Datasets:

kirayz
/

cicids17-ml

Dataset card Viewer Files Files and versions Community

Split (1)

train · 2.83M rows

destination_port int64	flow_duration int64	total_fwd_packets int64	total_backward_packets int64	total_length_of_fwd_packets int64	total_length_of_bwd_packets int64	fwd_packet_length_max int64	fwd_packet_length_min int64	fwd_packet_length_mean float64	fwd_packet_length_std float64	bwd_packet_length_max int64	bwd_packet_length_min int64	bwd_packet_length_mean float64	bwd_packet_length_std float64	flow_bytes/s float64	flow_packets/s float64	flow_iat_mean float64	flow_iat_std float64	flow_iat_max int64	flow_iat_min int64	fwd_iat_total int64	fwd_iat_mean float64	fwd_iat_std float64	fwd_iat_max int64	fwd_iat_min int64	bwd_iat_total int64	bwd_iat_mean float64	bwd_iat_std float64	bwd_iat_max int64	bwd_iat_min int64	fwd_psh_flags int64	fwd_header_length int64	bwd_header_length int64	fwd_packets/s float64	bwd_packets/s float64	min_packet_length int64	max_packet_length int64	packet_length_mean float64	packet_length_std float64	packet_length_variance float64	fin_flag_count int64	syn_flag_count int64	psh_flag_count int64	ack_flag_count int64	urg_flag_count int64	down/up_ratio int64	average_packet_size float64	avg_fwd_segment_size float64	avg_bwd_segment_size float64	fwd_header_length.1 int64	subflow_fwd_packets int64	subflow_fwd_bytes int64	subflow_bwd_packets int64	subflow_bwd_bytes int64	init_win_bytes_forward int64	init_win_bytes_backward int64	act_data_pkt_fwd int64	min_seg_size_forward int64	active_mean float64	active_max int64	active_min int64	idle_mean float64	idle_max int64	idle_min int64	label string
53	219	2	2	64	252	32	32	32	0	126	126	126	0	1,442,922.374	18,264.84018	73	84.326745	167	4	4	4	0	4	4	48	48	0	48	48	0	64	64	9,132.420091	9,132.420091	32	126	69.6	51.48592	2,650.8	0	0	0	0	0	1	87	32	126	64	2	64	2	252	-1	-1	1	32	0	0	0	0	0	0	BENIGN
53	179	2	2	46	46	23	23	23	0	23	23	23	0	513,966.4804	22,346.36872	59.666667	101.613647	177	1	1	1	0	1	1	1	1	0	1	1	0	64	64	11,173.18436	11,173.18436	23	23	23	0	0	0	0	0	0	0	1	28.75	23	23	64	2	46	2	46	-1	-1	1	32	0	0	0	0	0	0	BENIGN
52,623	44	3	1	43	6	31	6	14.333333	14.433757	6	6	6	0	1,113,636.364	90,909.09091	14.666667	22.030282	40	0	4	2	2.828427	4	0	0	0	0	0	0	0	60	20	68,181.81818	22,727.27273	6	31	11	11.18034	125	0	0	0	1	0	0	13.75	14.333333	6	60	3	43	1	6	980	0	2	20	0	0	0	0	0	0	BENIGN
53	208	2	2	78	238	39	39	39	0	119	119	119	0	1,519,230.769	19,230.76923	69.333333	36.950417	112	48	48	48	0	48	48	48	48	0	48	48	0	64	64	9,615.384615	9,615.384615	39	119	71	43.817805	1,920	0	0	0	0	0	1	88.75	39	119	64	2	78	2	238	-1	-1	1	32	0	0	0	0	0	0	BENIGN
53	53,538	2	2	60	264	30	30	30	0	132	132	132	0	6,051.776308	74.713288	17,846	30,866.01962	53,487	3	3	3	0	3	3	48	48	0	48	48	0	40	40	37.356644	37.356644	30	132	70.8	55.867701	3,121.2	0	0	0	0	0	1	88.5	30	132	40	2	60	2	264	-1	-1	1	20	0	0	0	0	0	0	BENIGN
53	194	2	2	94	350	47	47	47	0	175	175	175	0	2,288,659.794	20,618.5567	64.666667	69.830748	141	4	4	4	0	4	4	49	49	0	49	49	0	64	64	10,309.27835	10,309.27835	47	175	98.2	70.108487	4,915.2	0	0	0	0	0	1	122.75	47	175	64	2	94	2	350	-1	-1	1	32	0	0	0	0	0	0	BENIGN
