Datasets:

kirayz
/

cicids17-ml

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	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_std float64	active_max int64	active_min int64	idle_mean float64	idle_std float64	idle_max int64	idle_min int64	label string
54,865	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	0	0	1	0	0	9	6	0	40	2	12	0	0	33	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,054	109	1	1	6	6	6	6	6	0	6	6	6	0	110,091.7431	18,348.62385	109	0	109	109	0	0	0	0	0	0	0	0	0	0	0	20	20	9,174.311927	9,174.311927	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	29	256	0	20	0	0	0	0	0	0	0	0	BENIGN
55,055	52	1	1	6	6	6	6	6	0	6	6	6	0	230,769.2308	38,461.53846	52	0	52	52	0	0	0	0	0	0	0	0	0	0	0	20	20	19,230.76923	19,230.76923	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	29	256	0	20	0	0	0	0	0	0	0	0	BENIGN
46,236	34	1	1	6	6	6	6	6	0	6	6	6	0	352,941.1765	58,823.52941	34	0	34	34	0	0	0	0	0	0	0	0	0	0	0	20	20	29,411.76471	29,411.76471	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	31	329	0	20	0	0	0	0	0	0	0	0	BENIGN
54,863	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	0	0	1	0	0	9	6	0	40	2	12	0	0	32	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
54,871	1,022	2	0	12	0	6	6	6	0	0	0	0	0	11,741.68297	1,956.947162	1,022	0	1,022	1,022	1,022	1,022	0	1,022	1,022	0	0	0	0	0	0	40	0	1,956.947162	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	32	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
54,925	4	2	0	12	0	6	6	6	0	0	0	0	0	3,000,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	0	40	0	500,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	32	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
54,925	42	1	1	6	6	6	6	6	0	6	6	6	0	285,714.2857	47,619.04762	42	0	42	42	0	0	0	0	0	0	0	0	0	0	0	20	20	23,809.52381	23,809.52381	6	6	6	0	0	0	0	1	0	1	9	6	6	20	1	6	1	6	32	256	0	20	0	0	0	0	0	0	0	0	BENIGN
9,282	4	2	0	12	0	6	6	6	0	0	0	0	0	3,000,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	0	40	0	500,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	32	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,153	4	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	9,250,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	1	40	0	500,000	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	946	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,143	3	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	12,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	40	0	666,666.6667	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	980	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,144	1	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	37,000,000	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	1	40	0	2,000,000	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	980	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,145	4	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	9,250,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	1	40	0	500,000	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	980	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,254	3	3	0	43	0	31	6	14.333333	14.433757	0	0	0	0	14,300,000	1,000,000	1.5	0.707107	2	1	3	1.5	0.707107	2	1	0	0	0	0	0	0	60	0	1,000,000	0	6	31	12.25	12.5	156.25	0	0	1	0	0	16.333333	14.333333	0	60	3	43	0	0	946	-1	2	20	0	0	0	0	0	0	0	0	BENIGN
36,206	54	1	1	0	0	0	0	0	0	0	0	0	0	0	37,037.03704	54	0	54	54	0	0	0	0	0	0	0	0	0	0	0	32	32	18,518.51852	18,518.51852	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	939	1,269	0	32	0	0	0	0	0	0	0	0	BENIGN
