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	DURATION_IN int64	DURATION_OUT 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	RETRANSMITTED_IN_BYTES int64	RETRANSMITTED_IN_PKTS int64	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	NUM_PKTS_256_TO_512_BYTES int64	NUM_PKTS_512_TO_1024_BYTES int64	NUM_PKTS_1024_TO_1514_BYTES int64	TCP_WIN_MAX_IN int64	TCP_WIN_MAX_OUT int64	ICMP_TYPE int64	ICMP_IPV4_TYPE int64	DNS_QUERY_ID int64	DNS_QUERY_TYPE int64	DNS_TTL_ANSWER int64	Label int64	Attack string
192.168.1.180	47,638	192.0.32.59	43	6	0	286	5	776	5	27	27	27	0	0	0	63	63	560	52	52	560	286	776	0	0	2,288,000	6,208,000	9	0	0	1	0	65,535	14,618	0	0	0	0	0	0	Benign
192.168.1.1	0	192.168.1.169	0	1	0	97,742	1,224	0	0	0	0	0	4,294,905	62	0	1	64	114	68	0	114	97,742	0	0	0	12,408,000	0	1,224	0	0	0	0	0	0	2,816	11	0	0	0	0	Benign
192.168.1.34	54,638	192.168.1.1	53	17	0	140	2	258	1	0	0	0	0	0	0	64	64	258	70	70	258	27,790	50,448	0	0	3,992,000	7,256,000	397	20	176	0	0	0	0	0	0	24,185	28	27	1	mitm
192.168.1.190	31,837	205.251.196.184	53	17	5.178	77	1	362	1	0	0	0	0	0	0	0	0	362	77	77	362	77	362	0	0	616,000	2,896,000	1	0	1	0	0	0	0	0	0	63,963	1	172,800	0	Benign
192.168.1.195	53,242	192.168.1.190	53	17	0	54	1	129	1	0	0	0	0	0	0	0	0	129	54	54	129	54	129	0	0	432,000	1,032,000	1	1	0	0	0	0	0	0	0	2,363	1	9,600	0	Benign
192.168.1.152	59,986	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	30,158	28	450	0	Benign
192.168.1.193	53,449	239.255.255.250	1,900	17	0	804	4	0	0	0	0	0	0	0	0	1	1	201	201	0	201	804	0	0	0	6,432,000	0	0	4	0	0	0	0	0	0	0	0	0	0	0	Benign
0.0.0.0	51,426	0.0.0.0	80	6	7.212	1,990	6	672	6	31	27	31	0	0	0	64	64	1,332	60	60	1,332	1,990	672	0	0	15,920,000	5,376,000	9	0	2	0	1	64,800	28,800	0	0	0	0	0	0	Benign
192.168.1.190	30,997	146.82.224.215	53	17	5.68	78	1	0	0	0	0	0	0	0	0	0	0	78	78	0	78	78	0	0	0	624,000	0	1	0	0	0	0	0	0	0	0	43,820	1	0	0	Benign
192.168.1.79	41,895	239.255.255.250	15,600	17	0	63	1	0	0	0	0	0	0	0	0	0	0	63	63	0	63	63	0	0	0	504,000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.152	59,137	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	39,980	1	45	0	Benign
192.168.1.103	59,280	224.0.0.252	5,355	17	0	122	2	0	0	0	0	0	0	0	0	1	1	61	61	0	61	122	0	0	0	976,000	0	2	0	0	0	0	0	0	0	0	8,900	255	0	0	Benign
192.168.1.34	54,638	192.168.1.1	53	17	0	140	2	258	1	0	0	0	0	0	0	64	64	258	70	70	258	22,330	40,386	0	0	3,888,000	7,080,000	319	20	137	0	0	0	0	0	0	24,185	28	28	1	mitm
