Datasets:

anonymizeddb
/

CAD-CICUNSW

+{
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+  "@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.",
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+  "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",
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+      "@id": "orderings.json",
+      "name": "orderings.json",
+      "description": "Task orderings for continual-learning evaluation.",
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+      "field": [
+        {
+          "@type": "cr:Field",
+          "@id": "data/Src_Port",
+          "name": "Src Port",
+          "dataType": "sc:Integer",
+          "source": {
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+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Src Port"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Dst_Port",
+          "name": "Dst Port",
+          "dataType": "sc:Integer",
+          "source": {
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+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Dst Port"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Protocol",
+          "name": "Protocol",
+          "dataType": "sc:Integer",
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+              "@id": "data.csv"
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+            "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": {
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+            },
+            "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": {
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+            },
+            "extract": {
+              "column": "Fwd Packet Length Max"
+            }
+          }
+        },
+        {
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+          "@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": {
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+            "extract": {
+              "column": "Fwd Packet Length Std"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Bwd_Packet_Length_Max",
+          "name": "Bwd Packet Length Max",
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+              "@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": {
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+              "@id": "data.csv"
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+            "extract": {
+              "column": "Bwd Packet Length Min"
+            }
+          }
+        },
+        {
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+          "name": "Bwd Packet Length Mean",
+          "dataType": "sc:Float",
+          "source": {
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+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Bwd Packet Length Mean"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
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+          "name": "Bwd Packet Length Std",
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+          "source": {
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+              "@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",
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+          "source": {
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+            },
+            "extract": {
+              "column": "Flow Packets/s"
+            }
+          }
+        },
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+          "@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",
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+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Flow IAT Std"
+            }
+          }
+        },
+        {
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+          "@id": "data/Flow_IAT_Max",
+          "name": "Flow IAT Max",
+          "dataType": "sc:Float",
+          "source": {
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+            "extract": {
+              "column": "Flow IAT Max"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Flow_IAT_Min",
+          "name": "Flow IAT Min",
+          "dataType": "sc:Float",
+          "source": {
+            "fileObject": {
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+            },
+            "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"
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+            "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": {
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+              "@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"
+}