UNSW-NB15 is a comprehensive data set for network intrusion detection systems. The data set has a hybrid of the real modern normal and the contemporary synthesized attack activities of the network traffic. Existing and novel methods are utilised to generate the features of the UNSWNB15 data set. Argus was used to generate some of the features of the set, and the data is available as argus data.