53,524	1	2	0	0	0	0	0	0	0	0	0	0	0	0	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	0	64	0	2,000,000	0	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	130	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
53,524	154	1	1	0	0	0	0	0	0	0	0	0	0	0	12,987.01299	154	0	154	154	0	0	0	0	0	0	0	0	0	0	0	32	32	6,493.506494	6,493.506494	0	0	0	0	0	0	0	1	0	1	0	0	0	32	1	0	1	0	130	65,535	0	32	0	0	0	0	0	0	0	0	BENIGN
53,526	1	2	0	0	0	0	0	0	0	0	0	0	0	0	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	0	64	0	2,000,000	0	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	130	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
53,526	118	1	1	0	0	0	0	0	0	0	0	0	0	0	16,949.15254	118	0	118	118	0	0	0	0	0	0	0	0	0	0	0	32	32	8,474.576271	8,474.576271	0	0	0	0	0	0	0	1	0	1	0	0	0	32	1	0	1	0	130	65,535	0	32	0	0	0	0	0	0	0	0	BENIGN
53,527	239	1	1	0	0	0	0	0	0	0	0	0	0	0	8,368.200837	239	0	239	239	0	0	0	0	0	0	0	0	0	0	0	32	32	4,184.100418	4,184.100418	0	0	0	0	0	0	0	1	0	1	0	0	0	32	1	0	1	0	130	65,535	0	32	0	0	0	0	0	0	0	0	BENIGN
53,528	1	3	0	0	0	0	0	0	0	0	0	0	0	0	3,000,000	0.5	0.707107	1	0	1	0.5	0.707107	1	0	0	0	0	0	0	0	96	0	3,000,000	0	0	0	0	0	0	0	0	1	0	0	0	0	0	96	3	0	0	0	130	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
53,527	1	2	0	0	0	0	0	0	0	0	0	0	0	0	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	0	64	0	2,000,000	0	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	130	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
55,035	4	2	0	248	0	217	31	124	131.521861	0	0	0	0	62,000,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	1	40	0	500,000	0	31	217	155	107.38715	11,532	1	0	1	0	0	232.5	124	0	40	2	248	0	0	237	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,275	5	3	0	254	0	217	6	84.666667	115.283708	0	0	0	0	50,800,000	600,000	2.5	2.12132	4	1	5	2.5	2.12132	4	1	0	0	0	0	0	1	60	0	600,000	0	6	217	117.75	115.057594	13,238.25	1	0	1	0	0	157	84.666667	0	60	3	254	0	0	123	-1	2	20	0	0	0	0	0	0	0	0	BENIGN
55,277	4	2	0	12	0	6	6	6	0	0	0	0	0	3,000,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	0	40	0	500,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	35,095	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
8,850	4	3	0	43	0	31	6	14.333333	14.433757	0	0	0	0	10,800,000	750,000	2	1.414214	3	1	4	2	1.414214	3	1	0	0	0	0	0	0	60	0	750,000	0	6	31	12.25	12.5	156.25	0	0	1	0	0	16.333333	14.333333	0	60	3	43	0	0	65	-1	2	20	0	0	0	0	0	0	0	0	BENIGN
43,248	54	1	1	0	0	0	0	0	0	0	0	0	0	0	37,037.03704	54	0	54	54	0	0	0	0	0	0	0	0	0	0	0	32	32	18,518.51852	18,518.51852	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	59	439	0	32	0	0	0	0	0	0	0	0	BENIGN
8,678	42	3	0	43	0	31	6	14.333333	14.433757	0	0	0	0	1,023,809.524	71,428.57143	21	25.455844	39	3	42	21	25.455844	39	3	0	0	0	0	0	0	60	0	71,428.57143	0	6	31	12.25	12.5	156.25	0	0	1	0	0	16.333333	14.333333	0	60	3	43	0	0	64	-1	2	20	0	0	0	0	0	0	0	0	BENIGN
55,063	4	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	9,250,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	1	40	0	500,000	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	60	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,203	3	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	12,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	40	0	666,666.6667	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	60	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,140	3	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	12,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	40	0	666,666.6667	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	62	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,180	737	2	1	37	6	31	6	18.5	17.67767	6	6	6	0	58,344.64043	4,070.556309	368.5	310.419877	588	149	737	737	0	737	737	0	0	0	0	0	1	40	20	2,713.704206	1,356.852103	6	31	18.5	14.433757	208.333333	1	0	1	0	0	24.666667	18.5	6	40	2	37	1	6	62	0	1	20	0	0	0	0	0	0	0	0	BENIGN
