annex Grill and Bar	1
Té	1
Touhenboku Ramen 唐変木	1
Gusto 101	1
Paul's Spaghetti	1
Rebozos	1
Nari Sushi	1
Malt & Salt Fish & Chips	1
The Captain’s Boil	1
Mt Everest Restaurant	1
El Catrin	1
Oyster Boy	1
Ryus Noodle Bar	1
Aburi Room	1
Remezzo Italian Bistro	1
2 Bros Cuisine	1
Hoja Taipei Luwei	1
Saigon Bangkok	1
L'Unita Restaurant	1
New Greattime Corp.	1
Satay on the Road	1
Kingsway Fish & Chips	1
Banh Mi Saigon	1
Souvlaki Express	1
Domani Restaurant & Wine Bar	1
El Arepazo	1
Mayflower Chinese Food	1
Fine Asian Bowl	1
Mac's Sushi	1
My Roti Place	1
The Irv Gastro Pub	1
Megas Restaurant	1
O Resto	1
Madras Masala	1
Nikko Sushi Japenese Restaurant	1
Chadwick's	1
Dim Sum King Seafood Restaurant	1
CINQUElire	1
Shawarma Grill Express	1
Prenup Pub	1
Marben Restaurant	1
The Royal Chinese Restaurant 避風塘小炒	1
Kabab & Tikah House	1
Joey	1
KO Burger	1
Nolbu	1
Sunrise House Korean Restaurant 해뜨는집	1
Zauq	1
Super Taste Noodle House	1
Miyako Sushi Restaurant	1
Barque Smokehouse	1
Wing Machine Bar & Grill	1
Ave Maria Café Latino	1
Daeco Sushi	1
Pujukan Korean BBQ	1
Mom's Korean Restaurant	1
Urban Herbivore	1
Spring Rolls	1
Emporium Latino	1
Astoria Shish Kebob House	1
El Charro	1
Living Well	1
The Corktown Kitchen	1
Wild Wing	1
Lee Namjang 이남장	1
Tora Aburi Sushi	1
Oh Boy! Burger Market	1
Shakey's Original Bar & Grill	1
The Lakeview Restaurant	1
Thai Home	1
Carribean Heat	1
Greens Vegetarian Restaurant	1
Paldo Gangsan 팔도강산	1
Fionn MacCool's Bloor Street	1
98 Aroma	1
Chica’s Nashville Hot Chicken	1
Mangia and Bevi Resto-Bar	1
Jumbo Hamburger	1
Banh Cuon Thanh Truc	1
Flame Food+Design	1
Hey Lucy	1
Toronto Popcorn Co	1
Darosa	1
Ozzy's Burger	1
The Cupcake Diner	1
Sabai Sabai	1
Tutto Pronto	1
Bazille	1
O Sushi	1
Maison Selby	1
Faley Restaurant	1
Joso's	1
Estia	1
Planta Yorkville	1
Wilbur Mexicana	1
Pho Tien Phat	1
Mangosteens Thai Cuisine	1
Daldongnae	1
Drums N Flats	1
Barbq Tonight	1
Lake Inez	1
Etsu	1
La Revolucion	1
Pizzeria Libretto	1
Crêpes à GoGo	1
Famiglia Baldassarre	1
Rossini Restaurant	1
Frankie's Bar & Cafe	1
Om Restaurant	1
Fresco's Fish & Chips	1
Bodega Restaurant	1
Villa Madina Mediterranean Cuisine	1
Astra Deli	1
Jawny Bakers	1
El Trompo	1
New Thai Restaurant	1
Mengrai Gourmet Thai	1
Thai One On in North York	1
Karma's Kitchen	1
The Tulip Steakhouse	1
Friendly Greek Restaurant	1
Belle Restaurant	1
Indie Alehouse	1
Westown Chinese Food	1
Saffron Spice Kitchen	1
Mr. Jerk	1
Guirei Sushi	1
Noce	1
Honest Weight	1
Karlovo	1
Nomé Izakaya	1
Rodeo Brazilian Steakhouse	1
Marigold Indian Bistro	1
Caffino	1
Orfus Wrap & Grill	1
Hooky's	1
George's BBQ	1
Hakka Wow	1
Loga's Corner	1
Feel Good Guru	1
Li Cheng Restaurant	1
EVOO	1
Loco Burrito	1
Ali's West Indian Roti Shop	1
Positano	1
Smoke's Poutinerie/Weinerie	1
Berkeley Bistro	1
The Goods	1
Smoque N' Bones	1
Mezza Notte Trattoria	1
Gourmet Express	1
Eight Noodles	1
New Town Restaurant	1
Schmaltz Appetizing	1
Anoush Middle Eastern Cuisine	1
Butter Chicken Factory	1
Edulis	1
The George Street Diner	1
Stop BBQ Chicken	1
Spoon and Fork	1
Yorkdale Food Court	1
Su & Shi Noodle Bar	1
Golden Patty	1
Arzon International Food Market	1
Sues Thai food (vickys)	1
Buster's Sea Cove Truck	1
The Epicure Shop	1
Bobbie Sue's Mac + Cheese	1
Grandeur Palace 華丽宮 (Grandeur Palace 華麗宮)	1
Kintako Japanese Restaurant	1
Mother's Dumplings	1
Piazetta Trattoria	1
Ichiban Fish House	1
King's Place647-352-0786	1
Lim Ga Ne Korean Restaurant 임가네	1
Buk Chang Dong Soon Tofu	1
La Veranda	1
Soup Nutsy	1
Tasty Chinese Food	1
Sam's Food Store	1
Far East Chinese Food	1
Asa Sushi	1
Altona Kebob	1
Mr Congee Chinese Cuisine 龍粥記	1
Gale's Snack Bar	1
Omg! Oh My Gyro!	1
Dumpling House	1
Pearl Harbourfront	1
Yuki Japanese Restaurant	1
Best Z	1
Pig Out BBQ	1
Olive & Olives	1
Mother India	1
Tosto	1
Cluny Bistro & Boulangerie	1
McNies Fish and Chips	1
Sahan Restaurant	1
Tanto	1
The County General	1
Pho Rua Vang (Golden Turtle)	1
Kami Sushi	1
Rosina	1
Issmi Sushi	1
Flor de Sal	1
Rasta Pasta	1
Miller Tavern	1
Baldini	1
Mexi Cados	1
