Table 4. Distribution of attack types in the dataset before and after SMOTE resampling.

Class	Count
	Before SMOTE resampling	After SMOTE resampling
Normal	67,343	67,342
U2R	52	67,342
Probe	11,656	67,342
DoS	45,927	67,342
R2L	995	67,342