| --- |
| 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-* |
| --- |
| |
