Exercise

Fixing typos with string distance

In this chapter, one of the datasets you'll be working with, zagat, is a set of restaurants in New York, Los Angeles, Atlanta, San Francisco, and Las Vegas. The data is from Zagat, a company that collects restaurant reviews, and includes the restaurant names, addresses, phone numbers, as well as other restaurant information.

The city column contains the name of the city that the restaurant is located in. However, there are a number of typos throughout the column. Your task is to map each city to one of the five correctly-spelled cities contained in the cities data frame.

dplyr and fuzzyjoin are loaded, and zagat and cities are available.

Instructions 1/2

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Count the number of each variation of city name in zagat.