Datasets:

lacg030175
/

CICIDS2017-raw

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 Std float64	Active Max int64	Active Min int64	Idle Mean float64	Idle Std float64	Idle Max int64	Idle Min int64	Label large_string	label int64
53	134,186	1	1	58	186	58	58	58	0	186	186	186	0	1,818.371514	14.904685	134,186	0	134,186	134,186	0	0	0	0	0	0	0	0	0	0	0	20	32	7.452342	7.452342	58	186	100.666667	73.900834	5,461.333333	0	0	0	0	0	1	151	58	186	20	1	58	1	186	-1	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
53	61,255	1	1	50	84	50	50	50	0	84	84	84	0	2,187.576524	32.650396	61,255	0	61,255	61,255	0	0	0	0	0	0	0	0	0	0	0	32	32	16.325198	16.325198	50	84	61.333333	19.629909	385.333333	0	0	0	0	0	1	92	50	84	32	1	50	1	84	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
80	236	2	0	0	0	0	0	0	0	0	0	0	0	0	8,474.576271	236	0	236	236	236	236	0	236	236	0	0	0	0	0	0	64	0	8,474.576271	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	251	-1	0	32	0	0	0	0	0	0	0	0	DoS Hulk	1
3,268	346	4	2	806	144	403	0	201.5	232.672158	72	72	72	0	2,745,664.739884	17,341.040462	69.2	91.769821	226	3	346	115.333333	193.701661	339	3	48	48	0	48	48	1	128	64	11,560.693642	5,780.346821	0	403	193.285714	198.359702	39,346.571429	0	1	0	1	0	0	225.5	201.5	72	128	4	806	2	144	299	2,079	1	32	0	0	0	0	0	0	0	0	BENIGN	0
443	23,399	1	1	0	0	0	0	0	0	0	0	0	0	0	85.473738	23,399	0	23,399	23,399	0	0	0	0	0	0	0	0	0	0	0	32	32	42.736869	42.736869	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	351	12	0	32	0	0	0	0	0	0	0	0	BENIGN	0
80	3,798	2	0	0	0	0	0	0	0	0	0	0	0	0	526.592944	3,798	0	3,798	3,798	3,798	3,798	0	3,798	3,798	0	0	0	0	0	0	40	0	526.592944	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	40	2	0	0	0	253	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
53	30,999	2	2	76	202	38	38	38	0	101	101	101	0	8,968.031227	129.036421	10,333	17,891.21882	30,992	3	4	4	0	4	4	3	3	0	3	3	0	40	64	64.51821	64.51821	38	101	63.2	34.506521	1,190.7	0	0	0	0	0	1	79	38	101	40	2	76	2	202	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
80	5,775,637	3	1	0	0	0	0	0	0	0	0	0	0	0	0.692564	1,925,212.333	3,312,871.838	5,750,560	39	5,775,637	2,887,818.5	4,048,527.855	5,750,560	25,077	0	0	0	0	0	0	104	40	0.519423	0.173141	0	0	0	0	0	0	0	1	0	0	0	0	0	0	104	3	0	1	0	29,200	14,480	0	32	0	0	0	0	0	0	0	0	BENIGN	0
443	118,958,553	16	15	854	4,525	220	0	53.375	75.996381	1,430	0	301.666667	510.837641	45.21743	0.260595	3,965,285.1	14,900,000	58,900,000	1	119,000,000	7,930,570.2	20,700,000	58,900,000	19	119,000,000	8,486,440.929	21,300,000	58,900,000	1	0	332	312	0.134501	0.126094	0	1,430	168.09375	370.111174	136,982.2812	0	0	1	0	0	0	173.516129	53.375	301.666667	332	16	854	15	4,525	8,192	360	8	20	623,582	675,598.103	1,101,302	145,862	58,800,000	165,622.0858	58,900,000	58,700,000	BENIGN	0
80	67,044	4	2	632	6	620	0	158	308.012987	6	0	3	4.242641	9,516.138655	89.493467	13,408.8	14,752.35146	35,951	66	67,044	22,348	26,567.06555	51,784	150	16,049	16,049	0	16,049	16,049	0	100	52	59.662311	29.831156	0	620	91.142857	233.223376	54,393.14286	0	0	1	0	0	0	106.333333	158	3	100	4	632	2	6	29,200	30	3	20	0	0	0	0	0	0	0	0	BENIGN	0
39,226	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	0	1	0	0	0	0	0	64	2	0	0	0	390	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
53	193	2	2	82	114	41	41	41	0	57	57	57	0	1,015,544.041	20,725.3886	64.333333	28.290163	97	48	48	48	0	48	48	48	48	0	48	48	0	64	64	10,362.6943	10,362.6943	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	0	0	BENIGN	0