35,378	23	1	1	0	0	0	0	0	0	0	0	0	0	0	86,956.52174	23	0	23	23	0	0	0	0	0	0	0	0	0	0	0	32	32	43,478.26087	43,478.26087	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	382	299	0	32	0	0	0	0	0	0	BENIGN
80	23,381	1	1	0	0	0	0	0	0	0	0	0	0	0	85.539541	23,381	0	23,381	23,381	0	0	0	0	0	0	0	0	0	0	0	32	32	42.76977	42.76977	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	261	939	0	32	0	0	0	0	0	0	BENIGN
53	30,890	2	2	66	98	33	33	33	0	49	49	49	0	5,309.161541	129.491745	10,296.66667	17,828.28764	30,883	3	4	4	0	4	4	3	3	0	3	3	0	64	64	64.745872	64.745872	33	49	39.4	8.763561	76.8	0	0	0	0	0	1	49.25	33	49	64	2	66	2	98	-1	-1	1	32	0	0	0	0	0	0	BENIGN
80	23,749	1	1	0	0	0	0	0	0	0	0	0	0	0	84.214072	23,749	0	23,749	23,749	0	0	0	0	0	0	0	0	0	0	0	32	32	42.107036	42.107036	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	251	32	0	32	0	0	0	0	0	0	BENIGN
53	25,726	2	2	104	314	52	52	52	0	157	157	157	0	16,248.15362	155.484724	8,575.333333	14,846.85086	25,719	3	3	3	0	3	3	4	4	0	4	4	0	40	40	77.742362	77.742362	52	157	94	57.510869	3,307.5	0	0	0	0	0	1	117.5	52	157	40	2	104	2	314	-1	-1	1	20	0	0	0	0	0	0	BENIGN
52,113	54	1	1	6	6	6	6	6	0	6	6	6	0	222,222.2222	37,037.03704	54	0	54	54	0	0	0	0	0	0	0	0	0	0	0	20	20	18,518.51852	18,518.51852	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	913	256	0	20	0	0	0	0	0	0	BENIGN
53	61,685	2	2	62	254	31	31	31	0	127	127	127	0	5,122.801329	64.845586	20,561.66667	35,531.57895	61,590	47	48	48	0	48	48	47	47	0	47	47	0	64	64	32.422793	32.422793	31	127	69.4	52.581366	2,764.8	0	0	0	0	0	1	86.75	31	127	64	2	62	2	254	-1	-1	1	32	0	0	0	0	0	0	BENIGN
51,621	88	1	1	0	0	0	0	0	0	0	0	0	0	0	22,727.27273	88	0	88	88	0	0	0	0	0	0	0	0	0	0	0	32	32	11,363.63636	11,363.63636	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	1,358	424	0	32	0	0	0	0	0	0	BENIGN
53	213	2	2	60	264	30	30	30	0	132	132	132	0	1,521,126.761	18,779.34272	71	79.322128	159	5	49	49	0	49	49	5	5	0	5	5	0	80	80	9,389.671362	9,389.671362	30	132	70.8	55.867701	3,121.2	0	0	0	0	0	1	88.5	30	132	80	2	60	2	264	-1	-1	1	40	0	0	0	0	0	0	BENIGN
53	181	2	2	88	344	44	44	44	0	172	172	172	0	2,386,740.331	22,099.44751	60.333333	99.304246	175	3	3	3	0	3	3	3	3	0	3	3	0	64	64	11,049.72376	11,049.72376	44	172	95.2	70.108487	4,915.2	0	0	0	0	0	1	119	44	172	64	2	88	2	344	-1	-1	1	32	0	0	0	0	0	0	BENIGN
54,714	3	1	1	6	6	6	6	6	0	6	6	6	0	4,000,000	666,666.6667	3	0	3	3	0	0	0	0	0	0	0	0	0	0	0	20	20	333,333.3333	333,333.3333	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	119	255	0	20	0	0	0	0	0	0	BENIGN
53	534	2	2	58	178	29	29	29	0	89	89	89	0	441,947.5655	7,490.636704	178	306.572993	532	1	1	1	0	1	1	1	1	0	1	1	0	64	64	3,745.318352	3,745.318352	29	89	53	32.863353	1,080	0	0	0	0	0	1	66.25	29	89	64	2	58	2	178	-1	-1	1	32	0	0	0	0	0	0	BENIGN
37,907	67	1	1	6	6	6	6	6	0	6	6	6	0	179,104.4776	29,850.74627	67	0	67	67	0	0	0	0	0	0	0	0	0	0	0	20	20	14,925.37313	14,925.37313	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	8,190	229	0	20	0	0	0	0	0	0	BENIGN
