A wireless network includes wireless network devices each having at least one radio providing wireless services to wireless clients. A first wireless network device collects first information and first measurement from at least one client using the at least one radio in the first wireless network device. A second wireless network device is configured to collect second information and second measurements from the at least one client using the at least one radio in the second wireless network device. Either one or both of the first and second wireless network devices is configured to determine a score about the relationship between the at least one radio in the first wireless network device and the at least one radio the second wireless network device using at least the first information and the second information, and the first measurements and the second measurements.