Food & Beverage Establishment & Menu Data

**Brizo FoodMetrics Establishment Data** provides over 100 attributes at the establishment and menu item level, offering insights into various aspects of the food industry. With data covering business types, amenities, ambiances, dishes, ingredients, diets, and more, this dataset allows for an in-depth analysis of market trends. Covering both chain and independent establishments across the globe, Brizo has unmatched historical data all the way back to 2021.

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# Key Components:

## Establishment Attributes:

- Fully Geolocated Establishments (Lat/Long, Zip, City, Metro, etc.)
- Business Types: 31 types (e.g., restaurants, bars, cafes)
- Amenities: 48 options (e.g., parking, Wi-Fi)
- Ambiances: 18 types (e.g., cozy, casual, upscale)
- Diets: 21 dietary options (e.g., vegan, gluten-free)
- Awards: 16 categories
- Tech / Service Vendors: 1122 unique observed vendors
- Regional Cuisines: 121 distinct types

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## Menu and Menu Item Attributes:

Detailed insights at the menu and menu item levels, including pricing, descriptions, and data sources for each menu item. The data also includes normalized dishes and ingredients associated with any observed menu item!

- Name, Price, Description
- Menu Sources: 41 distinct sources
- Dishes / Ingredients: 1522 distinct normalized hierarchical entities, sorted into 49 categories and 518 subcategories (e.g. pizza, mozzarella, spinach, burrito, poutine, etc.)

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## Chain-Level Data:

For chain establishments, specific chain-level attributes are available, providing insights into chain-wide trends and operations.

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## Establishment-Level Ratings and Reviews:

The dataset includes ratings and reviews data for each establishment, offering insights into customer satisfaction and feedback.

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## Technologies Used by Establishments:

Information on the technologies used by establishments, such as reservation systems, online ordering platforms, POS systems, etc.

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# Primary Fields Included:

- Business types, amenities, ambiances, dishes
- Menu-level details such as item prices and descriptions.
- Normalized hierarchical dishes and ingredients (extracted and inferred)
- Chain-level insights (where applicable).
- Establishment-level ratings, reviews, and technology usage.

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## Included Metro Areas:

Brizo FoodMetrics offers comprehensive foodservice market intelligence across the US, Canada, UK, Ireland, Australia, and New Zealand.<br/>The trial data in this listing is limited to establishments in the following metro areas:

- US/NY/New York-Newark-Jersey City NY-NJ-PA
- GB/ENG/Greater London
- CA/ON/Toronto, ON
- AU/VIC/Melbourne - Inner
- NZ/AUK/Auckland

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# NOTE ON TRIAL DATA:

The following measures have been applied to protect our intellectual property:

1. All lists, categories, hierarchies, etc. have been individually compressed (i.e. flattened lists are incomplete)
2. Certain tables from the paid dataset (mainly proprietary Brizo Scores) have been omitted
3. A large portion of the data has been masked. Masked data is clearly marked as such. Data can be masked at any level (individual substrings in comma separated lists, individual table fields, entire table rows, etc.)
4. Custom (unmasked) samples can be attained by contacting the sales team

搜集汇总

背景与挑战

背景概述

该数据集提供全球餐饮场所及菜单项的100多个属性，涵盖业务类型、设施、菜品、原料、评分等技术细节，支持市场趋势分析。试用数据覆盖纽约、伦敦等特定大都市区，部分信息经过脱敏处理。