[SAMPLE] Restaurants and F&B Dataset - United States of America (US)

## **Overview**

> This is a sample of our US Restaurants data product (temporal). The product contains **`1M+ restaurants`** updated monthly, and additional columns catered for leads and segmentation.

🔺 Interact with this this dataset on [catalog.dotlas.com](https://catalog.dotlas.com)

> Additionally, we also curate restaurant menu data including dishes, prices, price history, restaurant promotions and social insights. This sample contains < 500 restaurants from New York City.

For pricing and licensing details please [**contact us**](mailto:[e-mail])

**Use cases**

🕰 Analyze competitor opening hours on each day of the week to help create an optimal operating time frame.
📈 Identify trending cuisines in different regions by analyzing the frequency and distribution of various cuisine types in different cities.
💰 Use the distribution data to identify underserved areas with high potential for new restaurant openings based on the lack of certain cuisine types.

### **Potential Sectors**
* Food & Beverages (F&B)
* GIS (Geographic Information Systems) and Geocoding Services
* Marketing and Advertising Leads
* Competitor Monitoring & Market Analysis
* Financial tickering of F&B brand performance
* Site Selection & Suitability Analysis
* Real Estate Proximity Analysis

**Key features**

▶️ **Restaurant Identification**: Includes unique identifiers and names for each restaurant.

▶️ **Geographical Data**: Detailed information about the `country`, `subregion`, `city`, `area`, and precise geographical coordinates (`latitude` and `longitude`) of each restaurant.

▶️ **Contact Information**: Addresses, phone numbers, email addresses, and website URLs.

▶️ **Social Media Presence**: Links to `Instagram`, `Facebook`, and `Twitter` profiles where available.

▶️ **Amenities**: Information on various amenities such as acceptance of credit cards, availability of Wi-Fi, presence of outdoor seating, and more.

▶️ **Additional Metadata**: Information on entertainment options, executive chef names, dress codes, dining styles, and more.

搜集汇总

背景与挑战

背景概述

该数据集是美国餐厅和餐饮业的样本数据，包含超过100万家餐厅的月度更新信息，涵盖地理坐标、联系方式、社交媒体和设施等关键特征。它适用于竞争分析、市场趋势识别和选址评估等商业用途。