1. A method comprising: assigning, by a network device, a plurality of client devices in a wireless network into a number of clusters; calculating, by the network device, a cluster centroid for each cluster of client devices based on locations of the client devices; calculating, by the network device, an average distance between each client device in a particular cluster and the original cluster centroid location for the particular cluster; determining, by the network device, that the number of clusters is associated with a low average distance from each client device in a respective cluster to a respective cluster centroid; including, by the network device, an access point located closest to the respective cluster centroid in a subset of access points in the wireless network; and assigning, by the network device, the subset of access points in the wireless network to a high priority.