55,156	3	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	12,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	40	0	666,666.6667	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	62	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,096	3	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	12,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	40	0	666,666.6667	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	60	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,085	3	2	0	37	0	31	6	18.5	17.67767	0	0	0	0	12,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	40	0	666,666.6667	0	6	31	22.666667	14.433757	208.333333	1	0	1	0	0	34	18.5	0	40	2	37	0	0	62	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
8,689	276	3	0	43	0	31	6	14.333333	14.433757	0	0	0	0	155,797.1014	10,869.56522	138	192.333045	274	2	276	138	192.333045	274	2	0	0	0	0	0	0	60	0	10,869.56522	0	6	31	12.25	12.5	156.25	0	0	1	0	0	16.333333	14.333333	0	60	3	43	0	0	62	-1	2	20	0	0	0	0	0	0	0	0	BENIGN
8,817	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	0	0	1	0	0	9	6	0	40	2	12	0	0	40,905	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
8,816	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	0	0	1	0	0	9	6	0	40	2	12	0	0	40,905	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
8,886	1	2	0	12	0	6	6	6	0	0	0	0	0	12,000,000	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	0	40	0	2,000,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	5,114	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
60,350	105	1	1	6	6	6	6	6	0	6	6	6	0	114,285.7143	19,047.61905	105	0	105	105	0	0	0	0	0	0	0	0	0	0	0	20	20	9,523.809524	9,523.809524	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	1,024	274	0	20	0	0	0	0	0	0	0	0	BENIGN
60,346	66	1	1	6	6	6	6	6	0	6	6	6	0	181,818.1818	30,303.0303	66	0	66	66	0	0	0	0	0	0	0	0	0	0	0	20	20	15,151.51515	15,151.51515	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	1,024	274	0	20	0	0	0	0	0	0	0	0	BENIGN
60,352	68	1	1	6	6	6	6	6	0	6	6	6	0	176,470.5882	29,411.76471	68	0	68	68	0	0	0	0	0	0	0	0	0	0	0	20	20	14,705.88235	14,705.88235	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	1,024	320	0	20	0	0	0	0	0	0	0	0	BENIGN
8,833	48	2	0	12	0	6	6	6	0	0	0	0	0	250,000	41,666.66667	48	0	48	48	48	48	0	48	48	0	0	0	0	0	0	40	0	41,666.66667	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	23	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
9,331	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	0	0	1	0	0	9	6	0	40	2	12	0	0	360	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
9,175	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	0	0	1	0	0	9	6	0	40	2	12	0	0	385	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
8,693	16	1	1	6	6	6	6	6	0	6	6	6	0	750,000	125,000	16	0	16	16	0	0	0	0	0	0	0	0	0	0	0	20	20	62,500	62,500	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	351	258	0	20	0	0	0	0	0	0	0	0	BENIGN
8,695	63	1	1	6	6	6	6	6	0	6	6	6	0	190,476.1905	31,746.03175	63	0	63	63	0	0	0	0	0	0	0	0	0	0	0	20	20	15,873.01587	15,873.01587	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	360	255	0	20	0	0	0	0	0	0	0	0	BENIGN
