Datasets:

sonnh-tech1
/

cic-ids-2017

license: apache-2.0
task_categories:
  - text-classification
language:
  - en
tags:
  - aids
  - cic-ids-2017
dataset_info:
  - config_name: binary
    features:
      - name: DestinationPort
        dtype: int64
      - name: FlowDuration
        dtype: int64
      - name: TotalFwdPackets
        dtype: int64
      - name: TotalBackwardPackets
        dtype: int64
      - name: TotalLengthofFwdPackets
        dtype: int64
      - name: TotalLengthofBwdPackets
        dtype: int64
      - name: FwdPacketLengthMax
        dtype: int64
      - name: FwdPacketLengthMin
        dtype: int64
      - name: FwdPacketLengthMean
        dtype: float64
      - name: FwdPacketLengthStd
        dtype: float64
      - name: BwdPacketLengthMax
        dtype: int64
      - name: BwdPacketLengthMin
        dtype: int64
      - name: BwdPacketLengthMean
        dtype: float64
      - name: BwdPacketLengthStd
        dtype: float64
      - name: FlowBytes/s
        dtype: float64
      - name: FlowPackets/s
        dtype: float64
      - name: FlowIATMean
        dtype: float64
      - name: FlowIATStd
        dtype: float64
      - name: FlowIATMax
        dtype: int64
      - name: FlowIATMin
        dtype: int64
      - name: FwdIATTotal
        dtype: int64
      - name: FwdIATMean
        dtype: float64
      - name: FwdIATStd
        dtype: float64
      - name: FwdIATMax
        dtype: int64
      - name: FwdIATMin
        dtype: int64
      - name: BwdIATTotal
        dtype: int64
      - name: BwdIATMean
        dtype: float64
      - name: BwdIATStd
        dtype: float64
      - name: BwdIATMax
        dtype: int64
      - name: BwdIATMin
        dtype: int64
      - name: FwdPSHFlags
        dtype: int64
      - name: BwdPSHFlags
        dtype: int64
      - name: FwdURGFlags
        dtype: int64
      - name: BwdURGFlags
        dtype: int64
      - name: FwdHeaderLength
        dtype: int64
      - name: BwdHeaderLength
        dtype: int64
      - name: FwdPackets/s
        dtype: float64
      - name: BwdPackets/s
        dtype: float64
      - name: MinPacketLength
        dtype: int64
      - name: MaxPacketLength
        dtype: int64
      - name: PacketLengthMean
        dtype: float64
      - name: PacketLengthStd
        dtype: float64
      - name: PacketLengthVariance
        dtype: float64
      - name: FINFlagCount
        dtype: int64
      - name: SYNFlagCount
        dtype: int64
      - name: RSTFlagCount
        dtype: int64
      - name: PSHFlagCount
        dtype: int64
      - name: ACKFlagCount
        dtype: int64
      - name: URGFlagCount
        dtype: int64
      - name: CWEFlagCount
        dtype: int64
      - name: ECEFlagCount
        dtype: int64
      - name: Down/UpRatio
        dtype: int64
      - name: AveragePacketSize
        dtype: float64
      - name: AvgFwdSegmentSize
        dtype: float64
      - name: AvgBwdSegmentSize
        dtype: float64
      - name: FwdHeaderLength.1
        dtype: int64
      - name: FwdAvgBytes/Bulk
        dtype: int64
      - name: FwdAvgPackets/Bulk
        dtype: int64
      - name: FwdAvgBulkRate
        dtype: int64
      - name: BwdAvgBytes/Bulk
        dtype: int64
      - name: BwdAvgPackets/Bulk
        dtype: int64
      - name: BwdAvgBulkRate
        dtype: int64
      - name: SubflowFwdPackets
        dtype: int64
      - name: SubflowFwdBytes
        dtype: int64
      - name: SubflowBwdPackets
        dtype: int64
      - name: SubflowBwdBytes
        dtype: int64
      - name: Init_Win_bytes_forward
        dtype: int64
      - name: Init_Win_bytes_backward
        dtype: int64
      - name: act_data_pkt_fwd
        dtype: int64
      - name: min_seg_size_forward
        dtype: int64
      - name: ActiveMean
        dtype: float64
      - name: ActiveStd
        dtype: float64
      - name: ActiveMax
        dtype: int64
      - name: ActiveMin
        dtype: int64
      - name: IdleMean
        dtype: float64
      - name: IdleStd
        dtype: float64
      - name: IdleMax
        dtype: int64
      - name: IdleMin
        dtype: int64
      - name: Label
        dtype: string
      - name: LabelMap
        dtype: string
    splits:
      - name: train
        num_bytes: 1624912256
        num_examples: 2522362
    download_size: 414572352
    dataset_size: 1624912256
  - config_name: classmap
    features:
      - name: DestinationPort
        dtype: int64