46,098	57	2	1	31	6	31	0	15.5	21.92031	6	6	6	0	649,122.807	52,631.57895	28.5	36.062446	54	3	3	3	0	3	3	0	0	0	0	0	1	64	20	35,087.7193	17,543.85965	0	31	17	16.350331	267.333333	0	1	0	1	0	0	22.666667	15.5	6	64	2	31	1	6	1,188	0	0	32	0	0	0	0	0	0	BENIGN
53	257,644	2	2	74	228	37	37	37	0	114	114	114	0	1,172.160035	15.525298	85,881.33333	148,585.4526	257,453	0	0	0	0	0	0	191	191	0	191	191	0	64	64	7.762649	7.762649	37	114	67.8	42.174637	1,778.7	0	0	0	0	0	1	84.75	37	114	64	2	74	2	228	-1	-1	1	32	0	0	0	0	0	0	BENIGN
80	11,509,095	8	5	369	11,632	369	0	46.125	130.461201	10,184	0	2,326.4	4,437.056321	1,042.740546	1.129541	959,091.25	2,262,122.237	6,504,954	47	6,507,794	929,684.8571	2,458,891.224	6,505,926	168	11,500,000	2,877,262	3,377,879.022	6,504,954	196	0	264	168	0.695102	0.434439	0	10,184	857.214286	2,712.638403	7,358,407.104	0	0	1	0	0	0	923.153846	46.125	2,326.4	264	8	369	5	11,632	29,200	235	1	32	914	914	914	6,504,954	6,504,954	6,504,954	DoS GoldenEye
54,901	49	1	1	6	6	6	6	6	0	6	6	6	0	244,897.9592	40,816.32653	49	0	49	49	0	0	0	0	0	0	0	0	0	0	0	20	20	20,408.16327	20,408.16327	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	335	16,560	0	20	0	0	0	0	0	0	BENIGN
53,379	198	1	2	0	0	0	0	0	0	0	0	0	0	0	15,151.51515	99	70.710678	149	49	0	0	0	0	0	49	49	0	49	49	0	32	64	5,050.505051	10,101.0101	0	0	0	0	0	0	0	0	1	1	2	0	0	0	32	1	0	2	0	269	65,535	0	32	0	0	0	0	0	0	BENIGN
56,736	15	1	1	6	6	6	6	6	0	6	6	6	0	800,000	133,333.3333	15	0	15	15	0	0	0	0	0	0	0	0	0	0	0	20	20	66,666.66667	66,666.66667	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	119	255	0	20	0	0	0	0	0	0	BENIGN
53	161	2	2	82	114	41	41	41	0	57	57	57	0	1,217,391.304	24,844.7205	53.666667	86.892654	154	3	3	3	0	3	3	4	4	0	4	4	0	64	64	12,422.36025	12,422.36025	41	57	47.4	8.763561	76.8	0	0	0	0	0	1	59.25	41	57	64	2	82	2	114	-1	-1	1	32	0	0	0	0	0	0	BENIGN
53	212	2	2	84	162	42	42	42	0	81	81	81	0	1,160,377.358	18,867.92453	70.666667	38.397049	115	48	49	49	0	49	49	48	48	0	48	48	0	64	64	9,433.962264	9,433.962264	42	81	57.6	21.36118	456.3	0	0	0	0	0	1	72	42	81	64	2	84	2	162	-1	-1	1	32	0	0	0	0	0	0	BENIGN
58,891	23,388	2	1	12	6	6	6	6	0	6	6	6	0	769.625449	128.270908	11,694	16,419.01946	23,304	84	23,388	23,388	0	23,388	23,388	0	0	0	0	0	0	40	20	85.513939	42.756969	6	6	6	0	0	0	0	0	1	1	0	8	6	6	40	2	12	1	6	60	255	1	20	0	0	0	0	0	0	BENIGN
49,032	60	1	1	0	0	0	0	0	0	0	0	0	0	0	33,333.33333	60	0	60	60	0	0	0	0	0	0	0	0	0	0	0	32	32	16,666.66667	16,666.66667	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	114	338	0	32	0	0	0	0	0	0	BENIGN
53	24,386	2	2	68	484	34	34	34	0	242	242	242	0	22,635.93865	164.028541	8,128.666667	14,072.33546	24,378	4	4	4	0	4	4	4	4	0	4	4	0	40	40	82.01427	82.01427	34	242	117.2	113.926292	12,979.2	0	0	0	0	0	1	146.5	34	242	40	2	68	2	484	-1	-1	1	20	0	0	0	0	0	0	BENIGN
443	392	3	1	18	6	6	6	6	0	6	6	6	0	61,224.4898	10,204.08163	130.666667	222.859448	388	1	4	2	1.414214	3	1	0	0	0	0	0	0	60	20	7,653.061224	2,551.020408	6	6	6	0	0	1	0	0	0	0	0	7.5	6	6	60	3	18	1	6	0	0	2	20	0	0	0	0	0	0	BENIGN