Main Cafeteria (Bombardier)	1
Scaramouche	1
Onnki Donburi	1
Pokito	1
Cheers Chicken & Beer	1
Madame Boeuf And Flea	1
Moliceiro Restaurant	1
Sizzling Grill	1
Grand Electric	1
Taste Of Greek Cuisine	1
Chinese Dumpling House 中华饺子楼	1
Top Gun Steak & Burgers	1
Coco Rice	1
Chopin Restaurant	1
ND sushi and grill	1
The Tiffin Box	1
Wasabi Grand Buffet	1
Chung Moi	1
McQueens Pub	1
Paramount Middle Eastern Cuisine	1
Canis	1
Casa di Giorgio	1
Sushi On Roncy	1
Raku	1
The Suya Spot	1
Pho Nho	1
Momos Bistro	1
Izumi	1
Mean Bao	1
Wingporium	1
IQ Food Co Yorkdale	1
Bloom Restaurant	1
Rogers Cafeteria	1
Pure Spirits Oyster House & Grill	1
Lan Restaurant	1
Ichiban Sushi	1
Z•teca	1
eastside social	1
Sakae Sushi	1
Dakgogi	1
It's All GRK	1
Jumbo Empanadas	1
The Dizzy Gastro Sports Pub	1
Lee Town Restaurant	1
Wing Machine	1
Yama	1
The Friendly Thai	1
Konjiki Ramen	1
Mong-Kut Thai Gold	1
Columbus Colombian Bakery (Panaderia Colombiana)	1
Yumi Sushi	1
Alexandros	1
Mamakas Taverna	1
Falafel Express	1
Chacho's	1
Bento Sushi	1
Mr. Tonkatsu	1
Red Lantern	1
Nonna B's Food	1
Bella Vita Catering & Private Chef Service	1
Fonda Lola	1
Ufficio	1
Burger Stomper Gourmet Burger & Milkshake Bar	1
European Delight	1
Mythology Diner	1
Oh Geul Boh Geul 오글보글	1
Agora	1
Fairview Mall Food Garden	1
Patria	1
Campo	1
Big Fat Burrito	1
BQM Burger	1
Sauvignon Bistro & Bakery Inc	1
Bamboo Buddha	1
Fet Zun	1
Sultan Of Samosas	1
Queen's Pasta Café	1
SweetLulu	1
Union Restaurant	1
Orly Restaurant & Grill	1
Momiji Sushi Bar & Grill	1
Christina's On The Danforth	1
Mamma Martino's	1
Lawai'a Poke Bar	1
Grill It Up	1
Glory of India	1
Mr. Greek Express	1
Böehmer	1
The Lucky Penny	1
Sakura Garden	1
FILM CAFE	1
Hooraiya Sushi 자매 족발 & 보쌈	1
Hamish's Kitchen Fish & Chips	1
Big Bite Burrito	1
Cacao 70	1
Daddyo's	1
Chandni Chowk	1
The Owl \| Boo Ung Ee	1
Tabule	1
Igors European Deli	1
Fudao Noodle House	1
Athen's Pastries	1
Pumpernickel's	1
The Keg Steakhouse + Bar	1
Tapas at Embrujo	1
Miss Thing's	1
Allen's	1
Simply Thai	1
Hung Fok BBQ Gourmet	1
Mira	1
Yummy Korean Restaurant	1
Paddington's Pump	1
Asahi Sushi	1
Thai Room	1
James Cheese Back Ribs	1
Uncle Tony's Pizza and Pasta	1
Chubby's Jamaican Kitchen	1
Jacobs & Co.	1
Mandarin Buffet	1
Aquila	1
Pero Restaurant	1
Messini Authentic Gyros	1
Vi Pei Bistro - Bluffs	1
Francobollo	1
Skyline Restaurant	1
Jangwon 장원	1
Fieramosca Cafe	1
The Station	1
Tinuno	1
Mezes	1
Ossington Stop	1
Pantheon	1
F'Amelia	1
OddSeoul	1
Cultivate The Pause	1
Silk	1
Cibo Wine Bar King Street	1
Kokoro Sushi	1
Regency Restaurant	1
Banh Mi Nguyen Huong	1
Ontario Restaurant	1
17 Steak House and Bar	1
Sushi Villa	1
Capital Sweets and Samosas	1
nodo	1
P & G's Fish and Chips	1
Grill Gate	1
Vinnia Meats	1
The Caribbean Dutchpot	1
Piano Piano	1
Izba Schnitzel House	1
Imonay House Restaurant 뉴 · 이모네집	1
Iqbal Kebab & Sweet Centre	1
Oishi Sushi	1
Cafe Pleiade	1
Zakkushi ざっ串	1
El Rinconcito Mexicano	1
Anatolian's Turkish Restaurant	1
Souk Tabule	1
Globe Bistro	1
Kalyvia	1
Thai Chef Cuisine	1
Anjappar Authentic Chettinadu Restaurant	1
Wingburger	1
Rush Hour	1
Kub Khao	1
Souvlaki Hut	1

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
25	M6G	Downtown Toronto	Christie	43.6683	-79.4205	2	Korean Restaurant	Indian Restaurant	Mexican Restaurant	Diner	Ethiopian Restaurant	Chinese Restaurant	Latin American Restaurant	Eastern European Restaurant	Ramen Restaurant	South American Restaurant
52	M2M	North York	Willowdale, Newtonbrook	43.7915	-79.4103	2	Korean Restaurant	Middle Eastern Restaurant	Japanese Restaurant	Halal Restaurant	Sushi Restaurant	Fried Chicken Joint	Food Truck	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant
59	M2N	North York	Willowdale, Willowdale East	43.7673	-79.4111	2	Korean Restaurant	Japanese Restaurant	Ramen Restaurant	Sushi Restaurant	Fried Chicken Joint	Chinese Restaurant	Burger Joint	Middle Eastern Restaurant	Mexican Restaurant	Salad Place

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
1433	Humberlea, Emery	43.7366	-79.5401	The Suya Spot	43.739510	-79.538722	African Restaurant
