**Data and descriptions are copy from [http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html][1]** This is the data set used for The Third International Knowledge Discovery and Data Mining Tools Competition, which was held in conjunction with KDD-99 The Fifth International Conference on Knowledge Discovery and Data Mining. The competition task was to build a network intrusion detector, a predictive model capable of distinguishing between bad'' connections, called intrusions or attacks, andgood'' normal connections. This database contains a standard set of data to be audited, which includes a wide variety of intrusions simulated in a military network environment. [1]: http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html