Macroinvertebrate data, and environmental variables including water quality, and land use data were collected at Three Mile Creek, Wangaratta, Victoria, Australia. The samples were collected seasonally in 2013 (December), 2014 (April, August, and November), and 2015 (May). This data was collected to develop a protocol for dealing with spatial and temporal confounding