1434	Humberlea, Emery	43.7366	-79.5401	Mi Pueblo Lindo	43.739420	-79.538890	Latin American Restaurant
1435	Humberlea, Emery	43.7366	-79.5401	Mi Pueblo	43.739467	-79.538898	Latin American Restaurant
1436	Humberlea, Emery	43.7366	-79.5401	Igors European Deli	43.739755	-79.538673	Deli / Bodega
1437	Humberlea, Emery	43.7366	-79.5401	P & G's Fish and Chips	43.739841	-79.538552	Fish & Chips Shop

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
40	M3K	North York	Downsview	43.739	-79.4692	5	Vietnamese Restaurant	Caribbean Restaurant	Fried Chicken Joint	Food Court	Falafel Restaurant	Snack Place	Diner	Belgian Restaurant	Gastropub	Argentinian Restaurant
46	M3L	North York	Downsview	43.7334	-79.5116	5	Vietnamese Restaurant	Caribbean Restaurant	Fried Chicken Joint	Food Court	Falafel Restaurant	Snack Place	Diner	Belgian Restaurant	Gastropub	Argentinian Restaurant
53	M3M	North York	Downsview	43.7319	-79.4928	5	Vietnamese Restaurant	Caribbean Restaurant	Fried Chicken Joint	Food Court	Falafel Restaurant	Snack Place	Diner	Belgian Restaurant	Gastropub	Argentinian Restaurant
60	M3N	North York	Downsview	43.7568	-79.521	5	Vietnamese Restaurant	Caribbean Restaurant	Fried Chicken Joint	Food Court	Falafel Restaurant	Snack Place	Diner	Belgian Restaurant	Gastropub	Argentinian Restaurant

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
996	Downsview	43.7390	-79.4692	Main Cafeteria (Bombardier)	43.737931	-79.471144	Food Court
997	Downsview	43.7390	-79.4692	Fly By (Bombardier)	43.737632	-79.469056	Snack Place
1216	Downsview	43.7334	-79.5116	Banh Mi Saigon	43.729331	-79.512646	Vietnamese Restaurant
1217	Downsview	43.7334	-79.5116	Pho Tien Phat	43.729314	-79.512563	Vietnamese Restaurant
1375	Downsview	43.7319	-79.4928	Perogie Chef	43.730969	-79.485018	Diner
1502	Downsview	43.7568	-79.5210	Pho Com Viet Nam	43.756631	-79.518336	Vietnamese Restaurant
1505	Downsview	43.7568	-79.5210	Popeyes Louisiana Kitchen	43.756604	-79.516047	Fried Chicken Joint
1507	Downsview	43.7568	-79.5210	Living Well	43.756461	-79.515989	Caribbean Restaurant
1508	Downsview	43.7568	-79.5210	Pita Land	43.757520	-79.514628	Falafel Restaurant
1510	Downsview	43.7568	-79.5210	Pho Mi Viet Hoa	43.751936	-79.515979	Vietnamese Restaurant

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
546	Leaside	43.7124	-79.3644	Kintako Japanese Restaurant	43.711597	-79.363962	Sushi Restaurant
547	Leaside	43.7124	-79.3644	South St. Burger	43.710510	-79.361584	Burger Joint
548	Leaside	43.7124	-79.3644	Mt Everest Restaurant	43.713266	-79.366520	Indian Restaurant
553	Leaside	43.7124	-79.3644	Tao Northern Chinese Cuisine	43.712281	-79.364335	Peking Duck Restaurant
555	Leaside	43.7124	-79.3644	ND sushi and grill	43.711486	-79.363887	Sushi Restaurant
556	Leaside	43.7124	-79.3644	Mong Sushi & Grill	43.711519	-79.363872	Sushi Restaurant
560	Leaside	43.7124	-79.3644	Mucho Burrito Fresh Mexican Grill	43.706746	-79.361707	Mexican Restaurant
562	Leaside	43.7124	-79.3644	Maki Sushi	43.710127	-79.362466	Sushi Restaurant

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
29	M4H	East York	Thorncliffe Park	43.7059	-79.3464	7	Indian Restaurant	Turkish Restaurant	Afghan Restaurant	Middle Eastern Restaurant	Asian Restaurant	Burger Joint	Fried Chicken Joint	Arepa Restaurant	Ethiopian Restaurant	Falafel Restaurant
47	M4L	East Toronto	India Bazaar, The Beaches West	43.6693	-79.3155	7	Indian Restaurant	Italian Restaurant	Sushi Restaurant	Halal Restaurant	Gastropub	French Restaurant	Fish & Chips Shop	Diner	Snack Place	Burrito Place

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
1993	Summerhill West, Rathnelly, South Hill, Forest...	43.6861	-79.4025	Scaramouche	43.681293	-79.399492	French Restaurant
1995	Summerhill West, Rathnelly, South Hill, Forest...	43.6861	-79.4025	Daeco Sushi	43.687838	-79.395652	Sushi Restaurant
1998	Summerhill West, Rathnelly, South Hill, Forest...	43.6861	-79.4025	Popeyes Louisiana Kitchen	43.689300	-79.395302	Fried Chicken Joint