192.168.1.190	36,512	193.0.14.129	53	17	0	56	1	1,125	1	0	0	0	0	0	0	0	0	1,125	56	56	1,125	56	1,125	0	0	448,000	9,000,000	1	0	0	0	1	0	0	0	0	29,995	2	518,400	0	Benign
0.0.0.0	0	0.0.0.0	0	58	0	3,052	22	0	0	0	0	0	4,294,795	172	0	1	1	176	96	0	176	3,522,700	0	0	0	184,000	0	8	14	0	0	0	0	0	36,608	143	0	0	0	0	Benign
0.0.0.0	0	0.0.0.0	0	58	0	5,976	83	0	0	0	0	0	4,294,732	235	0	255	255	72	72	0	72	12,244,752	0	0	0	208,000	0	83	0	0	0	0	0	0	34,560	135	0	0	0	0	Benign
192.168.1.195	51,660	192.168.1.190	53	17	0	54	1	129	1	0	0	0	0	0	0	0	0	129	54	54	129	54	129	0	0	432,000	1,032,000	1	1	0	0	0	0	0	0	0	30,211	1	4,077	0	Benign
192.168.1.152	45,204	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	53,331	28	225	0	Benign
192.168.1.79	56,941	239.255.255.250	15,600	17	0	63	1	0	0	0	0	0	0	0	0	0	0	63	63	0	63	63	0	0	0	504,000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.79	57,005	239.255.255.250	15,600	17	0	63	1	0	0	0	0	0	0	0	0	0	0	63	63	0	63	63	0	0	0	504,000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.169	52,098	192.168.1.1	53	17	0	142	2	5,325	75	0	0	0	4,294,952	15	0	128	128	71	71	71	71	5,396	102,098	0	0	15,880,000	281,392,000	1,514	0	0	0	0	0	0	0	0	59,441	1	0	0	Benign
0.0.0.0	28,253	0.0.0.0	53	17	0	107	1	123	1	0	0	0	0	0	0	0	0	123	107	107	123	107	123	0	0	856,000	984,000	2	0	0	0	0	0	0	0	0	42,467	1	3,600	0	Benign
192.168.1.79	56,078	239.255.255.250	15,600	17	0	63	1	0	0	0	0	0	0	0	0	0	0	63	63	0	63	63	0	0	0	504,000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.152	58,251	192.168.1.190	53	17	5.239	73	1	356	1	0	0	0	0	0	0	0	0	356	73	73	356	73	356	0	0	584,000	2,848,000	1	0	1	0	0	0	0	0	0	31,092	28	300	0	Benign
0.0.0.0	546	0.0.0.0	547	17	0	530	5	0	0	0	0	0	4,294,733	234	0	1	1	106	106	0	106	530	0	0	0	16,000	0	5	0	0	0	0	0	0	0	0	0	0	0	0	Benign
0.0.0.0	0	0.0.0.0	0	58	0	2,736	36	0	0	0	0	0	4,294,686	281	0	1	1	76	76	0	76	2,736	0	0	0	72,000	0	36	0	0	0	0	0	0	36,608	143	0	0	0	0	Benign
192.168.1.152	36,934	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	40,600	1	59	0	Benign
192.168.1.152	40,688	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	53,019	28	630	0	Benign
192.168.1.79	59,479	239.255.255.250	15,600	17	0	63	1	0	0	0	0	0	0	0	0	0	0	63	63	0	63	63	0	0	0	504,000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	Benign
0.0.0.0	5,423	0.0.0.0	53	17	0	96	1	112	1	0	0	0	0	0	0	0	0	112	96	96	112	96	112	0	0	768,000	896,000	2	0	0	0	0	0	0	0	0	51,423	1	300	0	Benign
127.0.0.1	57,932	127.0.0.1	53	17	5.169	62	1	123	1	0	0	0	0	0	0	0	0	123	62	62	123	62	123	0	0	496,000	984,000	2	0	0	0	0	0	0	0	0	57,299	28	3,600	0	Benign
