CICIDS2017 and UNBSW-NB15

Citation Author(s):
xinpeng
chen
Submitted by:
xinpeng chen
Last updated:
Wed, 12/13/2023 - 09:42
DOI:
10.21227/ykpn-jx78
License:
788 Views
Categories:
Keywords:
0
0 ratings - Please login to submit your rating.

Abstract 

The UNSW-NB15 Dataset is a compilation of raw network data packets crafted by the University of South Wales. This dataset is designed to create a blend of modern normal network activity and synthetic contemporary attack behavior. It encompasses nine types of attacks, including Fuzzers, Analysis, Backdoors, DoS, Exploits, Generic, Reconnaissance, Shellcode, and Worms, resulting in a total of 10 classes of traffic and 49 features.

The CICIDS2017 dataset was curated by the Canadian Institute for Cybersecurity (CIC) using the B-Profile system, which simulates a network environment with a continuous variety of traffic attacks over a five-day period. This dataset serves as a popular training resource, containing both benign and up-to-date common attacks, resembling real-world data (PCAPs). It encompasses a total of 15 labels, including 14 network attacks and normal traffic, such as Botnet, Web Attack Brute Force, DoS, DDoS, Infiltration, Heartbleed, Bot, PortScan, and other common attacks based on the McAfee report of 2016.Furthermore, it includes 15 labels for traffic based on the results of network traffic analysis performed by CICFlowMeter. The analysis incorporates labeled flows derived from timestamps, source and destination IP addresses, source and destination ports, protocols, and attacks, all presented in CSV files

Instructions: 

This study mainly used the CICIDS2017 and UNBSW-NB15 datasets, both of which were manually preprocessed using the raw data, and inappropriate data were excluded from them, such as those with nulls

Comments

I would like to have the dataset for my network classification project

Submitted by M.Wasil Jalali on Sun, 12/17/2023 - 21:05

hi i need the dataset pls for my project

 

Submitted by RAVIVARMAN BALRAJ on Sun, 09/29/2024 - 04:51

down load

Submitted by jaeho shin on Mon, 04/01/2024 - 12:23

i want this dataset for my final year project

Submitted by Armeen Shahid on Mon, 04/15/2024 - 16:39

i need this dataset please 

Submitted by Ayesha Siddique on Sat, 08/03/2024 - 23:49

I need the dataset

Submitted by Mehvish Mehar on Mon, 09/16/2024 - 18:06

I need the dataset

Submitted by Parag Sharma on Tue, 09/17/2024 - 06:34

pls i need the dataset

Submitted by RAVIVARMAN BALRAJ on Sun, 09/29/2024 - 04:47

can i have the dataset please

Submitted by mohammed Mostafa on Fri, 10/25/2024 - 17:12

Dataset Files

    Files have not been uploaded for this dataset