443	3	2	0	12	0	6	6	6	0	0	0	0	0	4,000,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	0	40	0	666,666.6667	0	6	6	6	0	0	1	0	0	0	0	0	9	6	0	40	2	12	0	0	0	-1	1	20	0	0	0	0	0	0	BENIGN
53	247	2	2	74	426	37	37	37	0	213	213	213	0	2,024,291.498	16,194.33198	82.333333	100.021664	195	4	48	48	0	48	48	4	4	0	4	4	0	64	64	8,097.165992	8,097.165992	37	213	107.4	96.39917	9,292.8	0	0	0	0	0	1	134.25	37	213	64	2	74	2	426	-1	-1	1	32	0	0	0	0	0	0	BENIGN
53	158	2	2	82	114	41	41	41	0	57	57	57	0	1,240,506.329	25,316.4557	52.666667	85.160633	151	3	3	3	0	3	3	4	4	0	4	4	0	40	40	12,658.22785	12,658.22785	41	57	47.4	8.763561	76.8	0	0	0	0	0	1	59.25	41	57	40	2	82	2	114	-1	-1	1	20	0	0	0	0	0	0	BENIGN
35,450	33	1	1	0	0	0	0	0	0	0	0	0	0	0	60,606.06061	33	0	33	33	0	0	0	0	0	0	0	0	0	0	0	32	32	30,303.0303	30,303.0303	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	283	229	0	32	0	0	0	0	0	0	BENIGN
53	46,982	2	2	58	446	29	29	29	0	223	223	223	0	10,727.51266	85.138989	15,660.66667	27,120.74026	46,977	1	1	1	0	1	1	4	4	0	4	4	0	40	40	42.569495	42.569495	29	223	106.6	106.258176	11,290.8	0	0	0	0	0	1	133.25	29	223	40	2	58	2	446	-1	-1	1	20	0	0	0	0	0	0	BENIGN
80	11,512,230	5	5	672	3,525	672	0	134.4	300.527536	2,077	0	705	990.64474	364.568811	0.868641	1,279,136.667	2,565,059.835	6,506,213	4	6,509,115	1,627,278.75	3,253,892.183	6,508,117	4	11,500,000	2,878,045.5	3,378,842.065	6,506,213	49	0	168	168	0.434321	0.434321	0	2,077	381.545455	725.318601	526,087.0727	0	0	1	0	0	1	419.7	134.4	705	168	5	672	5	3,525	29,200	237	1	32	821	821	821	6,506,213	6,506,213	6,506,213	DoS GoldenEye
49,346	145	1	1	0	0	0	0	0	0	0	0	0	0	0	13,793.10345	145	0	145	145	0	0	0	0	0	0	0	0	0	0	0	32	32	6,896.551724	6,896.551724	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	3	229	0	32	0	0	0	0	0	0	BENIGN
53	32,215	4	2	112	152	28	28	28	0	76	76	76	0	8,194.940245	186.248642	6,443	13,617.57948	30,780	3	30,832	10,277.33333	17,755.84381	30,780	4	3	3	0	3	3	0	80	64	124.165761	62.082881	28	76	41.714286	23.421602	548.571429	0	0	0	0	0	0	48.666667	28	76	80	4	112	2	152	-1	-1	3	20	0	0	0	0	0	0	BENIGN
53	324	2	2	84	362	42	42	42	0	181	181	181	0	1,376,543.21	12,345.67901	108	183.597386	320	2	2	2	0	2	2	2	2	0	2	2	0	40	40	6,172.839506	6,172.839506	42	181	97.6	76.133435	5,796.3	0	0	0	0	0	1	122	42	181	40	2	84	2	362	-1	-1	1	20	0	0	0	0	0	0	BENIGN
58,030	82	2	1	31	6	31	0	15.5	21.92031	6	6	6	0	451,219.5122	36,585.36585	41	52.325902	78	4	4	4	0	4	4	0	0	0	0	0	1	64	20	24,390.2439	12,195.12195	0	31	17	16.350331	267.333333	0	1	0	1	0	0	22.666667	15.5	6	64	2	31	1	6	1,006	0	0	32	0	0	0	0	0	0	BENIGN
53	1,048,635	6	2	192	256	32	32	32	0	128	128	128	0	427.222055	7.628965	149,805	375,521.0405	1,000,947	1	1,033,613	206,722.6	444,210.0686	1,000,947	1	3	3	0	3	3	0	120	40	5.721724	1.907241	32	128	53.333333	42.332021	1,792	0	0	0	0	0	0	60	32	128	120	6	192	2	256	-1	-1	5	20	0	0	0	0	0	0	BENIGN
53	94,939	4	2	188	226	47	47	47	0	113	113	113	0	4,360.694762	63.198475	18,987.8	31,664.10256	73,049	1	73,051	24,350.33333	42,174.28246	73,049	1	48	48	0	48	48	0	104	64	42.132317	21.066158	47	113	65.857143	32.204702	1,037.142857	0	0	0	0	0	0	76.833333	47	113	104	4	188	2	226	-1	-1	3	20	0	0	0	0	0	0	BENIGN