192.168.1.1	53,102	192.168.1.195	64,969	17	0	319	1	0	0	0	0	0	0	0	0	0	0	319	319	0	319	319	0	0	0	2,552,000	0	0	0	1	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.190	41,671	216.58.200.106	443	6	91.126	150	2	98	1	24	24	24	0	0	0	64	64	98	52	52	98	150	98	0	0	1,200,000	784,000	3	0	0	0	0	254	249	0	0	0	0	0	0	Benign
192.168.1.195	50,785	52.139.250.253	443	6	91	156	3	156	3	18	2	18	4,294,920	47	47	128	128	52	52	52	52	156	156	0	0	24,000	24,000	6	0	0	0	0	64,240	8,192	0	0	0	0	0	0	Benign
192.168.1.190	17,785	192.5.6.30	53	17	5.68	64	1	785	1	0	0	0	0	0	0	0	0	785	64	64	785	64	785	0	0	512,000	6,280,000	1	0	0	1	0	0	0	0	0	39,100	43	86,400	0	Benign
192.168.1.152	47,800	192.168.1.190	53	17	0	70	1	528	1	0	0	0	0	0	0	0	0	528	70	70	528	70	528	0	0	560,000	4,224,000	1	0	0	1	0	0	0	0	0	52,335	28	60	0	Benign
192.168.1.79	38,297	239.255.255.250	15,600	17	0	63	1	0	0	0	0	0	0	0	0	0	0	63	63	0	63	63	0	0	0	504,000	0	1	0	0	0	0	0	0	0	0	0	0	0	0	Benign
0.0.0.0	0	0.0.0.0	0	58	0	4,288	67	3,168	44	0	0	0	4,294,686	281	281	255	255	72	64	64	72	4,288	3,168	0	0	120,000	88,000	111	0	0	0	0	0	0	34,816	136	0	0	0	0	Benign
192.168.1.152	37,030	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	28,444	28	315	0	Benign
192.168.1.192	0	192.168.1.190	0	1	0	187,320	2,230	0	0	0	0	0	4,294,608	359	0	64	64	84	84	0	84	187,320	0	0	0	4,160,000	0	2,230	0	0	0	0	0	0	2,048	8	0	0	0	0	Benign
192.168.1.195	56,449	224.0.0.252	5,355	17	0	122	2	0	0	0	0	0	0	0	0	1	1	61	61	0	61	122	0	0	0	976,000	0	2	0	0	0	0	0	0	0	0	53,400	255	0	0	Benign
192.168.1.152	0	224.0.0.251	0	2	0	96	3	0	0	0	0	0	4,294,889	78	0	1	1	32	32	0	32	96	0	0	0	8,000	0	3	0	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.103	0	224.0.0.2	0	2	0	224	7	0	0	0	0	0	4,294,842	125	0	1	1	32	32	0	32	224	0	0	0	8,000	0	7	0	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.193	64,813	239.255.255.250	1,900	17	0	603	3	0	0	0	0	0	0	0	0	1	1	201	201	0	201	603	0	0	0	4,824,000	0	0	3	0	0	0	0	0	0	0	0	0	0	0	Benign
13.68.93.109	443	192.168.1.195	49,817	6	91.125	4,500	3	0	0	16	16	0	4,294,873	94	0	109	110	1,500	1,500	0	1,500	30,001,500	0	3,000	2	24,000,000	0	0	0	0	0	3	1,026	0	47,104	184	0	0	0	0	Benign
192.168.1.6	38,822	239.255.255.250	1,900	17	0	459	3	0	0	0	0	0	0	0	0	1	1	153	153	0	153	459	0	0	0	3,672,000	0	0	3	0	0	0	0	0	0	0	0	0	0	0	Benign
192.168.1.152	33,260	192.168.1.190	53	17	5.178	93	1	177	1	0	0	0	0	0	0	0	0	177	93	93	177	93	177	0	0	744,000	1,416,000	1	1	0	0	0	0	0	0	0	28,457	1	630	0	Benign

Subsets and Splits