This one isn't spam. Other online maps confirm a business named Atlanta Eagle here. It's a gay bar. The note definitely needed to be clearer about what the establishment is. It might need a survey (hoping this anonymous user sees and decides to leave a more detailed note with that information, or join OSM and add it). It looks like their website is atlantaeagle.com.