53	184	2	2	84	204	42	42	42	0	102	102	102	0	1,565,217.391304	21,739.130435	61.333333	66.017674	133	3	3	3	0	3	3	48	48	0	48	48	0	40	64	10,869.565217	10,869.565217	42	102	66	32.863353	1,080	0	0	0	0	0	1	82.5	42	102	40	2	84	2	204	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
53	167	2	2	62	190	31	31	31	0	95	95	95	0	1,508,982.036	23,952.09581	55.666667	91.221343	161	3	3	3	0	3	3	3	3	0	3	3	0	64	64	11,976.0479	11,976.0479	31	95	56.6	35.054244	1,228.8	0	0	0	0	0	1	70.75	31	95	64	2	62	2	190	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
53	146	2	2	90	122	45	45	45	0	61	61	61	0	1,452,054.795	27,397.26027	48.666667	78.232559	139	3	4	4	0	4	4	3	3	0	3	3	0	64	64	13,698.63014	13,698.63014	45	61	51.4	8.763561	76.8	0	0	0	0	0	1	64.25	45	61	64	2	90	2	122	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
443	682,648	2	0	12	0	6	6	6	0	0	0	0	0	17.578606	2.929768	682,648	0	682,648	682,648	682,648	682,648	0	682,648	682,648	0	0	0	0	0	0	40	0	2.929768	0	6	6	6	0	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	250	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
53	72,614	1	1	57	166	57	57	57	0	166	166	166	0	3,071.033134	27.542898	72,614	0	72,614	72,614	0	0	0	0	0	0	0	0	0	0	0	20	40	13.771449	13.771449	57	166	93.333333	62.931179	3,960.333333	0	0	0	0	0	1	140	57	166	20	1	57	1	166	-1	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
80	570,913	3	6	26	11,607	20	0	8.666667	10.263203	5,840	0	1,934.5	2,558.396197	20,376.13437	15.764223	71,364.125	201,546.0269	570,165	2	484	242	271.529004	434	50	570,868	114,173.6	254,907.0148	570,165	2	0	72	132	5.254741	10.509482	0	5,840	1,163.3	2,151.187375	4,627,607.122	0	0	1	0	0	2	1,292.555556	8.666667	1,934.5	72	3	26	6	11,607	8,192	229	2	20	0	0	0	0	0	0	0	0	DDoS	1
443	116,102,900	42	45	1,711	58,293	390	0	40.738095	101.955528	4,614	0	1,295.4	1,174.182276	516.817409	0.749335	1,350,033.721	3,352,050.46	10,000,000	7	116,000,000	2,831,778.049	4,489,225.035	10,600,000	49	113,000,000	2,564,077.636	4,432,482.235	11,000,000	48	0	852	1,056	0.361748	0.387587	0	4,614	681.863636	1,049.121572	1,100,656.073	0	0	1	0	0	1	689.701149	40.738095	1,295.4	852	42	1,711	45	58,293	8,192	1,047	41	20	256,544.2727	489,142.1289	1,622,837	58,395	9,999,759.545	8,450.648121	10,000,000	9,975,743	BENIGN	0
53	272	2	2	94	220	47	47	47	0	110	110	110	0	1,154,411.765	14,705.88235	90.666667	153.575172	268	2	2	2	0	2	2	2	2	0	2	2	0	64	64	7,352.941176	7,352.941176	47	110	72.2	34.506521	1,190.7	0	0	0	0	0	1	90.25	47	110	64	2	94	2	220	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
50,602	3	2	0	31	0	31	0	15.5	21.92031	0	0	0	0	10,300,000	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	1	64	0	666,666.6667	0	0	31	20.666667	17.897858	320.333333	0	1	0	1	0	0	31	15.5	0	64	2	31	0	0	972	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
80	42	2	0	0	0	0	0	0	0	0	0	0	0	0	47,619.04762	42	0	42	42	42	42	0	42	42	0	0	0	0	0	0	40	0	47,619.04762	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	40	2	0	0	0	254	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
53	216	2	2	64	248	32	32	32	0	124	124	124	0	1,444,444.444	18,518.51852	72	81.957306	163	4	4	4	0	4	4	49	49	0	49	49	0	64	64	9,259.259259	9,259.259259	32	124	68.8	50.390475	2,539.2	0	0	0	0	0	1	86	32	124	64	2	64	2	248	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
22	1,549,499	35	40	2,686	6,718	408	0	76.742857	105.426959	976	0	167.95	324.054835	6,069.058451	48.402742	20,939.17568	113,727.0381	955,377	1	1,549,499	45,573.5	178,328.3991	996,541	1	594,049	15,232.02564	38,243.50787	199,317	1	0	724	824	22.587946	25.814796	0	976	123.736842	248.841388	61,922.03649	0	0	1	0	0	1	125.386667	76.742857	167.95	724	35	2,686	40	6,718	8,192	245	33	20	0	0	0	0	0	0	0	0	BENIGN	0