1999	Summerhill West, Rathnelly, South Hill, Forest...	43.6861	-79.4025	Sprout	43.687996	-79.394651	Vietnamese Restaurant
2003	Summerhill West, Rathnelly, South Hill, Forest...	43.6861	-79.4025	Holy Chuck	43.687715	-79.394128	Burger Joint

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
18	M1E	Scarborough	Guildwood, Morningside, West Hill	43.7678	-79.1866	9	Greek Restaurant	Indian Restaurant	Filipino Restaurant	Chinese Restaurant	Mexican Restaurant	Fried Chicken Joint	Halal Restaurant	Hot Dog Joint	Eastern European Restaurant	Empanada Restaurant
41	M4K	East Toronto	The Danforth West, Riverdale	43.6803	-79.3538	9	Greek Restaurant	Sushi Restaurant	Italian Restaurant	Burger Joint	Caribbean Restaurant	Fried Chicken Joint	Fish & Chips Shop	Mexican Restaurant	Mediterranean Restaurant	Ramen Restaurant

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
9	Regent Park, Harbourfront	43.6555	-79.3626	Sukhothai	43.658444	-79.365681	Thai Restaurant
11	Regent Park, Harbourfront	43.6555	-79.3626	Mangia and Bevi Resto-Bar	43.652250	-79.366355	Italian Restaurant
13	Regent Park, Harbourfront	43.6555	-79.3626	Fusaro's	43.653347	-79.369517	Italian Restaurant
14	Regent Park, Harbourfront	43.6555	-79.3626	Souvlaki Express	43.655584	-79.364438	Greek Restaurant
16	Regent Park, Harbourfront	43.6555	-79.3626	Souk Tabule	43.653756	-79.354390	Mediterranean Restaurant
17	Regent Park, Harbourfront	43.6555	-79.3626	El Catrin	43.650601	-79.358920	Mexican Restaurant
18	Regent Park, Harbourfront	43.6555	-79.3626	Cluny Bistro & Boulangerie	43.650565	-79.357843	French Restaurant
22	Regent Park, Harbourfront	43.6555	-79.3626	Schnitzel Queen	43.654239	-79.370533	German Restaurant
26	Regent Park, Harbourfront	43.6555	-79.3626	Berkeley Bistro	43.649960	-79.363888	Gastropub
27	Regent Park, Harbourfront	43.6555	-79.3626	Ontario Restaurant	43.658883	-79.368369	Diner
28	Regent Park, Harbourfront	43.6555	-79.3626	Buster's Sea Cove Truck	43.653647	-79.357878	Food Truck
29	Regent Park, Harbourfront	43.6555	-79.3626	Izumi	43.649970	-79.360153	Asian Restaurant
30	Regent Park, Harbourfront	43.6555	-79.3626	Ardo	43.651201	-79.368350	Italian Restaurant
33	Regent Park, Harbourfront	43.6555	-79.3626	Madrina Bar y Tapas	43.649675	-79.359590	Spanish Restaurant
34	Regent Park, Harbourfront	43.6555	-79.3626	Sukhothai	43.653701	-79.354447	Thai Restaurant
35	Regent Park, Harbourfront	43.6555	-79.3626	Archeo	43.650667	-79.359431	Italian Restaurant
36	Regent Park, Harbourfront	43.6555	-79.3626	Pure Spirits Oyster House & Grill	43.650409	-79.358648	Seafood Restaurant
37	Regent Park, Harbourfront	43.6555	-79.3626	Sultan Of Samosas	43.660227	-79.366226	Indian Restaurant
39	Regent Park, Harbourfront	43.6555	-79.3626	Oriental Taste	43.655304	-79.365312	Chinese Restaurant
40	Regent Park, Harbourfront	43.6555	-79.3626	South St. Burger	43.651579	-79.367303	Burger Joint
41	Regent Park, Harbourfront	43.6555	-79.3626	Pita Land	43.651562	-79.367384	Falafel Restaurant
42	Regent Park, Harbourfront	43.6555	-79.3626	Mengrai Gourmet Thai	43.654102	-79.366800	Thai Restaurant
44	Regent Park, Harbourfront	43.6555	-79.3626	The Corktown Kitchen	43.653316	-79.362140	Gastropub
45	Regent Park, Harbourfront	43.6555	-79.3626	Nari Sushi	43.651385	-79.367790	Sushi Restaurant
48	Regent Park, Harbourfront	43.6555	-79.3626	BOKU	43.650015	-79.360241	Japanese Restaurant
50	Regent Park, Harbourfront	43.6555	-79.3626	George's BBQ	43.658032	-79.370317	BBQ Joint
307	St. James Town	43.6513	-79.3756	Gyu-Kaku Japanese BBQ	43.651422	-79.375047	Japanese Restaurant
308	St. James Town	43.6513	-79.3756	Hogtown Smoke	43.649287	-79.374689	Food Truck
310	St. James Town	43.6513	-79.3756	Crepe TO	43.650063	-79.374587	Creperie
311	St. James Town	43.6513	-79.3756	Mystic Muffin	43.652484	-79.372655	Middle Eastern Restaurant
312	St. James Town	43.6513	-79.3756	Terroni	43.650927	-79.375602	Italian Restaurant
313	St. James Town	43.6513	-79.3756	Pearl Diver	43.651481	-79.373600	Gastropub
316	St. James Town	43.6513	-79.3756	Beerbistro	43.649419	-79.377237	Gastropub
