To be clear: The red pins are restaurants that have gone out of business and are closed permanently; not restaurants that aren't currently open, but will open later in the day for (e.g. for dinner).
The Yelp API provides data on whether a restaurant is still in business and is fairly accurate.
The Yelp API provides data on whether a restaurant is still in business and is fairly accurate.