8,690	17	1	1	6	6	6	6	6	0	6	6	6	0	705,882.3529	117,647.0588	17	0	17	17	0	0	0	0	0	0	0	0	0	0	0	20	20	58,823.52941	58,823.52941	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	360	255	0	20	0	0	0	0	0	0	0	0	BENIGN
8,694	123	1	1	6	6	6	6	6	0	6	6	6	0	97,560.97561	16,260.1626	123	0	123	123	0	0	0	0	0	0	0	0	0	0	0	20	20	8,130.081301	8,130.081301	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	360	255	0	20	0	0	0	0	0	0	0	0	BENIGN
57,683	4	2	0	12	0	6	6	6	0	0	0	0	0	3,000,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	0	40	0	500,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	360	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
57,662	4	2	0	12	0	6	6	6	0	0	0	0	0	3,000,000	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	0	40	0	500,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	360	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
54,864	49	2	0	12	0	6	6	6	0	0	0	0	0	244,897.9592	40,816.32653	49	0	49	49	49	49	0	49	49	0	0	0	0	0	0	40	0	40,816.32653	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	351	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
57,680	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	0	0	1	0	0	9	6	0	40	2	12	0	0	377	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
60,954	46	1	1	0	0	0	0	0	0	0	0	0	0	0	43,478.26087	46	0	46	46	0	0	0	0	0	0	0	0	0	0	0	32	32	21,739.13043	21,739.13043	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	340	229	0	32	0	0	0	0	0	0	0	0	BENIGN
57,681	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	0	0	1	0	0	9	6	0	40	2	12	0	0	424	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,270	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	0	0	1	0	0	9	6	0	40	2	12	0	0	360	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,271	251,170	3	0	18	0	6	6	6	0	0	0	0	0	71.66461	11.944102	125,585	177,598.3534	251,166	4	251,170	125,585	177,598.3534	251,166	4	0	0	0	0	0	0	60	0	11.944102	0	6	6	6	0	0	0	0	1	1	0	8	6	0	60	3	18	0	0	351	-1	2	20	0	0	0	0	0	0	0	0	BENIGN
57,674	49	2	0	12	0	6	6	6	0	0	0	0	0	244,897.9592	40,816.32653	49	0	49	49	49	49	0	49	49	0	0	0	0	0	0	40	0	40,816.32653	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	360	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
50,485	62	1	1	0	0	0	0	0	0	0	0	0	0	0	32,258.06452	62	0	62	62	0	0	0	0	0	0	0	0	0	0	0	32	32	16,129.03226	16,129.03226	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	378	558	0	32	0	0	0	0	0	0	0	0	BENIGN
57,686	175	2	1	12	6	6	6	6	0	6	6	6	0	102,857.1429	17,142.85714	87.5	23.334524	104	71	175	175	0	175	175	0	0	0	0	0	0	40	20	11,428.57143	5,714.285714	6	6	6	0	0	0	0	1	0	0	8	6	6	40	2	12	1	6	360	255	1	20	0	0	0	0	0	0	0	0	BENIGN
33,666	37	1	1	0	0	0	0	0	0	0	0	0	0	0	54,054.05405	37	0	37	37	0	0	0	0	0	0	0	0	0	0	0	32	32	27,027.02703	27,027.02703	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	340	586	0	32	0	0	0	0	0	0	0	0	BENIGN
8,883	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	0	0	1	0	0	9	6	0	40	2	12	0	0	40,929	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
8,884	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	0	0	1	0	0	9	6	0	40	2	12	0	0	40,929	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,245	96	1	1	6	6	6	6	6	0	6	6	6	0	125,000	20,833.33333	96	0	96	96	0	0	0	0	0	0	0	0	0	0	0	20	20	10,416.66667	10,416.66667	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	16,384	256	0	20	0	0	0	0	0	0	0	0	BENIGN
