Datasets:

anonymizeddb
/

CAD-CICIDS2018

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+          "@type": "cr:Field",
+          "@id": "data/ACK_Flag_Cnt",
+          "name": "ACK Flag Cnt",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "ACK Flag Cnt"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/URG_Flag_Cnt",
+          "name": "URG Flag Cnt",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "URG Flag Cnt"
+            }
+          }
+        },
+        {
+          "@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_Cnt",
+          "name": "ECE Flag Cnt",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "ECE Flag Cnt"
+            }
+          }
+        },
+        {
+          "@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/Pkt_Size_Avg",
+          "name": "Pkt Size Avg",
+          "dataType": "sc:Float",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Pkt Size Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Fwd_Seg_Size_Avg",
+          "name": "Fwd Seg Size Avg",
+          "dataType": "sc:Float",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Fwd Seg Size Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Bwd_Seg_Size_Avg",
+          "name": "Bwd Seg Size Avg",
+          "dataType": "sc:Float",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Bwd Seg Size Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Fwd_Byts_b_Avg",
+          "name": "Fwd Byts/b Avg",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Fwd Byts/b Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Fwd_Pkts_b_Avg",
+          "name": "Fwd Pkts/b Avg",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Fwd Pkts/b Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Fwd_Blk_Rate_Avg",
+          "name": "Fwd Blk Rate Avg",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Fwd Blk Rate Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Bwd_Byts_b_Avg",
+          "name": "Bwd Byts/b Avg",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Bwd Byts/b Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Bwd_Pkts_b_Avg",
+          "name": "Bwd Pkts/b Avg",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Bwd Pkts/b Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Bwd_Blk_Rate_Avg",
+          "name": "Bwd Blk Rate Avg",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Bwd Blk Rate Avg"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Subflow_Fwd_Pkts",
+          "name": "Subflow Fwd Pkts",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Subflow Fwd Pkts"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Subflow_Fwd_Byts",
+          "name": "Subflow Fwd Byts",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Subflow Fwd Byts"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Subflow_Bwd_Pkts",
+          "name": "Subflow Bwd Pkts",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Subflow Bwd Pkts"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Subflow_Bwd_Byts",
+          "name": "Subflow Bwd Byts",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Subflow Bwd Byts"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Init_Fwd_Win_Byts",
+          "name": "Init Fwd Win Byts",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Init Fwd Win Byts"
+            }
+          }
+        },
+        {
+          "@type": "cr:Field",
+          "@id": "data/Init_Bwd_Win_Byts",
+          "name": "Init Bwd Win Byts",
+          "dataType": "sc:Integer",
+          "source": {
+            "fileObject": {
+              "@id": "data.csv"
+            },
+            "extract": {
+              "column": "Init Bwd Win Byts"
+            }
+          }
+        },
+        {
+          "@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": [
+            "cicids2018_3",
+            "cicids2018_4",
+            "cicids2018_2",
+            "cicids2018_1",
+            "cicids2018_0"
+          ]
+        },
+        {
+          "orderings/name": "curriculum_desc",
+          "orderings/task_sequence": [
+            "cicids2018_0",
+            "cicids2018_1",
+            "cicids2018_2",
+            "cicids2018_4",
+            "cicids2018_3"
+          ]
+        },
+        {
+          "orderings/name": "generalization_desc",
+          "orderings/task_sequence": [
+            "cicids2018_2",
+            "cicids2018_3",
+            "cicids2018_0",
+            "cicids2018_1",
+            "cicids2018_4"
+          ]
+        },
+        {
+          "orderings/name": "generalization_asc",
+          "orderings/task_sequence": [
+            "cicids2018_4",
+            "cicids2018_1",
+            "cicids2018_0",
+            "cicids2018_3",
+            "cicids2018_2"
+          ]
+        },
+        {
+          "orderings/name": "smooth_drift",
+          "orderings/task_sequence": [
+            "cicids2018_2",
+            "cicids2018_0",
+            "cicids2018_1",
+            "cicids2018_3",
+            "cicids2018_4"
+          ]
+        },
+        {
+          "orderings/name": "abrupt_drift",
+          "orderings/task_sequence": [
+            "cicids2018_1",
+            "cicids2018_2",
+            "cicids2018_3",
+            "cicids2018_0",
+            "cicids2018_4"
+          ]
+        }
+      ]
+    }
+  ],
+  "datePublished": "2026-05-06"
+}