--- 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-* ---