Yonkers residents say police swarmed Sadore Lane on Sunday in pursuit of two men through several apartment buildings.
Resident Raymond Paturzo said the massive police search Sunday afternoon resulted in two men being taken away in handcuffs from his building around 6 p.m.
Police have not released information about the incident, and have not disclosed any charges the pair might be facing.
However, neighbors say the incident was a drug deal gone bad involving a separate group of people.
Police say that no one was was taken to the hospital, but other neighbors say someone involved did reportedly sustain minor cuts.
Officials would only say they are questioning several people about the incident, and called it an ongoing investigation.