Datasets:

Hmehdi515
/

NF-ToN-IoT-v2.csv

Dataset card Data Studio Files Files and versions Community

Split (3)

train · 11.9M rows

IPV4_SRC_ADDR string	L4_SRC_PORT int64	IPV4_DST_ADDR string	L4_DST_PORT int64	PROTOCOL int64	L7_PROTO float64	IN_BYTES int64	IN_PKTS int64	OUT_BYTES int64	OUT_PKTS int64	TCP_FLAGS int64	CLIENT_TCP_FLAGS int64	SERVER_TCP_FLAGS int64	MIN_TTL int64	MAX_TTL int64	LONGEST_FLOW_PKT int64	SHORTEST_FLOW_PKT int64	MIN_IP_PKT_LEN int64	MAX_IP_PKT_LEN int64	SRC_TO_DST_SECOND_BYTES float64	DST_TO_SRC_SECOND_BYTES float64	SRC_TO_DST_AVG_THROUGHPUT int64	DST_TO_SRC_AVG_THROUGHPUT int64	NUM_PKTS_UP_TO_128_BYTES int64	NUM_PKTS_128_TO_256_BYTES int64	TCP_WIN_MAX_IN int64	TCP_WIN_MAX_OUT int64	DNS_QUERY_ID int64	DNS_QUERY_TYPE int64	DNS_TTL_ANSWER int64	Label int64	Attack string
192.168.1.31	50,233	192.168.1.133	9,220	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	49,949	192.168.1.49	1,131	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	48,937	192.168.1.49	2,251	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	43,003	192.168.1.180	2,301	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	45,868	192.168.1.195	1,078	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	44,097	192.168.1.49	1,070	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	52,724	192.168.1.180	24,800	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	50,227	192.168.1.49	9,666	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	43,012	192.168.1.49	1,032	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	48,926	192.168.1.49	16,080	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	37,621	192.168.1.49	3,011	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	62,845	192.168.1.49	9,290	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	62,576	192.168.1.46	2,393	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	63,988	192.168.1.49	7,106	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	42,103	192.168.1.180	544	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	50,730	192.168.1.49	6,779	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	38,473	192.168.1.49	3,659	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	51,199	192.168.1.49	1,100	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	53,976	192.168.1.46	2,001	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	44,467	192.168.1.49	2,107	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	38,268	192.168.1.186	2,126	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	58,319	192.168.1.49	1,839	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	51,906	192.168.1.46	6,059	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	43,932	192.168.1.49	992	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	58,495	192.168.1.49	2,366	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	62,851	192.168.1.49	17,877	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	55,691	192.168.1.49	49,152	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	35,088	192.168.1.49	5,962	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	64,500	192.168.1.49	2,382	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	38,685	192.168.1.49	63,331	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	38,267	192.168.1.46	1,062	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	45,456	192.168.1.49	1,805	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	55,771	192.168.1.46	5,825	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	34,611	192.168.1.49	5,298	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	35,874	192.168.1.49	55,056	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.32	40,146	192.168.1.49	1,277	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	33,984	192.168.1.49	2,601	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	62,326	192.168.1.49	5,911	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	42,313	192.168.1.49	15,004	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	45,578	192.168.1.49	1,073	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	63,990	192.168.1.49	3,324	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.32	37,834	192.168.1.1	53	17	0	54	1	54	1	0	0	0	0	0	54	54	54	54	54	54	432,000	432,000	2	0	0	0	43,176	1	0	1	xss
192.168.1.31	60,789	192.168.1.195	30,718	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	42,849	192.168.1.49	5,004	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	57,734	192.168.1.49	10,778	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	42,103	192.168.1.46	2,099	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	38,267	192.168.1.46	666	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	50,232	192.168.1.49	1,501	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	41,365	192.168.1.190	256	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	48,821	192.168.1.152	2,393	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	62,850	192.168.1.49	2,701	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	54,876	192.168.1.49	8,654	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	50,519	192.168.1.49	9,110	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	52,724	192.168.1.186	10,180	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	56,044	192.168.1.49	85	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	56,054	192.168.1.49	8,010	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	34,224	192.168.1.49	593	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	43,929	192.168.1.49	30	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.32	45,687	192.168.1.193	139	6	10	48	1	0	0	2	2	0	0	0	48	48	0	48	48	0	384,000	0	1	0	4,096	0	0	0	0	0	Benign
192.168.1.31	64,470	192.168.1.49	1,839	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	35,313	192.168.1.49	56,738	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	42,185	192.168.1.49	3	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	58,491	192.168.1.49	987	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	43,004	192.168.1.49	4	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	57,723	192.168.1.49	1,107	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	35,086	192.168.1.49	5,120	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	59,263	192.168.1.195	5,952	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	43,927	192.168.1.49	340	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	48,932	192.168.1.49	10,629	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	42,181	192.168.1.49	1,141	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	62,697	192.168.1.49	5,298	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	45,729	192.168.1.49	17,988	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	52,697	192.168.1.49	49,165	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	58,318	192.168.1.49	6,689	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.32	34,467	192.168.1.49	12,345	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	45,867	192.168.1.46	625	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	57,720	192.168.1.49	3,283	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	59,050	192.168.1.49	32,777	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	34,698	192.168.1.195	443	6	91	84	2	44	1	22	6	18	64	64	44	40	40	44	84	44	672,000	352,000	3	0	1,024	64,240	0	0	0	1	scanning
192.168.1.31	40,709	192.168.1.49	2,021	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	41,227	192.168.1.49	8,254	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	48,578	192.168.1.49	256	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	35,448	192.168.1.49	2,020	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
172.17.0.5	50,503	192.168.1.190	53	17	0	118	2	268	2	0	0	0	64	64	134	59	59	134	118	268	944,000	2,144,000	2	2	0	0	44,175	1	8,787	0	Benign
192.168.1.31	42,104	192.168.1.180	5,904	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	52,695	192.168.1.49	1,024	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	37,625	192.168.1.49	49,999	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	36,669	192.168.1.49	106	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	47,460	192.168.1.49	6,969	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	45,867	192.168.1.195	56,737	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	37,725	192.168.1.46	1,074	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	47,886	192.168.1.49	1,130	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	34,614	192.168.1.49	1,812	6	146	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.32	53,130	192.168.1.180	6,699	17	0	120	3	0	0	0	0	0	64	64	40	40	0	40	120	0	960,000	0	3	0	0	0	0	0	0	0	Benign
192.168.1.31	52,724	192.168.1.46	9,000	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	52,730	192.168.1.49	8,083	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	44,431	192.168.1.49	9,876	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.31	37,576	192.168.1.49	7,070	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	48,534	192.168.1.190	2,602	6	0	44	1	40	1	22	2	20	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.31	34,594	192.168.1.46	5,100	6	0	44	1	0	0	2	2	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign

Subsets and Splits