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+ # Dataset Card for NF-CSE-CIC-IDS2018-v2
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+ **Note**: Dataset is split following a 95 to 5% ratio by stratifying the attack type label.
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+
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+ ## Dataset Description
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+ The original pcap files of the CSE-CIC-IDS2018 dataset are utilised to generate a NetFlow-based dataset called NF-CSE-CIC-IDS2018-v2. The total number of flows is 18,893,708 out of which 2,258,141 (11.95%) are attack samples and 16,635,567 (88.05%) are benign ones, the table below represents the dataset's distribution.
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+
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+ | Class | Count | Description |
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+ |---------------|---------|-------------------------------------------------------------------------------------------------------|
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+ | Benign | 7373198 | Normal unmalicious flows |
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+ | BruteForce | 287597 | A technique that aims to obtain usernames and password credentials by accessing a list of predefined possibilities |
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+ | Bot | 15683 | An attack that enables an attacker to remotely control several hijacked computers to perform malicious activities. |
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+ | DoS | 269361 | An attempt to overload a computer system's resources with the aim of preventing access to or availability of its data. |
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+ | DDoS | 380096 | An attempt similar to DoS but has multiple different distributed sources. |
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+ | Infiltration | 62072 | An inside attack that sends a malicious file via an email to exploit an application and is followed by a backdoor that scans the network for other vulnerabilities |
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+ | Web Attacks | 4394 | A group that includes SQL injections, command injections and unrestricted file uploads |
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+
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+ The use of the datasets for academic research purposes is granted in perpetuity after citing the above papers. For commercial purposes, it should be agreed upon by the authors.
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+ Please get in touch with the author [Mohanad Sarhan](m.sarhan@uq.net.au) for more details.
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+
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+ - **Curated by:** [Mohanad Sarhan](m.sarhan@uq.net.au)
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+
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+ ## Dataset Sources
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+
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+ - **Repository:** https://staff.itee.uq.edu.au/marius/NIDS_datasets/#RA6
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+ - **Paper:** Mohanad Sarhan, Siamak Layeghy, and Marius Portmann, Towards a Standard Feature Set for Network Intrusion Detection System Datasets, Mobile Networks and Applications, 103, 108379, 2022.
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+ https://doi.org/10.1007/s11036-021-01843-0
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+
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+ ## License
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+
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+ The use of the datasets for academic research purposes is granted in perpetuity after citing the above papers. For commercial purposes, it should be agreed upon by the authors.
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+
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+ Please get in touch with the author [Mohanad Sarhan](m.sarhan@uq.net.au) for more details.
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+
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+ ## Uses
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+
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+ Network flow based Intrusion Detection Systems
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+
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+
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+ ## Dataset Structure
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+
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+ | Feature | Description |
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+ |------------------------------|-----------------------------------------------|
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+ | IPV4_SRC_ADDR | IPv4 source address |
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+ | IPV4_DST_ADDR | IPv4 destination address |
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+ | L4_SRC_PORT | IPv4 source port number |
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+ | L4_DST_PORT | IPv4 destination port number |
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+ | PROTOCOL | IP protocol identifier byte |
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+ | L7_PROTO | Layer 7 protocol (numeric) |
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+ | IN_BYTES | Incoming number of bytes |
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+ | OUT_BYTES | Outgoing number of bytes |
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+ | IN_PKTS | Incoming number of packets |
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+ | OUT_PKTS | Outgoing number of packets |
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+ | FLOW_DURATION_MILLISECONDS | Flow duration in milliseconds |
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+ | TCP_FLAGS | Cumulative of all TCP flags |
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+ | CLIENT_TCP_FLAGS | Cumulative of all client TCP flags |
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+ | SERVER_TCP_FLAGS | Cumulative of all server TCP flags |
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+ | DURATION_IN | Client to Server stream duration (msec) |
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+ | DURATION_OUT | Client to Server stream duration (msec) |
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+ | MIN_TTL | Min flow TTL |
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+ | MAX_TTL | Max flow TTL |
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+ | LONGEST_FLOW_PKT | Longest packet (bytes) of the flow |
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+ | SHORTEST_FLOW_PKT | Shortest packet (bytes) of the flow |
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+ | MIN_IP_PKT_LEN | Len of the smallest flow IP packet observed |
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+ | MAX_IP_PKT_LEN | Len of the largest flow IP packet observed |
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+ | SRC_TO_DST_SECOND_BYTES | Src to dst Bytes/sec |
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+ | DST_TO_SRC_SECOND_BYTES | Dst to src Bytes/sec |
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+ | RETRANSMITTED_IN_BYTES | Number of retransmitted TCP flow bytes (src->dst) |
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+ | RETRANSMITTED_IN_PKTS | Number of retransmitted TCP flow packets (src->dst) |
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+ | RETRANSMITTED_OUT_BYTES | Number of retransmitted TCP flow bytes (dst->src) |
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+ | RETRANSMITTED_OUT_PKTS | Number of retransmitted TCP flow packets (dst->src) |
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+ | SRC_TO_DST_AVG_THROUGHPUT | Src to dst average thpt (bps) |
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+ | DST_TO_SRC_AVG_THROUGHPUT | Dst to src average thpt (bps) |
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+ | NUM_PKTS_UP_TO_128_BYTES | Packets whose IP size <= 128 |
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+ | NUM_PKTS_128_TO_256_BYTES | Packets whose IP size > 128 and <= 256 |
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+ | NUM_PKTS_256_TO_512_BYTES | Packets whose IP size > 256 and <= 512 |
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+ | NUM_PKTS_512_TO_1024_BYTES | Packets whose IP size > 512 and <= 1024 |
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+ | NUM_PKTS_1024_TO_1514_BYTES | Packets whose IP size > 1024 and <= 1514 |
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+ | TCP_WIN_MAX_IN | Max TCP Window (src->dst) |
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+ | TCP_WIN_MAX_OUT | Max TCP Window (dst->src) |
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+ | ICMP_TYPE | ICMP Type * 256 + ICMP code |
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+ | ICMP_IPV4_TYPE | ICMP Type |
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+ | DNS_QUERY_ID | DNS query transaction Id |
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+ | DNS_QUERY_TYPE | DNS query type (e.g. 1=A, 2=NS..) |
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+ | DNS_TTL_ANSWER | TTL of the first A record (if any) |
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+ | FTP_COMMAND_RET_CODE | FTP client command return code |
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+
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+ ## Citation
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+
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+ **BibTeX:**
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+
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+ ```bibtex
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+ @article{sarhan2022towards,
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+ title={Towards a standard feature set for network intrusion detection system datasets},
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+ author={Sarhan, Mohanad and Layeghy, Siamak and Portmann, Marius},
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+ journal={Mobile networks and applications},
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+ pages={1--14},
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+ year={2022},
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+ publisher={Springer}
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+ }
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+ ```
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+
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+ **APA:**
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+
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+ Sarhan, M., Layeghy, S., & Portmann, M. (2022). Towards a standard feature set for network intrusion detection system datasets. Mobile networks and applications, 1-14.
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+