55,150	1	2	0	12	0	6	6	6	0	0	0	0	0	12,000,000	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	0	40	0	2,000,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	5,574	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,043	0	2	0	12	0	6	6	6	0	0	0	0	0	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	40	0	0	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	4,737	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,040	48	2	0	12	0	6	6	6	0	0	0	0	0	250,000	41,666.66667	48	0	48	48	48	48	0	48	48	0	0	0	0	0	0	40	0	41,666.66667	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	4,737	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,039	1	2	0	12	0	6	6	6	0	0	0	0	0	12,000,000	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	0	40	0	2,000,000	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	4,737	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,043	999,588	2	0	12	0	6	6	6	0	0	0	0	0	12.004946	2.000824	999,588	0	999,588	999,588	999,588	999,588	0	999,588	999,588	0	0	0	0	0	0	40	0	2.000824	0	6	6	6	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	4,737	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
55,039	75	1	1	6	6	6	6	6	0	6	6	6	0	160,000	26,666.66667	75	0	75	75	0	0	0	0	0	0	0	0	0	0	0	20	20	13,333.33333	13,333.33333	6	6	6	0	0	0	0	1	0	1	9	6	6	20	1	6	1	6	4,737	63,668	0	20	0	0	0	0	0	0	0	0	BENIGN
55,040	32	1	1	6	6	6	6	6	0	6	6	6	0	375,000	62,500	32	0	32	32	0	0	0	0	0	0	0	0	0	0	0	20	20	31,250	31,250	6	6	6	0	0	0	0	1	0	1	9	6	6	20	1	6	1	6	4,737	64,189	0	20	0	0	0	0	0	0	0	0	BENIGN
53	71,693	2	2	74	176	37	37	37	0	88	88	88	0	3,487.09079	55.793453	23,897.66667	41,348.67743	71,643	3	47	47	0	47	47	3	3	0	3	3	0	40	64	27.896726	27.896726	37	88	57.4	27.93385	780.3	0	0	0	0	1	71.75	37	88	40	2	74	2	176	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
53	60,738	2	2	74	200	37	37	37	0	100	100	100	0	4,511.179163	65.85663	20,246	35,061.90451	60,732	2	2	2	0	2	2	4	4	0	4	4	0	40	40	32.928315	32.928315	37	100	62.2	34.506521	1,190.7	0	0	0	0	1	77.75	37	100	40	2	74	2	200	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
21	126,188	20	25	176	440	43	0	8.8	12.680694	52	0	17.6	16.160652	4,881.605224	356.610771	2,867.909091	12,377.64297	70,791	1	126,117	6,637.736842	26,122.26872	114,215	1	126,048	5,252	16,545.2078	70,791	1	0	656	816	158.493676	198.117095	0	52	13.391304	15.178169	230.376812	0	1	0	0	1	13.688889	8.8	17.6	656	20	176	25	440	29,200	227	12	32	0	0	0	0	0	0	0	0	BENIGN
34,805	8,003	15	6	19,897	0	2,896	0	1,326.466667	1,136.570208	0	0	0	0	2,486,192.678	2,624.015994	400.15	1,445.918039	6,454	1	8,003	571.642857	1,718.054875	6,454	2	6,663	1,332.6	2,974.753318	6,654	1	0	496	208	1,874.297139	749.718855	0	2,896	904.409091	1,122.979992	1,261,084.063	0	1	0	0	0	947.476191	1,326.466667	0	496	15	19,897	6	0	29,200	362	10	32	0	0	0	0	0	0	0	0	BENIGN
34,805	1	2	0	617	0	617	0	308.5	436.284884	0	0	0	0	617,000,000	2,000,000	1	0	1	1	1	1	0	1	1	0	0	0	0	0	1	64	0	2,000,000	0	0	617	411.333333	356.225116	126,896.3333	1	0	1	0	0	617	308.5	0	64	2	617	0	0	229	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
21	50	1	2	0	0	0	0	0	0	0	0	0	0	0	60,000	25	32.526912	48	2	0	0	0	0	0	48	48	0	48	48	0	32	64	20,000	40,000	0	0	0	0	0	0	0	1	1	2	0	0	0	32	1	0	2	0	229	227	0	32	0	0	0	0	0	0	0	0	BENIGN
139	75	3	1	4	4	4	0	1.333333	2.309401	4	4	4	0	106,666.6667	53,333.33333	25	22.516661	48	3	75	37.5	48.790368	72	3	0	0	0	0	0	1	96	32	40,000	13,333.33333	0	4	2.4	2.19089	4.8	1	0	1	0	0	3	1.333333	4	96	3	4	1	4	302	302	0	32	0	0	0	0	0	0	0	0	BENIGN
443	208	4	0	46	0	46	0	11.5	23	0	0	0	0	221,153.8462	19,230.76923	69.333333	57.838857	114	4	208	69.333333	57.838857	114	4	0	0	0	0	0	0	128	0	19,230.76923	0	0	46	9.2	20.571825	423.2	0	0	1	0	0	11.5	11.5	0	128	4	46	0	0	306	-1	1	32	0	0	0	0	0	0	0	0	BENIGN