      - name: FlowDuration
        dtype: int64
      - name: TotalFwdPackets
        dtype: int64
      - name: TotalBackwardPackets
        dtype: int64
      - name: TotalLengthofFwdPackets
        dtype: int64
      - name: TotalLengthofBwdPackets
        dtype: int64
      - name: FwdPacketLengthMax
        dtype: int64
      - name: FwdPacketLengthMin
        dtype: int64
      - name: FwdPacketLengthMean
        dtype: float64
      - name: FwdPacketLengthStd
        dtype: float64
      - name: BwdPacketLengthMax
        dtype: int64
      - name: BwdPacketLengthMin
        dtype: int64
      - name: BwdPacketLengthMean
        dtype: float64
      - name: BwdPacketLengthStd
        dtype: float64
      - name: FlowBytes/s
        dtype: float64
      - name: FlowPackets/s
        dtype: float64
      - name: FlowIATMean
        dtype: float64
      - name: FlowIATStd
        dtype: float64
      - name: FlowIATMax
        dtype: int64
      - name: FlowIATMin
        dtype: int64
      - name: FwdIATTotal
        dtype: int64
      - name: FwdIATMean
        dtype: float64
      - name: FwdIATStd
        dtype: float64
      - name: FwdIATMax
        dtype: int64
      - name: FwdIATMin
        dtype: int64
      - name: BwdIATTotal
        dtype: int64
      - name: BwdIATMean
        dtype: float64
      - name: BwdIATStd
        dtype: float64
      - name: BwdIATMax
        dtype: int64
      - name: BwdIATMin
        dtype: int64
      - name: FwdPSHFlags
        dtype: int64
      - name: BwdPSHFlags
        dtype: int64
      - name: FwdURGFlags
        dtype: int64
      - name: BwdURGFlags
        dtype: int64
      - name: FwdHeaderLength
        dtype: int64
      - name: BwdHeaderLength
        dtype: int64
      - name: FwdPackets/s
        dtype: float64
      - name: BwdPackets/s
        dtype: float64
      - name: MinPacketLength
        dtype: int64
      - name: MaxPacketLength
        dtype: int64
      - name: PacketLengthMean
        dtype: float64
      - name: PacketLengthStd
        dtype: float64
      - name: PacketLengthVariance
        dtype: float64
      - name: FINFlagCount
        dtype: int64
      - name: SYNFlagCount
        dtype: int64
      - name: RSTFlagCount
        dtype: int64
      - name: PSHFlagCount
        dtype: int64
      - name: ACKFlagCount
        dtype: int64
      - name: URGFlagCount
        dtype: int64
      - name: CWEFlagCount
        dtype: int64
      - name: ECEFlagCount
        dtype: int64
      - name: Down/UpRatio
        dtype: int64
      - name: AveragePacketSize
        dtype: float64
      - name: AvgFwdSegmentSize
        dtype: float64
      - name: AvgBwdSegmentSize
        dtype: float64
      - name: FwdHeaderLength.1
        dtype: int64
      - name: FwdAvgBytes/Bulk
        dtype: int64
      - name: FwdAvgPackets/Bulk
        dtype: int64
      - name: FwdAvgBulkRate
        dtype: int64
      - name: BwdAvgBytes/Bulk
        dtype: int64
      - name: BwdAvgPackets/Bulk
        dtype: int64
      - name: BwdAvgBulkRate
        dtype: int64
      - name: SubflowFwdPackets
        dtype: int64
      - name: SubflowFwdBytes
        dtype: int64
      - name: SubflowBwdPackets
        dtype: int64
      - name: SubflowBwdBytes
        dtype: int64
      - name: Init_Win_bytes_forward
        dtype: int64
      - name: Init_Win_bytes_backward
        dtype: int64
      - name: act_data_pkt_fwd
        dtype: int64
      - name: min_seg_size_forward
        dtype: int64
      - name: ActiveMean
        dtype: float64
      - name: ActiveStd
        dtype: float64
      - name: ActiveMax
        dtype: int64
      - name: ActiveMin
        dtype: int64
      - name: IdleMean
        dtype: float64
      - name: IdleStd
        dtype: float64
      - name: IdleMax
        dtype: int64
      - name: IdleMin
        dtype: int64
      - name: Label
        dtype: string
      - name: LabelMap
        dtype: string
    splits:
      - name: train
        num_bytes: 1623720020
        num_examples: 2522362
    download_size: 414569640
    dataset_size: 1623720020
  - config_name: raw
    features:
      - name: ' Destination Port'
        dtype: int64
      - name: ' Flow Duration'
        dtype: int64
      - name: ' Total Fwd Packets'
        dtype: int64
      - name: ' Total Backward Packets'
        dtype: int64
      - name: Total Length of Fwd Packets
        dtype: int64
