Datasets:
File size: 11,309 Bytes
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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-*
---
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