317	St. James Town	43.6513	-79.3756	Hawthorne Food and Drink	43.652270	-79.376318	Gastropub
318	St. James Town	43.6513	-79.3756	Triple A Bar (AAA)	43.651658	-79.372720	BBQ Joint
319	St. James Town	43.6513	-79.3756	The Poké Box	43.650469	-79.376317	Poke Place
320	St. James Town	43.6513	-79.3756	NAMI	43.650853	-79.375887	Japanese Restaurant
322	St. James Town	43.6513	-79.3756	The Chase	43.650952	-79.379422	New American Restaurant
323	St. James Town	43.6513	-79.3756	Carisma	43.649617	-79.375434	Italian Restaurant
325	St. James Town	43.6513	-79.3756	The George Street Diner	43.652970	-79.371467	Diner

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
189	Parkview Hill, Woodbine Gardens	43.7063	-79.3094	Jawny Bakers	43.705783	-79.312913	Gastropub
286	West Deane Park, Princess Gardens, Martin Grov...	43.6505	-79.5517	McNies Fish and Chips	43.645341	-79.548415	Fish & Chips Shop
290	West Deane Park, Princess Gardens, Martin Grov...	43.6505	-79.5517	Far East Chinese Food	43.649244	-79.548866	Chinese Restaurant
291	Rouge Hill, Port Union, Highland Creek	43.7878	-79.1564	Malt & Salt Fish & Chips	43.783655	-79.150843	Fish & Chips Shop
292	Don Mills	43.7334	-79.3329	Druxy's	43.728829	-79.329156	Deli / Bodega
293	Don Mills	43.7334	-79.3329	Eurest Dishes Cafe	43.727279	-79.332272	Food Court
407	Humewood-Cedarvale	43.6915	-79.4307	Sam's Food Store	43.689440	-79.435701	Deli / Bodega
412	Eringate, Bloordale Gardens, Old Burnhamthorpe...	43.6437	-79.5767	Popeyes Louisiana Kitchen	43.641310	-79.576930	Fried Chicken Joint
433	The Beaches	43.6784	-79.2941	The Beech Tree	43.680493	-79.288846	Gastropub
436	The Beaches	43.6784	-79.2941	Seaspray Restaurant	43.678888	-79.298167	Asian Restaurant
538	Caledonia-Fairbanks	43.6889	-79.4507	Rebozos	43.684773	-79.449588	Mexican Restaurant
712	Cedarbrae	43.7686	-79.2389	Thai One On	43.774468	-79.241268	Thai Restaurant
714	Hillcrest Village	43.8015	-79.3577	Villa Madina	43.801685	-79.363938	Mediterranean Restaurant
716	Hillcrest Village	43.8015	-79.3577	New Greattime Corp.	43.807414	-79.356717	Chinese Restaurant
870	Scarborough Village	43.7464	-79.2323	Anjappar Authentic Chettinadu Restaurant	43.741592	-79.226799	Indian Restaurant
991	Kennedy Park, Ionview, East Birchmount Park	43.7298	-79.2639	Chung Moi	43.732328	-79.269327	Chinese Restaurant
992	Kennedy Park, Ionview, East Birchmount Park	43.7298	-79.2639	Hakka No.1	43.727688	-79.266057	Chinese Restaurant
995	Bayview Village	43.7797	-79.3813	Wasabi Grand Buffet	43.782392	-79.386934	Asian Restaurant
1213	Golden Mile, Clairlea, Oakridge	43.7122	-79.2843	Hamish's Kitchen Fish & Chips	43.710909	-79.290838	Diner
1214	Golden Mile, Clairlea, Oakridge	43.7122	-79.2843	Jumbo Hamburger	43.710716	-79.290799	Diner
1215	York Mills, Silver Hills	43.7547	-79.3764	Windfields Cafeteria	43.755862	-79.370649	Cafeteria
1353	North Park, Maple Leaf Park, Upwood Park	43.7137	-79.4869	Nonna B's Food	43.715548	-79.489870	Deli / Bodega
1354	Cliffside, Cliffcrest, Scarborough Village West	43.7247	-79.2312	Vi Pei Bistro - Bluffs	43.727148	-79.229640	Bistro
1430	Del Ray, Mount Dennis, Keelsdale and Silverthorn	43.6934	-79.4857	Tin Nels	43.692171	-79.479021	Caribbean Restaurant
1519	Weston	43.7068	-79.5170	P&M Restaurant	43.701108	-79.518982	Diner
1520	Weston	43.7068	-79.5170	Popeyes Louisiana Kitchen	43.701045	-79.518921	Fried Chicken Joint
1525	Dorset Park, Wexford Heights, Scarborough Town...	43.7612	-79.2707	Roll N Bowl Korean & Japanese Cuisine	43.764656	-79.271010	Asian Restaurant
1526	Dorset Park, Wexford Heights, Scarborough Town...	43.7612	-79.2707	Starlite Family Restaurant	43.767459	-79.270901	Caribbean Restaurant
1528	York Mills West	43.7500	-79.3978	자매족발	43.744058	-79.400365	Korean Restaurant
1544	Forest Hill North & West, Forest Hill Road Park	43.6966	-79.4120	Nikko Sushi Japenese Restaurant	43.700443	-79.407957	Sushi Restaurant
1545	Forest Hill North & West, Forest Hill Road Park	43.6966	-79.4120	Cultivate The Pause	43.700396	-79.418590	Mediterranean Restaurant