      - name: ' Total Length of Bwd Packets'
        dtype: int64
      - name: ' Fwd Packet Length Max'
        dtype: int64
      - name: ' Fwd Packet Length Min'
        dtype: int64
      - name: ' Fwd Packet Length Mean'
        dtype: float64
      - name: ' Fwd Packet Length Std'
        dtype: float64
      - name: Bwd Packet Length Max
        dtype: int64
      - name: ' Bwd Packet Length Min'
        dtype: int64
      - name: ' Bwd Packet Length Mean'
        dtype: float64
      - name: ' Bwd Packet Length Std'
        dtype: float64
      - name: Flow Bytes/s
        dtype: float64
      - name: ' Flow Packets/s'
        dtype: float64
      - name: ' Flow IAT Mean'
        dtype: float64
      - name: ' Flow IAT Std'
        dtype: float64
      - name: ' Flow IAT Max'
        dtype: int64
      - name: ' Flow IAT Min'
        dtype: int64
      - name: Fwd IAT Total
        dtype: int64
      - name: ' Fwd IAT Mean'
        dtype: float64
      - name: ' Fwd IAT Std'
        dtype: float64
      - name: ' Fwd IAT Max'
        dtype: int64
      - name: ' Fwd IAT Min'
        dtype: int64
      - name: Bwd IAT Total
        dtype: int64
      - name: ' Bwd IAT Mean'
        dtype: float64
      - name: ' Bwd IAT Std'
        dtype: float64
      - name: ' Bwd IAT Max'
        dtype: int64
      - name: ' Bwd IAT Min'
        dtype: int64
      - name: Fwd PSH Flags
        dtype: int64
      - name: ' Bwd PSH Flags'
        dtype: int64
      - name: ' Fwd URG Flags'
        dtype: int64
      - name: ' Bwd URG Flags'
        dtype: int64
      - name: ' Fwd Header Length'
        dtype: int64
      - name: ' Bwd Header Length'
        dtype: int64
      - name: Fwd Packets/s
        dtype: float64
      - name: ' Bwd Packets/s'
        dtype: float64
      - name: ' Min Packet Length'
        dtype: int64
      - name: ' Max Packet Length'
        dtype: int64
      - name: ' Packet Length Mean'
        dtype: float64
      - name: ' Packet Length Std'
        dtype: float64
      - name: ' Packet Length Variance'
        dtype: float64
      - name: FIN Flag Count
        dtype: int64
      - name: ' SYN Flag Count'
        dtype: int64
      - name: ' RST Flag Count'
        dtype: int64
      - name: ' PSH Flag Count'
        dtype: int64
      - name: ' ACK Flag Count'
        dtype: int64
      - name: ' URG Flag Count'
        dtype: int64
      - name: ' CWE Flag Count'
        dtype: int64
      - name: ' ECE Flag Count'
        dtype: int64
      - name: ' Down/Up Ratio'
        dtype: int64
      - name: ' Average Packet Size'
        dtype: float64
      - name: ' Avg Fwd Segment Size'
        dtype: float64
      - name: ' Avg Bwd Segment Size'
        dtype: float64
      - name: ' Fwd Header Length.1'
        dtype: int64
      - name: Fwd Avg Bytes/Bulk
        dtype: int64
      - name: ' Fwd Avg Packets/Bulk'
        dtype: int64
      - name: ' Fwd Avg Bulk Rate'
        dtype: int64
      - name: ' Bwd Avg Bytes/Bulk'
        dtype: int64
      - name: ' Bwd Avg Packets/Bulk'
        dtype: int64
      - name: Bwd Avg Bulk Rate
        dtype: int64
      - name: Subflow Fwd Packets
        dtype: int64
      - name: ' Subflow Fwd Bytes'
        dtype: int64
      - name: ' Subflow Bwd Packets'
        dtype: int64
      - name: ' Subflow Bwd Bytes'
        dtype: int64
      - name: Init_Win_bytes_forward
        dtype: int64
      - name: ' Init_Win_bytes_backward'
        dtype: int64
      - name: ' act_data_pkt_fwd'
        dtype: int64
      - name: ' min_seg_size_forward'
        dtype: int64
      - name: Active Mean
        dtype: float64
      - name: ' Active Std'
        dtype: float64
      - name: ' Active Max'
        dtype: int64
      - name: ' Active Min'
        dtype: int64
      - name: Idle Mean
        dtype: float64
      - name: ' Idle Std'
        dtype: float64
      - name: ' Idle Max'
        dtype: int64
      - name: ' Idle Min'
        dtype: int64
      - name: ' Label'
        dtype: string
    splits:
      - name: train
        num_bytes: 1795838433
        num_examples: 2830743
    download_size: 436062492
    dataset_size: 1795838433
configs:
  - config_name: binary
    data_files:
      - split: train
        path: binary/train-*
  - config_name: classmap
    data_files:
      - split: train
        path: classmap/train-*
  - config_name: raw
    data_files:
      - split: train
        path: raw/train-*