Datasets:
Tasks:
Tabular Classification
Modalities:
Tabular
Sub-tasks:
tabular-multi-class-classification
Languages:
English
Size:
1M<n<10M
Tags:
anomaly-detection
continual-learning
continual-anomaly-detection
network-intrusion-detection
cybersecurity
tabular
License:
| { | |
| "@context": { | |
| "@language": "en", | |
| "@vocab": "https://schema.org/", | |
| "citeAs": "cr:citeAs", | |
| "column": "cr:column", | |
| "conformsTo": "dct:conformsTo", | |
| "cr": "http://mlcommons.org/croissant/", | |
| "rai": "http://mlcommons.org/croissant/RAI/", | |
| "data": { | |
| "@id": "cr:data", | |
| "@type": "@json" | |
| }, | |
| "dataType": { | |
| "@id": "cr:dataType", | |
| "@type": "@vocab" | |
| }, | |
| "dct": "http://purl.org/dc/terms/", | |
| "equivalentProperty": "cr:equivalentProperty", | |
| "examples": { | |
| "@id": "cr:examples", | |
| "@type": "@json" | |
| }, | |
| "extract": "cr:extract", | |
| "field": "cr:field", | |
| "fileProperty": "cr:fileProperty", | |
| "fileObject": "cr:fileObject", | |
| "fileSet": "cr:fileSet", | |
| "format": "cr:format", | |
| "includes": "cr:includes", | |
| "isLiveDataset": "cr:isLiveDataset", | |
| "jsonPath": "cr:jsonPath", | |
| "key": "cr:key", | |
| "md5": "cr:md5", | |
| "parentField": "cr:parentField", | |
| "path": "cr:path", | |
| "recordSet": "cr:recordSet", | |
| "references": "cr:references", | |
| "regex": "cr:regex", | |
| "repeated": "cr:repeated", | |
| "replace": "cr:replace", | |
| "samplingRate": "cr:samplingRate", | |
| "sc": "https://schema.org/", | |
| "separator": "cr:separator", | |
| "source": "cr:source", | |
| "subField": "cr:subField", | |
| "transform": "cr:transform" | |
| }, | |
| "@type": "sc:Dataset", | |
| "name": "CAD-CICUNSW", | |
| "description": "Continual-learning scenario combining leveraging CIC-UNSW-NB15 traffic: 5 tasks, 1,084,928 samples, 12.76% anomaly ratio in test.", | |
| "conformsTo": [ | |
| "http://mlcommons.org/croissant/1.1", | |
| "http://mlcommons.org/croissant/RAI/1.0" | |
| ], | |
| "citeAs": "https://www.unb.ca/cic/datasets/ids-2018.html; https://research.unsw.edu.au/projects/unsw-nb15-dataset", | |
| "creator": { | |
| "@type": "sc:Person", | |
| "name": "Anonymized for NeurIPS submissions" | |
| }, | |
| "inLanguage": "en", | |
| "keywords": [ | |
| "network intrusion detection", | |
| "continual learning", | |
| "tabular", | |
| "anomaly detection", | |
| "continual anomaly detection" | |
| ], | |
| "license": "CC-BY-4.0", | |
| "prov:wasDerivedFrom": [ | |
| "https://www.unb.ca/cic/datasets/cic-unsw-nb15.html", | |
| "https://research.unsw.edu.au/projects/unsw-nb15-dataset" | |
| ], | |
| "prov:wasGeneratedBy": "Anonymized for NeurIPS submissions", | |
| "rai:dataBiases": "UNSW-NB15 traffic from the UNSW Canberra ADFA Cyber Range Lab; lab-only, with class imbalance.", | |
| "rai:dataLimitations": "CICFlowMeter has documented TCP-termination and labelling issues (Engelen et al., WTMC 2021).", | |
| "rai:dataSocialImpact": "Intended for defensive ML research on continual anomaly detection. Dual-use risk is limited since published features are aggregate flow statistics. Misuse for offensive purposes is out of scope.", | |
| "rai:dataUseCases": [ | |
| "Training", | |
| "Testing", | |
| "Validation" | |
| ], | |
| "rai:hasSyntheticData": false, | |
| "rai:personalSensitiveInformation": "No PII; only aggregated flow-level numerical features. Source/destination IPs and packet payloads are excluded during preprocessing.", | |
| "url": "https://huggingface.co/datasets/anonymizeddb/CAD-CICUNSW", | |
| "version": "1.0.0", | |
| "distribution": [ | |
| { | |
| "@type": "cr:FileObject", | |
| "@id": "data.csv", | |
| "name": "data.csv", | |
| "description": "Tabular dataset rows.", | |
| "contentSize": "637314991 B", | |
| "contentUrl": "data.csv", | |
| "encodingFormat": "text/csv", | |
| "sha256": "77dba7262d9adfe721b473c2f56dfd08368c9ce5f322a1ab507c8d2c673b6df5" | |
| }, | |
| { | |
| "@type": "cr:FileObject", | |
| "@id": "orderings.json", | |
| "name": "orderings.json", | |
| "description": "Task orderings for continual-learning evaluation.", | |
| "contentSize": "1178 B", | |
| "contentUrl": "orderings.json", | |
| "encodingFormat": "application/json", | |
| "sha256": "2151c8e8343137b93276d159551ecc7353e14970e9019574c90ffd83c90b7c72" | |
| } | |
| ], | |
| "recordSet": [ | |
| { | |
| "@type": "cr:RecordSet", | |
| "@id": "data", | |
| "name": "data", | |
| "description": "Per-row records from data.csv with auto-inferred schema.", | |
| "field": [ | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Src_Port", | |
| "name": "Src Port", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Src Port" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Dst_Port", | |
| "name": "Dst Port", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Dst Port" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Protocol", | |
| "name": "Protocol", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Protocol" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_Duration", | |
| "name": "Flow Duration", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow Duration" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Fwd_Packet", | |
| "name": "Total Fwd Packet", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Fwd Packet" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Bwd_packets", | |
| "name": "Total Bwd packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Bwd packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Length_of_Fwd_Packet", | |
| "name": "Total Length of Fwd Packet", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Length of Fwd Packet" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Length_of_Bwd_Packet", | |
| "name": "Total Length of Bwd Packet", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Length of Bwd Packet" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packet_Length_Max", | |
| "name": "Fwd Packet Length Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Packet Length Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packet_Length_Min", | |
| "name": "Fwd Packet Length Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Packet Length Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packet_Length_Mean", | |
