Table 1 Distribution of attack types in five datasets.

NF-CSE-CIC-IDS2018-v2		NF-ToN-IoT-v2		CIC-ToN-IoT		NF-UNSW-NB15-v2		NF-BoT-IoT-v2
Class	Count	Class	Count	Class	Count	Class	Count	Class	Count
DDOS attack-HOIC	1,080,858	Benign	6,099,469	Benign	2,515,236	Analysis	2299	Benign	135,037
DoS attacks-Hulk	432,648	Scanning	3,781,419	Backdoor	27,145	Backdoor	2169	DDoS	18,331,847
DDoS attacks-LOIC-HTTP	307,300	xss	2,455,020	dos	145	Benign	2,295,222	DoS	16,673,183
Infilteration	116,361	ddos	2,026,234	ddos	202	DoS	5,794	Theft	2,431
SSH-Bruteforce	94,979	Password	1,153,323	Injection	277,696	Exploits	31,551	Reconnaissance	2,620,999
Bot	143,097	dos	712,609	mitm	517	Fuzzers	22,310
DoS attacks-GoldenEye	27,723	Injection	684,465	Password	340,208	Generic	16,560
FTP-BruteForce	25,933	Backdoor	16,809	Ransomware	5098	Reconnaissance	12,779
DoS attacks-SlowHTTPTest	14,116	mitm	7723	Scanning	36,205	Worms	164
DoS attacks-Slowloris	9512	Ransomware	3425	xss	2,149,308	Shellcode	1427
Brute Force -Web	2143
DDOS attack-LOIC-UDP	2112
Brute Force -XSS	927
SQL Injection	432
Benign	16,635,567
Total	18,893,708	Total	16,940,496	Total	5,351,760	Total	2,390,275	Total	37,763,497

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