443	514,004	3	1	0	6	0	0	0	0	6	6	6	0	11.673061	7.782041	171,334.6667	150,308.8093	281,013	2	514,004	257,002	363,452.8855	514,002	2	0	0	0	0	0	0	96	20	5.83653	1.94551	0	6	1.2	2.683282	7.2	0	0	1	1	0	1.5	0	6	96	3	0	1	6	1,444	0	0	32	0	0	0	0	0	0	0	0	BENIGN
80	60,130,920	5	3	216	1,533	198	0	43.2	86.574823	1,527	0	511	879.886925	29.086533	0.133043	8,590,131.429	22,700,000	60,100,000	28	60,100,000	15,000,000	30,000,000	60,100,000	29	25,530	12,765	15,577.56239	23,780	1,750	0	112	72	0.083152	0.049891	0	1,527	194.333333	503.883419	253,898.5	0	1	0	0	0	218.625	43.2	511	112	5	216	3	1,533	8,192	946	4	20	0	0	0	0	0	0	0	0	BENIGN
80	60,130,912	5	3	213	1,619	195	0	42.6	85.233796	1,613	0	539.666667	929.538775	30.466859	0.133043	8,590,130.286	22,700,000	60,100,000	35	60,100,000	15,000,000	30,000,000	60,100,000	35	26,004	13,002	15,464.4253	23,937	2,067	0	112	72	0.083152	0.049891	0	1,613	203.555556	532.332629	283,378.0278	0	1	0	0	0	229	42.6	539.666667	112	5	213	3	1,619	8,192	946	4	20	0	0	0	0	0	0	0	0	BENIGN
443	3,895,966	5	1	135	46	46	6	27	20.124612	46	46	46	0	46.458311	1.540055	779,193.2	1,688,277.785	3,798,981	4	3,895,966	973,991.5	1,883,824.068	3,798,981	4	0	0	0	0	0	1	100	20	1.283379	0.256676	6	46	32.428571	18.8667	355.952381	1	0	1	0	0	37.833333	27	46	100	5	135	1	46	258	360	4	20	0	0	0	0	0	0	0	0	BENIGN
443	3,895,242	5	1	135	46	46	6	27	20.124612	46	46	46	0	46.466946	1.540341	779,048.4	1,688,348.684	3,798,955	3	3,895,242	973,810.5	1,883,931.983	3,798,955	3	0	0	0	0	0	1	100	20	1.283617	0.256723	6	46	32.428571	18.8667	355.952381	1	0	1	0	0	37.833333	27	46	100	5	135	1	46	258	360	4	20	0	0	0	0	0	0	0	0	BENIGN
443	3,896,308	5	1	135	46	46	6	27	20.124612	46	46	46	0	46.454233	1.539919	779,261.6	1,688,253.409	3,799,007	3	3,896,308	974,077	1,883,783.63	3,799,007	3	0	0	0	0	0	1	100	20	1.283266	0.256653	6	46	32.428571	18.8667	355.952381	1	0	1	0	0	37.833333	27	46	100	5	135	1	46	257	424	4	20	0	0	0	0	0	0	0	0	BENIGN
443	3,895,052	5	1	135	46	46	6	27	20.124612	46	46	46	0	46.469213	1.540416	779,010.4	1,688,400.959	3,799,016	3	3,895,052	973,763	1,884,005.155	3,799,016	3	0	0	0	0	0	1	100	20	1.28368	0.256736	6	46	32.428571	18.8667	355.952381	1	0	1	0	0	37.833333	27	46	100	5	135	1	46	255	360	4	20	0	0	0	0	0	0	0	0	BENIGN
443	3,896,461	5	1	135	46	46	6	27	20.124612	46	46	46	0	46.452409	1.539859	779,292.2	1,696,821.776	3,814,476	49	3,896,461	974,115.25	1,893,913.016	3,814,476	49	0	0	0	0	0	1	100	20	1.283216	0.256643	6	46	32.428571	18.8667	355.952381	1	0	1	0	0	37.833333	27	46	100	5	135	1	46	255	360	4	20	0	0	0	0	0	0	0	0	BENIGN
53	31,020,664	8	4	372	452	52	41	46.5	5.879747	157	69	113	50.806824	26.562939	0.386839	2,820,060.364	9,317,725.506	30,900,000	1	31,000,000	4,431,065.714	11,700,000	30,900,000	1	31,000,000	10,300,000	17,900,000	31,000,000	3	0	184	128	0.257893	0.128946	41	157	67.384615	40.860614	1,669.589744	0	0	0	0	0	73	46.5	113	184	8	372	4	452	-1	-1	7	20	46,735	0	46,735	46,735	30,900,000	0	30,900,000	30,900,000	BENIGN
53	83,718	4	2	184	300	46	46	46	0	150	150	150	0	5,781.313457	71.669175	16,743.6	25,063.96121	56,230	1	27,440	9,146.666667	15,839.02732	27,436	1	48	48	0	48	48	0	80	64	47.77945	23.889725	46	150	75.714286	50.746804	2,575.238095	0	0	0	0	0	88.333333	46	150	80	4	184	2	300	-1	-1	3	20	0	0	0	0	0	0	0	0	BENIGN
445	10,706,606	29	24	8,142	4,220	3,072	0	280.758621	658.419789	420	0	175.833333	153.274879	1,154.614263	4.950215	205,896.2692	1,092,307.606	7,114,425	0	10,700,000	382,378.7857	1,477,741.199	7,114,425	0	10,700,000	465,499.4348	1,637,050.93	7,176,769	1	0	604	504	2.708608	2.241607	0	3,072	228.925926	492.907808	242,958.1076	0	1	0	0	0	233.245283	280.758621	175.833333	604	29	8,142	24	4,220	8,192	2,050	27	20	3,591,908	0	3,591,908	3,591,908	7,114,425	0	7,114,425	7,114,425	BENIGN
