Creating a surrogate commuter network from Australian Bureau of Statistics census data
Kristopher M Fair, Cameron Zachreson, Mikhail Prokopenko
SCIENTIFIC DATA | NATURE PUBLISHING GROUP | Published : 2019
Between the 2011 and 2016 national censuses, the Australian Bureau of Statistics changed its anonymity policy compliance system for the distribution of census data. The new method has resulted in dramatic inconsistencies when comparing low-resolution data to aggregated high-resolution data. Hence, aggregated totals do not match true totals, and the mismatch gets worse as the data resolution gets finer. Here, we address several aspects of this inconsistency with respect to the 2016 usual-residence to place-of-work travel data. We introduce a re-sampling system that rectifies many of the artifacts introduced by the new ABS protocol, ensuring a higher level of consistency across partition sizes..View full abstract
Awarded by Australian Research Council
We acknowledge the Australian Bureau of Statistic (ABS) for providing all of the raw data as well as general advice in regards to the nature of their perturbation procedures. The Authors were supported through the Australian Research Council Discovery Project DP160102742.