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Table 2 Top 20 features by filter-based ranking technique for CSE-CIC-IDS2018

From: Detecting cybersecurity attacks across different network features and learners

CS Information gain Gain ratio
Fwd_IAT_Total Fwd_Packets_s Fwd_Packets_s
Bwd_IAT_Total Flow_Packets_s Flow_Packets_s
Bwd_IAT_Max Flow_IAT_Mean Flow_IAT_Mean
Fwd_IAT_Max Destination_Port Destination_Port
Flow_IAT_Max Bwd_Packets_s Bwd_Packets_s
Fwd_IAT_Std Flow_Bytes_s Flow_Bytes_s
Idle_Max Fwd_IAT_Mean Fwd_IAT_Mean
Idle_Mean Flow_IAT_Max Flow_IAT_Max
Idle_Min Fwd_Packet_Length_Mean Fwd_Packet_Length_Mean
Flow_IAT_Std Avg_Fwd_Segment_Size Avg_Fwd_Segment_Size
Bwd_IAT_Std Packet_Length_Std Packet_Length_Std
Bwd_IAT_Mean Fwd_Header_Length Fwd_Header_Length
Fwd_IAT_Mean Packet_Length_Variance Packet_Length_Variance
Flow_Bytes_s Total_Length_of_Fwd_Packets Total_Length_of_Fwd_Packets
Active_Max Subflow_Fwd_Bytes Subflow_Fwd_Bytes
Bwd_Packets_s Packet_Length_Mean Packet_Length_Mean
Flow_Packets_s Fwd_Packet_Length_Max Fwd_Packet_Length_Max
Flow_IAT_Mean Bwd_Packet_Length_Mean Bwd_Packet_Length_Mean
Active_Mean Avg_Bwd_Segment_Size Avg_Bwd_Segment_Size
Active_Min Total_Length_of_Bwd_Packets Total_Length_of_Bwd_Packets