80	60,166,984	6	4	237	4,593	213	0	39.5	85.031171	2,920	0	1,148.25	1,417.910758	80.276585	0.166204	6,685,220.444	20,000,000	60,000,000	23	60,200,000	12,000,000	26,800,000	60,000,000	23	86,807	28,935.66667	49,181.27685	85,724	207	0	132	92	0.099722	0.066482	0	2,920	439.090909	960.730395	923,002.8909	0	1	0	0	0	483	39.5	1,148.25	132	6	237	4	4,593	8,192	946	5	20	0	0	0	0	0	0	0	0	BENIGN
53	24,027	2	2	68	100	34	34	34	0	50	50	50	0	6,992.133849	166.479377	8,009	13,865.06671	24,019	4	4	4	0	4	4	4	4	0	4	4	0	64	64	83.239689	83.239689	34	50	40.4	8.763561	76.8	0	0	0	0	1	50.5	34	50	64	2	68	2	100	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN
8,080	1,029,807	3	3	0	18	0	0	0	0	6	6	6	0	17.479003	5.826334	205,961.4	281,152.7211	515,080	524	1,028,984	514,492	1,630.588237	515,645	513,339	1,029,283	514,641.5	1,784.030409	515,903	513,380	0	92	60	2.913167	2.913167	0	6	2.571429	3.207135	10.285714	0	1	0	0	1	3	0	6	92	3	0	3	18	8,192	0	0	28	0	0	0	0	0	0	0	0	BENIGN
80	2,979,847	2	1	0	0	0	0	0	0	0	0	0	0	0	1.006763	1,489,923.5	2,085,777.621	2,964,791	15,056	2,979,847	2,979,847	0	2,979,847	2,979,847	0	0	0	0	0	0	64	32	0.671175	0.335588	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	1	0	437	63	0	32	0	0	0	0	0	0	0	0	BENIGN
80	28,315	1	1	6	6	6	6	6	0	6	6	6	0	423.803638	70.63394	28,315	0	28,315	28,315	0	0	0	0	0	0	0	0	0	0	0	20	20	35.31697	35.31697	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	274	1,024	0	20	0	0	0	0	0	0	0	0	BENIGN
80	28,466	1	1	6	6	6	6	6	0	6	6	6	0	421.55554	70.259257	28,466	0	28,466	28,466	0	0	0	0	0	0	0	0	0	0	0	20	20	35.129628	35.129628	6	6	6	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	274	1,024	0	20	0	0	0	0	0	0	0	0	BENIGN
443	101,027,175	14	12	1,029	991	460	0	73.5	150.040379	456	0	82.583333	132.108398	19.99462	0.257356	4,041,087	13,900,000	58,500,000	1	101,000,000	7,771,321.154	18,900,000	58,600,000	1	101,000,000	9,176,957.273	20,300,000	58,600,000	1	1	448	384	0.138577	0.11878	0	460	76.518519	136.739047	18,697.56695	1	0	1	0	0	79.461538	73.5	82.583333	448	14	1,029	12	991	428	407	5	32	1,048,172	1,296,391.188	1,964,859	131,485	49,400,000	12,900,000	58,500,000	40,300,000	BENIGN
53	330	2	2	74	198	37	37	37	0	99	99	99	0	824,242.4242	12,121.21212	110	187.928178	327	1	1	1	0	1	1	2	2	0	2	2	0	40	40	6,060.606061	6,060.606061	37	99	61.8	33.958799	1,153.2	0	0	0	0	1	77.25	37	99	40	2	74	2	198	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
53	221	2	2	74	106	37	37	37	0	53	53	53	0	814,479.638	18,099.54751	73.666667	87.11678	171	3	47	47	0	47	47	3	3	0	3	3	0	40	40	9,049.773756	9,049.773756	37	53	43.4	8.763561	76.8	0	0	0	0	1	54.25	37	53	40	2	74	2	106	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
53	302	2	2	70	460	35	35	35	0	230	230	230	0	1,754,966.887	13,245.03311	100.666667	133.061389	252	2	2	2	0	2	2	48	48	0	48	48	0	64	80	6,622.516556	6,622.516556	35	230	113	106.805899	11,407.5	0	0	0	0	1	141.25	35	230	64	2	70	2	460	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN

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cic-ids-2017-machine-learning-cve

This is the dataset originally appeared in cic-ids 2017. This dataset has not gone through any cleaning stages. We simply made sure that all rows contain valid data and all features are named property.

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462 MB

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462 MB

Number of rows:

2,830,743