Restaurants & Cafes Point Of Interests Data in United States of America

Download POIs data which include various types of eateries, such as fast food, casual dining, fine dining, ethnic cuisine, coffee shops, bakeries, etc., facilitating efficient access and enhancing user experiences.

Restaurants, and Cafés points of interest data in USA – POI data

The Restaurants and Cafes POI dataset for the United States of America (USA) provides a comprehensive collection of real-world locations that are identifiable and named, specifically focusing on restaurants and cafes. These POIs include various types of eateries, such as fast food, casual dining, fine dining, ethnic cuisine, coffee shops, bakeries, etc., facilitating efficient access and enhancing user experiences.

Total Number of records
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727,234

Number of Restaurants with Phone Numbers
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616,451

Number of Restaurants with Websites
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402,456

Number of Restaurants with Traffic Label data
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Download USA's Restaurants, and Cafés Points of Interest Data

This dataset employs various categorization methods to classify restaurants and cafes based on type, subtype, location, and attributes. The type categorization encompasses broad classifications like restaurant or café, while subtypes offer finer granularity such as specific cuisines. Location data pinpoints the exact geographical coordinates of each restaurant or café, enabling precise mapping. Furthermore, the dataset offers an array of attributes that furnish additional information about these restaurants and cafes, such as contact details, operational hours, ratings, reviews, and other relevant data.

Key Variables

The Restaurants and Cafes POI dataset for the United States of America (USA) provides a comprehensive collection of real-world locations that are identifiable and named, specifically focusing on restaurants and cafes. These POIs include various types of eateries, such as fast food, casual dining, fine dining, ethnic cuisine, coffee shops, bakeries, etc., facilitating efficient access and enhancing user experiences.

Name
Description
Type
reservations
Information about reservation options
String
is_closed
Status of the location (open or closed)
Boolean
sequence
Sequence number or order
Integer
geometry
Geometrical data of the location
String (JSON format)
poi_website
Website of the point of interest
String (URL)
hotel_services
Services specific to the hotel
List of Strings
hotel_rank
Ranking of the hotel within a system
Integer
collection_date
Date when the data was collected
Date
keywords_used_in_search
Keywords used in searches for the location
List of Strings
img_links
Links to images of the location
List of Strings
description
Description of the point of interest
String
poi_news
News related to the point of interest
List of Strings
poi_time_zone
Time zone of the point of interest
String
properties
Properties or characteristics of the location
List of Strings
meal_weekly_trends
Weekly trends for meal times
List of Integers
day_traffic_trends
Daily traffic trends
List of Integers
tarffic_label
Label describing traffic conditions
String
traffic_score
Score representing the amount of traffic
Integer
online_visibility
Visibility of the location online
Boolean
phone
Contact phone number
String
photos
Links to photos of the location
List of Strings
reviews_no
Number of reviews
Integer
price_range
Price range (low, medium, high)
String
rate
Average rating out of 5
Float
price_range_icons
Icons representing the price range
List of Strings
map_link
Link to the location on the map
String (URL)
services
Services offered by the location
List of Strings
tags5
Quinary categorization tag
String
tags4
Quaternary categorization tag
String
district
District where the location is situated
String
tags2
Secondary categorization tag
String
tags3
Tertiary categorization tag
String
country
Country where the location is situated
String
province
Province or state where the location is situated
String
tags1
Primary categorization tag
String
_geojson
GeoJSON format data representing geographical features
String (JSON format)
latitude
Latitude coordinate
Float
poi_name
Name of the point of interest
String
address_text
Full address of the location
String
longitude
Longitude coordinate
Float
place_id
Unique identifier for the place
String

Use Cases

How can this dataset benefit you?

Trend Analysis for Targeted Advertising

Merge restaurant data with customer insights for personalized ads. Identify preferences, optimize timing, and increase ROI by connecting deeply with your audience.

Location Intelligence for Restaurant Placement

Maximize property potential with district info, traffic trends, and reviews. Find ideal spots for cafes or fine dining, ensuring commercial success.

Traffic Management – Peak Traffic Insights

Ease urban congestion using dataset insights. Analyze eatery traffic trends for smoother mobility during peak hours.

How Many Restaurants in the United States in 2023

There are 905,000 restaurants/ Cafe's in the U.S as of the 4th quarter of 2023. That's about 1 restaurant / face for every 365 people.

Restaurants database in the U.S

How Many Restaurants Per State in the United States

There are 50 states in the U.S., the distribution varies heavily with California having 101,595 Restaurant / Cafe or over 11% of the total market.

Texas on the other hand contain 102,984 restaurants which is close to California in numbers.

New York State has 57,528 restaurants / cafe establishment or 6% of the market.

Restaurants distribution per state
Restaurants Distribution per state

How Many Restaurants Without a website

A website is the digital cornerstone of a restaurant's success, with 70% of diners stating they're more likely to visit an eatery after exploring its website online.

616,451 restaurants out of 905,000 have a website or an online visibility page such as instagram of facebook.

💡68% of restaurants / Cafe's have online presence either as a website of social media profiles

Over 43,000 restaurants use facebook pages without having a website as their branding

Restaurants with a website

How Many Restaurants In  the United States Closed in 2023

47,489 Restaurants / Cafe's closed in the past two months alone, we labeled all those restaurants that closed including their location on the map.

💡5% of restaurants closed in July, Aug. 2023

Who is marketing online and where do they advertise?

Restaurants Advertising in 2023
💡27,751 restaurants / cafe's (2%) advertise on other websites or local news websites.

West and East USA

West USA

East USA

Restaurants & Cafes by Province

West USA has over 424,027 restaurants and cafes and East USA has 481,145 making a total of 905,172 restaurants and cafes in the United States.California has 109,360 restaurants and cafes which is the highest in the entire USA followed by Texas with 81,010, Florida with 63,500, New York with 51,082, and Pennsylvania with 35,117 restaurants and cafes.

Cafe Distribution

3.7% of the F&B establishments in West USA are cafes and 4.5%  of the F&B establishments in East USA are cafes. The cafe with over 38,000 reviews is in Louisiana and it’s ‘highly visited’. California has 4,185 cafes which is the highest in the entire USA followed by Florida with 3,260 while the United States Virgin Islands has 4 cafes which is the lowest number in the USA.

Traffic Score and Popularity of Restaurants & Cafes

103,129 restaurants out of the overall 905,172 restaurants and cafes in the United States have high traffic and are highly visited. Florida has the highest number of highly visited restaurants and cafes with 8,290, followed by New York with 4,825 and Georgia with 4,230 restaurants and cafes.

Data Visualization Video:

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Frequently Asked Questions

Find answers to commonly asked questions about our spatial analyst platform.

How many restaurants in the US?

905,455 restaurant and cafés within USA

What are the most expensive restaurants in USA?

the names of some of the most expensive restaurants in the USA: 212 Steakhouse, Bern’s Steak House, Industry Kitchen, Norma’s, Serendipity, Le Burger Brasserie, French Laundry, Meadowood, Per-Se, Alinea, Guy Savoy, and Joel Robuchon.

Is restaurant business profitable in USA?

Yes, the restaurant business can be profitable in the USA, but it depends on various factors such as location, type of restaurant, and management.

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