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	FLOW_DURATION_MILLISECONDS 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	60,779	192.168.1.49	1,914	6	0	44	1	0	0	2	2	0	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	41,223	192.168.1.49	9,110	6	0	44	1	0	0	2	2	0	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	45,070	192.168.1.49	70	6	0	44	1	0	0	2	2	0	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	63,887	192.168.1.190	5,080	6	0	44	1	40	1	22	2	20	0	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	62,847	192.168.1.49	5,989	6	0	44	1	0	0	2	2	0	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	65,219	192.168.1.49	3,493	6	0	44	1	0	0	2	2	0	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	37,323	192.168.1.49	1,105	6	0	44	1	0	0	2	2	0	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	48,822	192.168.1.195	9,080	6	0	44	1	0	0	2	2	0	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	10,566	6	0	44	1	40	1	22	2	20	0	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	37,642	192.168.1.190	5,500	6	0	44	1	40	1	22	2	20	0	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
172.17.0.8	55,350	192.168.1.190	53	17	0	138	2	234	2	0	0	0	0	64	64	117	69	69	117	138	234	1,104,000	1,872,000	4	0	0	0	52,481	1	604,800	0	Benign
192.168.1.31	42,143	192.168.1.49	5,100	6	0	44	1	0	0	2	2	0	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	33,981	192.168.1.49	2,601	6	0	44	1	0	0	2	2	0	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	48,934	192.168.1.49	5,001	6	0	44	1	0	0	2	2	0	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	8,400	6	0	44	1	0	0	2	2	0	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	59,425	192.168.1.49	1,199	6	0	44	1	0	0	2	2	0	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	39,499	192.168.1.180	1,244	6	0	44	1	0	0	2	2	0	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	51,697	192.168.1.1	53	17	0	50	1	50	1	0	0	0	0	0	0	50	50	50	50	50	50	400,000	400,000	2	0	0	0	301	1	0	1	xss
192.168.1.31	59,264	192.168.1.180	9,111	6	0	44	1	0	0	2	2	0	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	20,814	192.168.1.180	22	6	92	88	2	48	1	22	6	18	0	64	64	48	40	40	48	88	48	704,000	384,000	3	0	4,096	29,200	0	0	0	0	Benign
192.168.1.31	43,929	192.168.1.49	687	6	0	44	1	0	0	2	2	0	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	48,821	192.168.1.186	5,003	6	0	44	1	0	0	2	2	0	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	48,822	192.168.1.195	51,493	6	0	44	1	0	0	2	2	0	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	38,468	192.168.1.49	4,006	6	0	44	1	0	0	2	2	0	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	49,350	192.168.1.49	12,345	6	0	44	1	0	0	2	2	0	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	58,084	192.168.1.49	1,723	6	0	44	1	0	0	2	2	0	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	47,895	192.168.1.195	1,126	6	0	44	1	0	0	2	2	0	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	34,594	192.168.1.46	3,995	6	0	44	1	0	0	2	2	0	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	42,104	192.168.1.180	990	6	0	44	1	0	0	2	2	0	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	42,105	192.168.1.195	3,809	6	0	44	1	0	0	2	2	0	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	59,425	192.168.1.49	4,111	6	0	44	1	0	0	2	2	0	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	64,498	192.168.1.49	49,160	6	0	44	1	40	1	22	2	20	0	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	48,939	192.168.1.49	10,566	6	0	44	1	0	0	2	2	0	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	2,004	6	0	44	1	40	1	22	2	20	0	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.180	46,907	192.168.1.190	53	17	0	59	1	134	1	0	0	0	0	0	0	134	59	59	134	59	134	472,000	1,072,000	1	1	0	0	43,879	1	8,647	0	Benign
192.168.1.31	35,450	192.168.1.49	32,775	6	0	44	1	0	0	2	2	0	0	0	0	44	44	0	44	44	0	352,000	0	1	0	1,024	0	0	0	0	0	Benign
192.168.1.180	42,400	192.168.1.190	53	17	0	69	1	117	1	0	0	0	0	0	0	117	69	69	117	69	117	552,000	936,000	2	0	0	0	42,225	1	604,800	0	Benign
192.168.1.31	39,499	192.168.1.46	2,301	6	0	44	1	0	0	2	2	0	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	49,954	192.168.1.49	55,056	6	0	44	1	0	0	2	2	0	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	62,846	192.168.1.49	1,247	6	0	44	1	0	0	2	2	0	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	56,049	192.168.1.49	2,717	6	0	44	1	0	0	2	2	0	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	38,684	192.168.1.49	56,738	6	0	44	1	0	0	2	2	0	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	64,499	192.168.1.49	2,394	6	0	44	1	0	0	2	2	0	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	60,716	192.168.1.49	5,357	6	0	44	1	40	1	22	2	20	0	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
172.17.0.8	45,779	192.168.1.190	53	17	0	138	2	234	2	0	0	0	0	64	64	117	69	69	117	138	234	1,104,000	1,872,000	4	0	0	0	9,557	1	604,800	0	Benign
192.168.1.31	34,599	192.168.1.49	2,099	6	0	44	1	40	1	22	2	20	0	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.180	50,560	192.168.1.190	53	17	0	69	1	117	1	0	0	0	0	0	0	117	69	69	117	69	117	552,000	936,000	2	0	0	0	54,051	1	604,800	0	Benign
