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c01dsnap
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CIC-IDS2017

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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

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