One of the major research challenges in this field is the unavailability of a comprehensive network based data set which can reflect modern network traffic scenarios, vast varieties of low footprint intrusions and depth structured information about the network traffic. Evaluating network intrusion detection systems research efforts, KDD98, KDDCUP99 and NSLKDD benchmark data sets were generated a decade ago. However, numerous current studies showed that for the current network threat environment, these data sets do not inclusively reflect network traffic and modern low footprint attacks.

Dataset Files

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[1] Nour Moustafa, "UNSW_NB15 dataset", IEEE Dataport, 2019. [Online]. Available: Accessed: Feb. 01, 2023.
doi = {10.21227/8vf7-s525},
url = {},
author = {Nour Moustafa },
publisher = {IEEE Dataport},
title = {UNSW_NB15 dataset},
year = {2019} }
T1 - UNSW_NB15 dataset
AU - Nour Moustafa
PY - 2019
PB - IEEE Dataport
UR - 10.21227/8vf7-s525
ER -
Nour Moustafa. (2019). UNSW_NB15 dataset. IEEE Dataport.
Nour Moustafa, 2019. UNSW_NB15 dataset. Available at:
Nour Moustafa. (2019). "UNSW_NB15 dataset." Web.
1. Nour Moustafa. UNSW_NB15 dataset [Internet]. IEEE Dataport; 2019. Available from :
Nour Moustafa. "UNSW_NB15 dataset." doi: 10.21227/8vf7-s525