192.168.1.31	37,575	192.168.1.49	5,963	6	0	44	1	0	0	2	2	0	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	39,499	192.168.1.46	1,122	6	0	44	1	0	0	2	2	0	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	52,702	192.168.1.49	1,044	6	0	44	1	0	0	2	2	0	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	59,264	192.168.1.180	6,566	6	0	44	1	0	0	2	2	0	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	45,189	192.168.1.49	1,112	6	0	44	1	0	0	2	2	0	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	45,104	192.168.1.49	100	6	0	44	1	0	0	2	2	0	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	58,403	192.168.1.46	3,031	6	0	44	1	0	0	2	2	0	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	34,597	192.168.1.49	3,493	6	0	44	1	40	1	22	2	20	0	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	49,350	192.168.1.180	1,023	6	0	44	1	0	0	2	2	0	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	39,965	192.168.1.49	8,254	6	0	44	1	0	0	2	2	0	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	192.168.1.152	3,871	6	0	44	1	40	1	22	2	20	0	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	62,324	192.168.1.49	1,755	6	0	44	1	0	0	2	2	0	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	36,667	192.168.1.49	50,006	6	0	44	1	0	0	2	2	0	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	49,351	192.168.1.180	1,078	6	0	44	1	0	0	2	2	0	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	63,983	192.168.1.49	1,071	6	0	44	1	0	0	2	2	0	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	51,197	192.168.1.49	593	6	0	44	1	0	0	2	2	0	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	55,686	192.168.1.49	714	6	0	44	1	0	0	2	2	0	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	48,433	192.168.1.49	32,773	6	0	44	1	0	0	2	2	0	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	192.168.1.46	3,493	6	0	44	1	0	0	2	2	0	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	9,618	6	0	44	1	0	0	2	2	0	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	62,692	192.168.1.49	1,055	6	0	44	1	0	0	2	2	0	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	63,887	192.168.1.190	2,065	6	0	44	1	40	1	22	2	20	0	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.32	47,488	192.168.1.1	53	17	0	70	1	228	1	0	0	0	4,294,952	0	0	228	70	70	228	70	228	560,000	1,824,000	1	1	0	0	34,230	1	60	0	Benign
192.168.1.31	34,594	192.168.1.169	27,352	6	0	44	1	40	1	22	2	20	0	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	42,104	192.168.1.46	1,352	6	150	44	1	0	0	2	2	0	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	48,144	192.168.1.49	3,325	6	0	44	1	0	0	2	2	0	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	48,821	192.168.1.152	19,101	6	0	44	1	40	1	22	2	20	0	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	34,595	192.168.1.186	7,911	6	0	44	1	0	0	2	2	0	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	39,489	192.168.1.49	4,900	6	0	44	1	0	0	2	2	0	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	54,877	192.168.1.49	5,414	6	0	44	1	0	0	2	2	0	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	50,357	192.168.1.46	30,951	6	0	44	1	0	0	2	2	0	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	62,320	192.168.1.49	6,502	6	0	44	1	0	0	2	2	0	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	36,935	192.168.1.1	53	17	0	50	1	50	1	0	0	0	0	0	0	50	50	50	50	50	50	400,000	400,000	2	0	0	0	51,171	28	0	1	dos
192.168.1.31	58,488	192.168.1.49	1,080	6	172	44	1	0	0	2	2	0	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	47,883	192.168.1.49	1,123	6	0	44	1	0	0	2	2	0	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	49,350	192.168.1.190	52,822	6	0	44	1	40	1	22	2	20	0	0	0	44	40	40	44	44	40	352,000	320,000	2	0	1,024	0	0	0	0	0	Benign
192.168.1.180	56,420	192.168.1.190	53	17	0	59	1	134	1	0	0	0	0	0	0	134	59	59	134	59	134	472,000	1,072,000	1	1	0	0	10,457	1	9,384	0	Benign
192.168.1.32	40,122	192.168.1.49	44,443	6	0	44	1	0	0	2	2	0	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	35,187	192.168.1.49	7,435	6	0	44	1	40	1	22	2	20	0	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	45,459	192.168.1.49	1,041	6	0	44	1	0	0	2	2	0	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	49,126	192.168.1.49	541	6	0	44	1	40	1	22	2	20	0	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	33,981	192.168.1.49	8,701	6	0	44	1	0	0	2	2	0	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	41,990	192.168.1.49	5,432	6	19	44	1	0	0	2	2	0	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	36,072	192.168.1.180	990	6	0	44	1	0	0	2	2	0	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	2,002	6	0	44	1	40	1	22	2	20	0	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	37,524	192.168.1.49	65,000	6	0	44	1	0	0	2	2	0	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	51,195	192.168.1.49	4,446	6	0	44	1	0	0	2	2	0	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	33,159	192.168.1.49	2,048	6	0	44	1	0	0	2	2	0	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	56,049	192.168.1.49	8,009	6	139	44	1	0	0	2	2	0	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	39,870	192.168.1.186	1,074	6	0	44	1	0	0	2	2	0	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	64,836	192.168.1.195	5,033	6	0	44	1	0	0	2	2	0	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	41,971	192.168.1.49	49,158	6	0	44	1	0	0	2	2	0	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	44,627	192.168.1.49	2,008	6	0	44	1	0	0	2	2	0	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