1573	Westmount	43.6949	-79.5323	Mayflower Chinese Food	43.692753	-79.531566	Chinese Restaurant
1577	Westmount	43.6949	-79.5323	2 Bros Cuisine	43.692499	-79.531698	Middle Eastern Restaurant
1586	Willowdale, Willowdale West	43.7786	-79.4450	Belle Restaurant	43.774325	-79.442651	Eastern European Restaurant
1715	Kingsview Village, St. Phillips, Martin Grove ...	43.6898	-79.5582	Gourmet Express	43.693111	-79.557294	Chinese Restaurant
1991	Milliken, Agincourt North, Steeles East, L'Amo...	43.8177	-79.2819	Mr. Sushi	43.821600	-79.280989	Sushi Restaurant
2097	Rosedale	43.6827	-79.3730	The Cupcake Diner	43.684261	-79.365471	Food Truck
2199	Alderwood, Long Branch	43.6021	-79.5402	OBQ Burgers	43.605141	-79.547112	Burger Joint
2202	Northwest, West Humber - Clairville	43.7144	-79.5909	Xawaash	43.715786	-79.593053	Mediterranean Restaurant
2204	Northwest, West Humber - Clairville	43.7144	-79.5909	Swiss Pick	43.716150	-79.593843	Swiss Restaurant

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
5	M9A	Etobicoke	Islington Avenue, Humber Valley Village	43.6662	-79.5282	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	M1B	Scarborough	Malvern, Rouge	43.8113	-79.193	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
36	M5J	Downtown Toronto	Harbourfront East, Union Station, Toronto Islands	43.623	-79.3936	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
50	M9L	North York	Humber Summit	43.7598	-79.5565	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
58	M1N	Scarborough	Birch Cliff, Cliffside West	43.6952	-79.2646	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
61	M4N	Central Toronto	Lawrence Park	43.7301	-79.3935	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
62	M5N	Central Toronto	Roselawn	43.7113	-79.4195	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
95	M1X	Scarborough	Upper Rouge	43.834	-79.2069	13	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
10	M6B	North York	Glencairn	43.7081	-79.4479	10	Italian Restaurant	Japanese Restaurant	Asian Restaurant	Latin American Restaurant	Mediterranean Restaurant	Sushi Restaurant	French Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant
55	M5M	North York	Bedford Park, Lawrence Manor East	43.7335	-79.4177	10	Italian Restaurant	Thai Restaurant	Sushi Restaurant	Indian Restaurant	Japanese Restaurant	Greek Restaurant	Comfort Food Restaurant	Food Court	Eastern European Restaurant	Empanada Restaurant
98	M8X	Etobicoke	The Kingsway, Montgomery Road, Old Mill North	43.6518	-79.5076	10	Italian Restaurant	Sushi Restaurant	Tapas Restaurant	Seafood Restaurant	Chinese Restaurant	French Restaurant	Burger Joint	Greek Restaurant	Gluten-free Restaurant	Eastern European Restaurant
100	M7Y	East Toronto	Business reply mail Processing Centre, South C...	43.7804	-79.2505	10	Italian Restaurant	Deli / Bodega	Japanese Restaurant	Salad Place	Sushi Restaurant	Food Truck	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant

	Neighborhood	Neighborhood Latitude	Neighborhood Longitude	Venue	Venue Latitude	Venue Longitude	Venue Category
1	Parkwoods	43.7545	-79.3300	Bella Vita Catering & Private Chef Service	43.756651	-79.331524	BBQ Joint
2	Parkwoods	43.7545	-79.3300	Chick-N-Joy	43.759900	-79.326520	Fried Chicken Joint
3	Parkwoods	43.7545	-79.3300	Joey	43.753441	-79.321640	Burger Joint
4	Victoria Village	43.7276	-79.3148	Portugril	43.725819	-79.312785	Portuguese Restaurant
6	Victoria Village	43.7276	-79.3148	Wingburger	43.725580	-79.312851	Burger Joint
7	Victoria Village	43.7276	-79.3148	Vinnia Meats	43.730465	-79.307520	German Restaurant
296	Woodbine Heights	43.6913	-79.3116	Happy Sushi	43.686008	-79.311275	Sushi Restaurant
298	Woodbine Heights	43.6913	-79.3116	Thai Room	43.685605	-79.313213	Thai Restaurant
299	Woodbine Heights	43.6913	-79.3116	Firkin on Danforth	43.685553	-79.313427	Irish Pub
305	Woodbine Heights	43.6913	-79.3116	Hirut Ethiopian Cuisine	43.685597	-79.313737	Ethiopian Restaurant
541	Woburn	43.7712	-79.2144	Korean Grill House	43.770812	-79.214502	Korean Restaurant
