{ "data_id": "42898", "name": "burst-header-packet", "exact_name": "burst-header-packet", "version": 1, "version_label": null, "description": "**Author**: Adel Rajab\n**Source**: [UCI](https:\/\/archive.ics.uci.edu\/ml\/datasets\/Burst+Header+Packet+(BHP)+flooding+attack+on+Optical+Burst+Switching+(OBS)+Network) - 2017\n**Please cite**: [UCI](https:\/\/archive.ics.uci.edu\/ml\/citation_policy.html)\n\n**Burst Header Packet (BHP) flooding attack on Optical Burst Switching (OBS) Network dataset**\nOne of the primary challenges in identifying the risks of the Burst Header Packet (BHP) flood attacks in Optical Burst Switching networks (OBS) is the scarcity of reliable historical data.\n\n### Attribute Information:\n\n1. Node: This is the number of the sending node (numeric).\n2. Utilized Bandwidth Rate: This is the normalization of Used_Bandwidth (numeric).\n3. Packet Drop Rate: This is the normalization of Percentage_Of_Lost_Packet_Rate (numeric).\n4. Reserved_Bandwidth: Initial reserved Bandwidth assigned (given) to each node, the user (usr) in the experiments assign these values. (numeric).\n5. Average_Delay_Time_Per_Sec: Average Delay Time (per second) for each node. This is (End-to End Delay). (numeric).\n6. Percentage_Of_Lost_Packet_Rate: Percentage of Packets Drop Rate for each node (numeric).\n7. Percentage_Of_Lost_Byte_Rate: Percentage of Lost Byte Rate for each node (numeric).\n8. Packet Received Rate: Total received packets (per second) for each node based on Reserved_Bandwidth (numeric).\n9. Used_Bandwidth: This is what each node could reserve from the Reserved_Bandwidth (numeric).\n10. Lost_Bandwidth: The amount of lost Bandwidth by each node from Reserved_Bandwidth (numeric).\n11. Packet Size_Byte: Packets size in Byte assigned specifically for each node to transmit. Note: 60 Byte will be added to the 1440 for the IP Header and the UDP Header ((Data size 1440 Byte) + (IP Header 40 Byte) + (UDP Header 20 Byte)) =1500 Byte (numeric).\n12. Packet_Transmitted: Total transmitted packets (per second) for each node based on the Reserved_Bandwidth (numeric).\n13. Packet_Received: Total received packets (per second) for each node based on the Reserved_Bandwidth (numeric).\n14. Packet_lost: Total lost packets (per second) for each node, which based on the Lost_Bandwidth (numeric).\n15. Transmitted_Byte: Total transmitted Byte (per second) for each node (numeric).\n16. Received_Byte: Total received Byte (per second) for each node based on the Reserved_Bandwidth (numeric).\n17. 10-Run-AVG-Drop-Rate: Average packet drop rate for 10 consecutive (run) iterations (numeric).\n18. 10-Run-AVG-Bandwidth-Use: Average Bandwidth utilized for 10 consecutive (run) iterations (numeric).\n19. 10-Run-Delay: Average delay time for 10 consecutive (run) iterations (numeric).\n20. Node Status {B, NB, P NB}: initial classification of nodes based on Packet Drop Rate, Used_Bandwidth and Average_Delay_Time_Per_Sec. B = Behaving, NB = Not Behaving and P NB = Potentially Not Behaving. (Categorical)\n21. Flood Status: Percentage of flood per node based on Packet Drop Rate Medium and high level of BHP flood attack in case B (numeric).\n22. Class '{NB-No Block, Block, No Block, NB-Wait}: The final classification of nodes based on Packet Drop Rate, Reserved_Bandwidth, Iteration #, Used_Bandwidth Packet Drop Rate This is for case B (Categorical ).", "format": "ARFF", "uploader": "Meilina Reksoprodjo", "uploader_id": 24140, "visibility": "public", "creator": "Adel Rajab", "contributor": null, "date": "2021-05-19 18:30:29", "update_comment": null, "last_update": "2021-05-19 18:30:29", "licence": "CC0", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/22045529\/OBS-Network-DataSet_2_Aug27.arff", "default_target_attribute": null, "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "burst-header-packet", "One of the primary challenges in identifying the risks of the Burst Header Packet (BHP) flood attacks in Optical Burst Switching networks (OBS) is the scarcity of reliable historical data. ### Attribute Information: 1. Node: This is the number of the sending node (numeric). 