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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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    "continual learning",
    "tabular",
    "anomaly detection",
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  "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",
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            "extract": {
              "column": "Src Port"
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        },
        {
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          "@id": "data/Dst_Port",
          "name": "Dst Port",
          "dataType": "sc:Integer",
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            "extract": {
              "column": "Dst Port"
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        },
        {
          "@type": "cr:Field",
          "@id": "data/Protocol",
          "name": "Protocol",
          "dataType": "sc:Integer",
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            "extract": {
              "column": "Protocol"
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          "@id": "data/Flow_Duration",
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              "column": "Flow Duration"
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        },
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          "@id": "data/Total_Fwd_Packet",
          "name": "Total Fwd Packet",
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          "name": "Total Bwd packets",
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              "column": "Total Bwd packets"
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        },
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          "name": "Total Length of Fwd Packet",
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            "extract": {
              "column": "Total Length of Fwd Packet"
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          "@id": "data/Total_Length_of_Bwd_Packet",
          "name": "Total Length of Bwd Packet",
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              "column": "Total Length of Bwd Packet"
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        },
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              "column": "Flow IAT Max"
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          "name": "Bwd IAT Total",
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        },
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          "name": "Fwd URG Flags",
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          "name": "Down/Up Ratio",
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              "column": "Down/Up Ratio"
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        },
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        },
        {
          "@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"
}