| "name": "Fwd Packet Length Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Packet Length Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packet_Length_Std", | |
| "name": "Fwd Packet Length Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Packet Length Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Packet_Length_Max", | |
| "name": "Bwd Packet Length Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Packet Length Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Packet_Length_Min", | |
| "name": "Bwd Packet Length Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Packet Length Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Packet_Length_Mean", | |
| "name": "Bwd Packet Length Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Packet Length Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Packet_Length_Std", | |
| "name": "Bwd Packet Length Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Packet Length Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_Bytes_s", | |
| "name": "Flow Bytes/s", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow Bytes/s" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_Packets_s", | |
| "name": "Flow Packets/s", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow Packets/s" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_IAT_Mean", | |
| "name": "Flow IAT Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow IAT Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_IAT_Std", | |
| "name": "Flow IAT Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow IAT Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_IAT_Max", | |
| "name": "Flow IAT Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow IAT Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_IAT_Min", | |
| "name": "Flow IAT Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow IAT Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Total", | |
| "name": "Fwd IAT Total", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Total" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Mean", | |
| "name": "Fwd IAT Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Std", | |
| "name": "Fwd IAT Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Max", | |
| "name": "Fwd IAT Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Min", | |
| "name": "Fwd IAT Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Total", | |
| "name": "Bwd IAT Total", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd IAT Total" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Mean", | |
| "name": "Bwd IAT Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd IAT Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Std", | |
| "name": "Bwd IAT Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd IAT Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Max", | |
| "name": "Bwd IAT Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd IAT Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Min", | |
| "name": "Bwd IAT Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd IAT Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_PSH_Flags", | |
| "name": "Fwd PSH Flags", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd PSH Flags" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_PSH_Flags", | |
| "name": "Bwd PSH Flags", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd PSH Flags" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_URG_Flags", | |
| "name": "Fwd URG Flags", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd URG Flags" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_URG_Flags", | |
| "name": "Bwd URG Flags", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd URG Flags" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Header_Length", | |
| "name": "Fwd Header Length", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Header Length" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Header_Length", | |
| "name": "Bwd Header Length", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Header Length" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packets_s", | |
| "name": "Fwd Packets/s", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Packets/s" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Packets_s", | |
| "name": "Bwd Packets/s", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Packets/s" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Packet_Length_Min", | |
| "name": "Packet Length Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Packet Length Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Packet_Length_Max", | |
| "name": "Packet Length Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Packet Length Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Packet_Length_Mean", | |
| "name": "Packet Length Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Packet Length Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Packet_Length_Std", | |
| "name": "Packet Length Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Packet Length Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Packet_Length_Variance", | |
| "name": "Packet Length Variance", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Packet Length Variance" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/FIN_Flag_Count", | |
| "name": "FIN Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "FIN Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/SYN_Flag_Count", | |
| "name": "SYN Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "SYN Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/RST_Flag_Count", | |
| "name": "RST Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "RST Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/PSH_Flag_Count", | |
| "name": "PSH Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "PSH Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/ACK_Flag_Count", | |
| "name": "ACK Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "ACK Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/URG_Flag_Count", | |
| "name": "URG Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "URG Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/CWR_Flag_Count", | |
| "name": "CWR Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "CWR Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/ECE_Flag_Count", | |
| "name": "ECE Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "ECE Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Down_Up_Ratio", | |
| "name": "Down/Up Ratio", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Down/Up Ratio" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Average_Packet_Size", | |
| "name": "Average Packet Size", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Average Packet Size" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Segment_Size_Avg", | |
| "name": "Fwd Segment Size Avg", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Segment Size Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Segment_Size_Avg", | |
| "name": "Bwd Segment Size Avg", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Segment Size Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Bytes_Bulk_Avg", | |
| "name": "Fwd Bytes/Bulk Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Bytes/Bulk Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packet_Bulk_Avg", | |
| "name": "Fwd Packet/Bulk Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Packet/Bulk Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Bulk_Rate_Avg", | |
| "name": "Fwd Bulk Rate Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Bulk Rate Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Bytes_Bulk_Avg", | |
| "name": "Bwd Bytes/Bulk Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Bytes/Bulk Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Packet_Bulk_Avg", | |
| "name": "Bwd Packet/Bulk Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Packet/Bulk Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Bulk_Rate_Avg", | |
| "name": "Bwd Bulk Rate Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Bulk Rate Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Fwd_Packets", | |
| "name": "Subflow Fwd Packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Fwd Packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Fwd_Bytes", | |
| "name": "Subflow Fwd Bytes", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Fwd Bytes" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Bwd_Packets", | |
| "name": "Subflow Bwd Packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Bwd Packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Bwd_Bytes", | |
| "name": "Subflow Bwd Bytes", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Bwd Bytes" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/FWD_Init_Win_Bytes", | |
| "name": "FWD Init Win Bytes", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "FWD Init Win Bytes" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Init_Win_Bytes", | |
| "name": "Bwd Init Win Bytes", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Init Win Bytes" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Act_Data_Pkts", | |
| "name": "Fwd Act Data Pkts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Act Data Pkts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Seg_Size_Min", | |
| "name": "Fwd Seg Size Min", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Seg Size Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Mean", | |
| "name": "Active Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Std", | |
| "name": "Active Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Max", | |
| "name": "Active Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Min", | |
| "name": "Active Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Mean", | |
| "name": "Idle Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Std", | |
| "name": "Idle Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Max", | |
| "name": "Idle Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Min", | |
| "name": "Idle Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/label", | |
| "name": "label", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "label" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/task_split", | |
| "name": "task_split", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "task_split" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/task_id", | |
| "name": "task_id", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "task_id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/task_name", | |
| "name": "task_name", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "task_name" | |
| } | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "@type": "cr:RecordSet", | |
| "@id": "orderings", | |
| "name": "orderings", | |
| "description": "Task orderings for continual-learning evaluation. Inlined so the Croissant is self-contained.", | |
| "key": { | |
| "@id": "orderings/name" | |
| }, | |
| "field": [ | |
| { | |
| "@type": "cr:Field", | |
| "@id": "orderings/name", | |
| "name": "name", | |
| "dataType": "sc:Text" | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "orderings/task_sequence", | |
| "name": "task_sequence", | |
| "dataType": "sc:Text", | |
| "references": { | |
| "field": { | |
| "@id": "data/task_name" | |
| } | |
| }, | |
| "repeated": true | |
| } | |
| ], | |
| "data": [ | |
| { | |
| "orderings/name": "curriculum_asc", | |
| "orderings/task_sequence": [ | |
| "cicunsw_4", | |
| "cicunsw_1", | |
| "cicunsw_3", | |
| "cicunsw_2", | |
| "cicunsw_0" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "curriculum_desc", | |
| "orderings/task_sequence": [ | |
| "cicunsw_0", | |
| "cicunsw_2", | |
| "cicunsw_3", | |
| "cicunsw_1", | |
| "cicunsw_4" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "generalization_desc", | |
| "orderings/task_sequence": [ | |
| "cicunsw_4", | |
| "cicunsw_1", | |
| "cicunsw_2", | |
| "cicunsw_3", | |
| "cicunsw_0" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "generalization_asc", | |
| "orderings/task_sequence": [ | |
| "cicunsw_0", | |
| "cicunsw_3", | |
| "cicunsw_2", | |
| "cicunsw_1", | |
| "cicunsw_4" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "smooth_drift", | |
| "orderings/task_sequence": [ | |
| "cicunsw_4", | |
| "cicunsw_2", | |
| "cicunsw_1", | |
| "cicunsw_3", | |
| "cicunsw_0" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "abrupt_drift", | |
| "orderings/task_sequence": [ | |
| "cicunsw_1", | |
| "cicunsw_2", | |
| "cicunsw_3", | |
| "cicunsw_0", | |
| "cicunsw_4" | |
| ] | |
| } | |
| ] | |
| } | |
| ], | |
| "datePublished": "2026-05-06" | |
| } |