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-CICIDS2017", | |
| "description": "Continual-learning variant of CIC-IDS2017: 6 tasks, 2,076,848 samples, 18.77% anomaly ratio in test.", | |
| "conformsTo": [ | |
| "http://mlcommons.org/croissant/1.1", | |
| "http://mlcommons.org/croissant/RAI/1.0" | |
| ], | |
| "citeAs": "Anonymized for NeurIPS submissions", | |
| "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/ids-2017.html", | |
| "prov:wasGeneratedBy": "Anonymized for NeurIPS submissions", | |
| "rai:dataBiases": "Lab-only CIC testbed traffic with scripted attacks; benign/attack 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-CICIDS2017", | |
| "version": "1.0.0", | |
| "distribution": [ | |
| { | |
| "@type": "cr:FileObject", | |
| "@id": "data.csv", | |
| "name": "data.csv", | |
| "description": "Tabular dataset rows.", | |
| "contentSize": "732795517 B", | |
| "contentUrl": "data.csv", | |
| "encodingFormat": "text/csv", | |
| "sha256": "4f2df2827cd3ba58860dc4b6dc2433d5264e899fa2569946ac0f7089a65d015d" | |
| }, | |
| { | |
| "@type": "cr:FileObject", | |
| "@id": "orderings.json", | |
| "name": "orderings.json", | |
| "description": "Task orderings for continual-learning evaluation.", | |
| "contentSize": "1412 B", | |
| "contentUrl": "orderings.json", | |
| "encodingFormat": "application/json", | |
| "sha256": "1702bd943506618647720de27252519fafc17de049bc34a1306b2d57b76c2da7" | |
| } | |
| ], | |
| "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/Destination_Port", | |
| "name": "Destination Port", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Destination Port" | |
| } | |
| } | |
| }, | |
| { | |
| "@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_Packets", | |
| "name": "Total Fwd Packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Fwd Packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Backward_Packets", | |
| "name": "Total Backward Packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Backward Packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Length_of_Fwd_Packets", | |
| "name": "Total Length of Fwd Packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Length of Fwd Packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Total_Length_of_Bwd_Packets", | |
| "name": "Total Length of Bwd Packets", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Total Length of Bwd Packets" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Packet_Length_Max", | |
| "name": "Fwd Packet Length Max", | |
| "dataType": "sc:Integer", | |
| "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:Integer", | |
| "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:Integer", | |
| "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:Integer", | |
| "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:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow IAT Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Flow_IAT_Min", | |
| "name": "Flow IAT Min", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Flow IAT Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Total", | |
| "name": "Fwd IAT Total", | |
| "dataType": "sc:Integer", | |
| "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:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_IAT_Min", | |
| "name": "Fwd IAT Min", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd IAT Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Total", | |
| "name": "Bwd IAT Total", | |
| "dataType": "sc:Integer", | |
| "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:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd IAT Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_IAT_Min", | |
| "name": "Bwd IAT Min", | |
| "dataType": "sc:Integer", | |
| "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/Min_Packet_Length", | |
| "name": "Min Packet Length", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Min Packet Length" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Max_Packet_Length", | |
| "name": "Max Packet Length", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Max Packet Length" | |
| } | |
| } | |
| }, | |
| { | |
| "@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/CWE_Flag_Count", | |
| "name": "CWE Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "CWE 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:Integer", | |
| "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/Avg_Fwd_Segment_Size", | |
| "name": "Avg Fwd Segment Size", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Avg Fwd Segment Size" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Avg_Bwd_Segment_Size", | |
| "name": "Avg Bwd Segment Size", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Avg Bwd Segment Size" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Header_Length.1", | |
| "name": "Fwd Header Length.1", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Header Length.1" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Avg_Bytes_Bulk", | |
| "name": "Fwd Avg Bytes/Bulk", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Avg Bytes/Bulk" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Avg_Packets_Bulk", | |
| "name": "Fwd Avg Packets/Bulk", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Avg Packets/Bulk" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Avg_Bulk_Rate", | |
| "name": "Fwd Avg Bulk Rate", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Avg Bulk Rate" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Avg_Bytes_Bulk", | |
| "name": "Bwd Avg Bytes/Bulk", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Avg Bytes/Bulk" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Avg_Packets_Bulk", | |
| "name": "Bwd Avg Packets/Bulk", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Avg Packets/Bulk" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Avg_Bulk_Rate", | |
| "name": "Bwd Avg Bulk Rate", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Avg Bulk Rate" | |
| } | |
| } | |
| }, | |
| { | |
| "@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/Init_Win_bytes_forward", | |
| "name": "Init_Win_bytes_forward", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Init_Win_bytes_forward" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Init_Win_bytes_backward", | |
| "name": "Init_Win_bytes_backward", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Init_Win_bytes_backward" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/act_data_pkt_fwd", | |
| "name": "act_data_pkt_fwd", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "act_data_pkt_fwd" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/min_seg_size_forward", | |
| "name": "min_seg_size_forward", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "min_seg_size_forward" | |
| } | |
| } | |
| }, | |
| { | |
| "@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:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Min", | |
| "name": "Active Min", | |
| "dataType": "sc:Integer", | |
| "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:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Min", | |
| "name": "Idle Min", | |
| "dataType": "sc:Integer", | |
| "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": [ | |
| "cicids2017_5", | |
| "cicids2017_2", | |
| "cicids2017_0", | |
| "cicids2017_3", | |
| "cicids2017_4", | |
| "cicids2017_1" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "curriculum_desc", | |
| "orderings/task_sequence": [ | |
| "cicids2017_1", | |
| "cicids2017_4", | |
| "cicids2017_3", | |
| "cicids2017_0", | |
| "cicids2017_2", | |
| "cicids2017_5" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "generalization_desc", | |
| "orderings/task_sequence": [ | |
| "cicids2017_4", | |
| "cicids2017_3", | |
| "cicids2017_0", | |
| "cicids2017_2", | |
| "cicids2017_5", | |
| "cicids2017_1" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "generalization_asc", | |
| "orderings/task_sequence": [ | |
| "cicids2017_1", | |
| "cicids2017_5", | |
| "cicids2017_2", | |
| "cicids2017_0", | |
| "cicids2017_3", | |
| "cicids2017_4" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "smooth_drift", | |
| "orderings/task_sequence": [ | |
| "cicids2017_5", | |
| "cicids2017_1", | |
| "cicids2017_4", | |
| "cicids2017_0", | |
| "cicids2017_2", | |
| "cicids2017_3" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "abrupt_drift", | |
| "orderings/task_sequence": [ | |
| "cicids2017_4", | |
| "cicids2017_5", | |
| "cicids2017_3", | |
| "cicids2017_1", | |
| "cicids2017_2", | |
| "cicids2017_0" | |
| ] | |
| } | |
| ] | |
| } | |
| ], | |
| "datePublished": "2026-05-06" | |
| } |