542	Woburn	43.7712	-79.2144	El rey del cabrito, monterrey city mexico	43.768800	-79.219800	Mexican Restaurant
543	Woburn	43.7712	-79.2144	Al-Hamd Biryani & Pizza	43.767585	-79.219570	Indian Restaurant
916	East Toronto, Broadview North (Old East York)	43.6872	-79.3368	Ryan's Lemon Cutting School	43.688274	-79.344686	Brazilian Restaurant
918	East Toronto, Broadview North (Old East York)	43.6872	-79.3368	Karlovo	43.692715	-79.333931	Deli / Bodega
919	East Toronto, Broadview North (Old East York)	43.6872	-79.3368	Wing Machine	43.681770	-79.333252	Wings Joint
920	East Toronto, Broadview North (Old East York)	43.6872	-79.3368	Paul's Spaghetti	43.692984	-79.333487	Italian Restaurant
1512	Runnymede, The Junction North	43.6748	-79.4839	Saigon Bangkok	43.669513	-79.482176	Thai Restaurant
1514	Runnymede, The Junction North	43.6748	-79.4839	Newport Fish Importers	43.678546	-79.483491	Seafood Restaurant
1516	Runnymede, The Junction North	43.6748	-79.4839	Banh Cuon Thanh Truc	43.669455	-79.482585	Vietnamese Restaurant
1518	Runnymede, The Junction North	43.6748	-79.4839	Vietnamese Noodle House	43.668853	-79.483557	Vietnamese Restaurant
1578	Wexford, Maryvale	43.7507	-79.3003	Pili Pili Toronto	43.744820	-79.298389	African Restaurant
1580	Wexford, Maryvale	43.7507	-79.3003	Sahan Restaurant	43.745365	-79.296646	Halal Restaurant
1581	Wexford, Maryvale	43.7507	-79.3003	Top Gun Steak & Burgers	43.744917	-79.298242	Burger Joint
1582	Wexford, Maryvale	43.7507	-79.3003	Sequoia Lounge	43.745645	-79.295737	Middle Eastern Restaurant
2071	New Toronto, Mimico South, Humber Bay Shores	43.6075	-79.5013	Popeyes Louisiana Kitchen	43.602069	-79.499400	Fried Chicken Joint
2073	New Toronto, Mimico South, Humber Bay Shores	43.6075	-79.5013	Halibut House Fish and Chips Inc.	43.601960	-79.501147	Seafood Restaurant
2075	New Toronto, Mimico South, Humber Bay Shores	43.6075	-79.5013	Hex-Mex	43.601261	-79.502284	Mexican Restaurant
2078	South Steeles, Silverstone, Humbergate, Jamest...	43.7432	-79.5876	Popeyes Louisiana Kitchen	43.741202	-79.584545	Fried Chicken Joint
2081	South Steeles, Silverstone, Humbergate, Jamest...	43.7432	-79.5876	NORI SUSHI	43.742775	-79.586985	Japanese Restaurant
2082	South Steeles, Silverstone, Humbergate, Jamest...	43.7432	-79.5876	Caribbean Heat 2	43.743186	-79.582367	Caribbean Restaurant
2083	South Steeles, Silverstone, Humbergate, Jamest...	43.7432	-79.5876	Bento Sushi	43.741709	-79.579529	Sushi Restaurant
2481	Old Mill South, King's Mill Park, Sunnylea, Hu...	43.6325	-79.4939	Izba Schnitzel House	43.627567	-79.497410	Eastern European Restaurant
2482	Old Mill South, King's Mill Park, Sunnylea, Hu...	43.6325	-79.4939	Mamma Martino's	43.627899	-79.496052	Italian Restaurant
2484	Old Mill South, King's Mill Park, Sunnylea, Hu...	43.6325	-79.4939	Momos Bistro	43.627827	-79.498325	Italian Restaurant
2485	Old Mill South, King's Mill Park, Sunnylea, Hu...	43.6325	-79.4939	Empanadas DelSUR	43.627464	-79.497858	Latin American Restaurant

	Postal Code	Borough	Neighborhood	Latitude	Longitude	Cluster	1st Most Common Venue	2nd Most Common Venue	3rd Most Common Venue	4th Most Common Venue	5th Most Common Venue	6th Most Common Venue	7th Most Common Venue	8th Most Common Venue	9th Most Common Venue	10th Most Common Venue
7	M3B	North York	Don Mills	43.745	-79.359	12	Deli / Bodega	Food Court	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop
8	M4B	East York	Parkview Hill, Woodbine Gardens	43.7063	-79.3094	12	Gastropub	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
11	M9B	Etobicoke	West Deane Park, Princess Gardens, Martin Grov...	43.6505	-79.5517	12	Fish & Chips Shop	Chinese Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Food
12	M1C	Scarborough	Rouge Hill, Port Union, Highland Creek	43.7878	-79.1564	12	Fish & Chips Shop	Wings Joint	Doner Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Food	Food Court
13	M3C	North York	Don Mills	43.7334	-79.3329	12	Deli / Bodega	Food Court	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop
16	M6C	York	Humewood-Cedarvale	43.6915	-79.4307	12	Deli / Bodega	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
17	M9C	Etobicoke	Eringate, Bloordale Gardens, Old Burnhamthorpe...	43.6437	-79.5767	12	Fried Chicken Joint	Doner Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food	Food Court
19	M4E	East Toronto	The Beaches	43.6784	-79.2941	12	Gastropub	Asian Restaurant	Fried Chicken Joint	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
21	M6E	York	Caledonia-Fairbanks	43.6889	-79.4507	12	Mexican Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
26	M1H	Scarborough	Cedarbrae	43.7686	-79.2389	12	Thai Restaurant	Wings Joint	French Restaurant	Dumpling Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop
27	M2H	North York	Hillcrest Village	43.8015	-79.3577	12	Mediterranean Restaurant	Chinese Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop
32	M1J	Scarborough	Scarborough Village	43.7464	-79.2323	12	Indian Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
38	M1K	Scarborough	Kennedy Park, Ionview, East Birchmount Park	43.7298	-79.2639	12	Chinese Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
39	M2K	North York	Bayview Village	43.7797	-79.3813	12	Asian Restaurant	Wings Joint	Fried Chicken Joint	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
44	M1L	Scarborough	Golden Mile, Clairlea, Oakridge	43.7122	-79.2843	12	Diner	Doner Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food	Food Court
45	M2L	North York	York Mills, Silver Hills	43.7547	-79.3764	12	Cafeteria	Wings Joint	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food	Food Court
49	M6L	North York	North Park, Maple Leaf Park, Upwood Park	43.7137	-79.4869	12	Deli / Bodega	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
51	M1M	Scarborough	Cliffside, Cliffcrest, Scarborough Village West	43.7247	-79.2312	12	Bistro	Wings Joint	Fried Chicken Joint	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
56	M6M	York	Del Ray, Mount Dennis, Keelsdale and Silverthorn	43.6934	-79.4857	12	Caribbean Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
64	M9N	York	Weston	43.7068	-79.517	12	Diner	Fried Chicken Joint	Indian Restaurant	Indian Chinese Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop
65	M1P	Scarborough	Dorset Park, Wexford Heights, Scarborough Town...	43.7612	-79.2707	12	Asian Restaurant	Caribbean Restaurant	Wings Joint	Fried Chicken Joint	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
66	M2P	North York	York Mills West	43.75	-79.3978	12	Korean Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
68	M5P	Central Toronto	Forest Hill North & West, Forest Hill Road Park	43.6966	-79.412	12	Sushi Restaurant	Mediterranean Restaurant	Fried Chicken Joint	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
70	M9P	Etobicoke	Westmount	43.6949	-79.5323	12	Chinese Restaurant	Middle Eastern Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop
72	M2R	North York	Willowdale, Willowdale West	43.7786	-79.445	12	Eastern European Restaurant	Wings Joint	Doner Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food	Food Court
77	M9R	Etobicoke	Kingsview Village, St. Phillips, Martin Grove ...	43.6898	-79.5582	12	Chinese Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
85	M1V	Scarborough	Milliken, Agincourt North, Steeles East, L'Amo...	43.8177	-79.2819	12	Sushi Restaurant	French Restaurant	Dumpling Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
91	M4W	Downtown Toronto	Rosedale	43.6827	-79.373	12	Food Truck	Wings Joint	Doner Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
93	M8W	Etobicoke	Alderwood, Long Branch	43.6021	-79.5402	12	Burger Joint	Wings Joint	Fried Chicken Joint	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop	Food
94	M9W	Etobicoke	Northwest, West Humber - Clairville	43.7144	-79.5909	12	Mediterranean Restaurant	Swiss Restaurant	Wings Joint	French Restaurant	Eastern European Restaurant	Empanada Restaurant	Ethiopian Restaurant	Falafel Restaurant	Filipino Restaurant	Fish & Chips Shop