2. Utilized Bandwidth Rate: This is the normalization of Used_Bandwidth (numeric). 3. Packet Drop Rate: This is the normalization of Percentage_Of_Lost_Packet_Rate (numeric). 4. Reserved_Bandwidth: Initial reserved Bandwidth " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1075, "NumberOfFeatures": 22, "NumberOfClasses": null, "NumberOfMissingValues": 15, "NumberOfInstancesWithMissingValues": 15, "NumberOfNumericFeatures": 20, "NumberOfSymbolicFeatures": 2, "Dimensionality": 0.020465116279069766, "PercentageOfNumericFeatures": 90.9090909090909, "MajorityClassPercentage": null, "PercentageOfSymbolicFeatures": 9.090909090909092, "MajorityClassSize": null, "MinorityClassPercentage": null, "MinorityClassSize": null, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 1.3953488372093024, "AutoCorrelation": null, "PercentageOfMissingValues": 0.06342494714587738 }, "tags": [ { "uploader": "38960", "tag": "Manufacturing" } ], "features": [ { "name": "Node", "index": "0", "type": "numeric", "distinct": "2", "missing": "0", "min": "3", "max": "9", "mean": "6", "stdev": "3" }, { "name": "Utilised Bandwith Rate", "index": "1", "type": "numeric", "distinct": "199", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "Packet Drop Rate", "index": "2", "type": "numeric", "distinct": "199", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "Full_Bandwidth", "index": "3", "type": "numeric", "distinct": "10", "missing": "0", "min": "100", "max": "1000", "mean": "540", "stdev": "289" }, { "name": "Average_Delay_Time_Per_Sec", "index": "4", "type": "numeric", "distinct": "160", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Percentage_Of_Lost_Pcaket_Rate", "index": "5", "type": "numeric", "distinct": "199", "missing": "0", "min": "9", "max": "77", "mean": "41", "stdev": "18" }, { "name": "Percentage_Of_Lost_Byte_Rate", "index": "6", "type": "numeric", "distinct": "199", "missing": "0", "min": "9", "max": "77", "mean": "41", "stdev": "18" }, { "name": "Packet Received Rate", "index": "7", "type": "numeric", "distinct": "199", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "of Used_Bandwidth", "index": "8", "type": "numeric", "distinct": "199", "missing": "0", "min": "28", "max": "867", "mean": "341", "stdev": "232" }, { "name": "Lost_Bandwidth", "index": "9", "type": "numeric", "distinct": "199", "missing": "0", "min": "34", "max": "688", "mean": "200", "stdev": "141" }, { "name": "Packet Size_Byte", "index": "10", "type": "numeric", "distinct": "1", "missing": "0", "min": "1440", "max": "1440", "mean": "1440", "stdev": "0" }, { "name": "Packet_Transmitted", "index": "11", "type": "numeric", "distinct": "10", "missing": "0", "min": "9048", "max": "90324", "mean": "48826", "stdev": "26108" }, { "name": "Packet_Received", "index": "12", "type": "numeric", "distinct": "198", "missing": "0", "min": "2451", "max": "77131", "mean": "30593", "stdev": "20707" }, { "name": "Packet_lost", "index": "13", "type": "numeric", "distinct": "196", "missing": "15", "min": "3913", "max": "62415", "mean": "18590", "stdev": "12847" }, { "name": "Transmitted_Byte", "index": "14", "type": "numeric", "distinct": "10", "missing": "0", "min": "13029120", "max": "130066560", "mean": "70308837", "stdev": "37595117" }, { "name": "Received_Byte", "index": "15", "type": "numeric", "distinct": "199", "missing": "0", "min": "3529440", "max": "980066560", "mean": "49873429", "stdev": "76970096" }, { "name": "10-Run-AVG-Drop-Rate", "index": "16", "type": "numeric", "distinct": "213", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "10-Run-AVG-Bandwith-Use", "index": "17", "type": "numeric", "distinct": "210", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "10-Run-Delay", "index": "18", "type": "numeric", "distinct": "190", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Node Status", "index": "19", "type": "nominal", "distinct": "3", "missing": "0", "distr": [] }, { "name": "Flood Status", "index": "20", "type": "numeric", "distinct": "185", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "Class", "index": "21", "type": "nominal", "distinct": "4", "missing": "0", "distr": [] } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }