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Summary

DS-0928
NSL-KDD dataset
External Dataset
External Data Source
University of New Brunswick
01/01/2009
01/01/2009
50 (lowest rank is 50)

Category & Restrictions

Other
cyber defense competitions, intrusion detection
Unrestricted
Unknown

Description


An effective benchmark data set to help researchers compare different intrusion detection methods.

NSL-KDD is a data set suggested to solve some of the inherent problems of the KDD'99 data set . Although, this new version of the KDD data set still suffers from some of the problems discussed by McHugh and may not be a perfect representative of existing real networks, because of the lack of public data sets for network-based IDSs, we believe it still can be applied as an effective benchmark data set to help researchers compare different intrusion detection methods.

Furthermore, the number of records in the NSL-KDD train and test sets are reasonable. This advantage makes it affordable to run the experiments on the complete set without the need to randomly select a small portion. Consequently, evaluation results of different research work will be consistent and comparable.

Data files

KDDTrain+.ARFF: The full NSL-KDD train set with binary labels in ARFF format
KDDTrain+.TXT: The full NSL-KDD train set including attack-type labels and difficulty level in CSV format
KDDTrain+_20Percent.ARFF: A 20% subset of the KDDTrain+.arff file
KDDTrain+_20Percent.TXT: A 20% subset of the KDDTrain+.txt file
KDDTest+.ARFF: The full NSL-KDD test set with binary labels in ARFF format
KDDTest+.TXT: The full NSL-KDD test set including attack-type labels and difficulty level in CSV format
KDDTest-21.ARFF: A subset of the KDDTest+.arff file which does not include records with difficulty level of 21 out of 21
KDDTest-21.TXT: A subset of the KDDTest+.txt file which does not include records with difficulty level of 21 out of 21
; cic@unb.ca.

Additional Details

N/A
false
Unknown
data mining, text file, inferlink corporation, privacy, nsl-kdd dataset, data file, benchmark, data type, information privacy, sigkdd, external data source, intrusion detection system, attack model, cryptanalysis, data protection, data laws, 928