Table 3. UNSW NB15 dataset.

Attack Name	Label	Data	Without SMOTE		With SMOTE
			Training	Testing	Training	Testing
Normal	0	37,000	29,616	7,384	29,616	7,384
Analysis	1	677	538	139	1,000	139
Backdoor	2	583	466	117	1,000	117
DoS	3	4,089	3,300	789	3,300	789
Exploits	4	11,132	8,865	2,267	8,865	2,267
Fuzzers	5	6,062	4,824	1,238	4,824	1,238
Generic	6	18,871	5,122	3,749	15,122	3,749
Reconnaissance	7	3,496	2,803	693	2,803	693
Shellcode	8	378	295	83	1,000	100
Worms	9	44	36	8	1,000	100