443	61,374,423	27	31	1,657	36,663	517	0	61.37037	145.508696	2,920	0	1,182.677419	948.898638	624.364322	0.945019	1,076,744.263	3,075,796.021	10,000,000	0	51,600,000	1,985,849.115	4,011,590.747	10,100,000	190	61,300,000	2,044,510	4,044,991.172	10,100,000	2	0	560	632	0.439923	0.505096	0	2,920	649.491525	891.883214	795,455.668	0	0	1	0	0	1	660.689655	61.37037	1,182.677419	560	27	1,657	31	36,663	29,200	131	26	20	269,275.5	563,738.0706	1,420,001	38,952	9,959,794.667	126,081.0268	10,000,000	9,703,159	BENIGN	0
53	366,295	1	1	44	138	44	44	44	0	138	138	138	0	496.867279	5.46008	366,295	0	366,295	366,295	0	0	0	0	0	0	0	0	0	0	0	32	20	2.73004	2.73004	44	138	75.333333	54.270925	2,945.333333	0	0	0	0	0	1	113	44	138	32	1	44	1	138	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
3,814	13	1	1	0	6	0	0	0	0	6	6	6	0	461,538.4615	153,846.1538	13	0	13	13	0	0	0	0	0	0	0	0	0	0	0	40	20	76,923.07692	76,923.07692	0	6	2	3.464102	12	0	0	1	0	0	1	3	0	6	40	1	0	1	6	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	1
53	92,119,029	2	2	98	317	53	45	49	5.656854	225	92	158.5	94.045202	4.505041	0.043422	30,700,000	53,100,000	92,000,000	30,537	92,100,000	92,100,000	0	92,100,000	92,100,000	92,100,000	92,100,000	0	92,100,000	92,100,000	0	52	52	0.021711	0.021711	45	225	93.6	75.708652	5,731.8	0	0	0	0	0	1	117	49	158.5	52	2	98	2	317	-1	-1	1	20	30,537	0	30,537	30,537	92,000,000	0	92,000,000	92,000,000	BENIGN	0
80	98,583,700	8	5	56	11,607	20	0	7	5.656854	8,675	0	2,321.4	3,769.536019	118.305562	0.131868	8,215,308.333	25,300,000	88,100,000	5	98,300,000	14,000,000	32,900,000	88,100,000	19	318,376	79,594	158,507.7328	317,355	5	0	172	112	0.081149	0.050718	0	8,675	833.5	2,386.768615	5,696,664.423	0	0	0	1	0	0	897.615385	7	2,321.4	172	8	56	5	11,607	256	229	6	20	503	0	503	503	49,100,000	55,100,000	88,100,000	10,200,000	DDoS	1
80	36,144	3	4	26	11,601	20	0	8.666667	10.263203	7,215	0	2,900.25	3,540.00286	321,685.4803	193.669765	6,024	12,981.35863	32,404	41	32,706	16,353	22,757.52465	32,445	261	36,103	12,034.33333	17,982.38884	32,726	186	0	72	92	83.001328	110.668437	0	7,215	1,453.375	2,786.259804	7,763,243.696	0	0	1	0	0	1	1,661	8.666667	2,900.25	72	3	26	4	11,601	8,192	229	2	20	0	0	0	0	0	0	0	0	DDoS	1
53	23,564	2	2	76	172	38	38	38	0	86	86	86	0	10,524.52894	169.750467	7,854.666667	13,599.48559	23,558	3	3	3	0	3	3	3	3	0	3	3	0	88	64	84.875233	84.875233	38	86	57.2	26.290683	691.2	0	0	0	0	0	1	71.5	38	86	88	2	76	2	172	-1	-1	1	44	0	0	0	0	0	0	0	0	BENIGN	0
54,531	77	1	1	0	0	0	0	0	0	0	0	0	0	0	25,974.025974	77	0	77	77	0	0	0	0	0	0	0	0	0	0	0	32	32	12,987.012987	12,987.012987	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	383	32,832	0	32	0	0	0	0	0	0	0	0	BENIGN	0
443	120,284	9	7	559	3,832	198	0	62.111111	82.055537	1,410	0	547.428571	631.994688	36,505.27086	133.018523	8,018.933333	12,851.09508	35,019	4	120,284	15,035.5	14,974.02055	36,366	49	84,957	14,159.5	21,817.55022	48,282	4	0	192	152	74.822919	58.195604	0	1,410	258.294118	464.264575	215,541.5956	0	0	1	0	0	0	274.4375	62.111111	547.428571	192	9	559	7	3,832	8,192	115	8	20	0	0	0	0	0	0	0	0	BENIGN	0
88	654	2	2	496	2,820	248	248	248	0	1,410	1,410	1,410	0	5,070,336.391437	6,116.207951	218	336.737286	606	2	2	2	0	2	2	46	46	0	46	46	0	40	40	3,058.103976	3,058.103976	248	1,410	712.8	636.453612	405,073.2	0	0	0	0	0	1	891	248	1,410	40	2	496	2	2,820	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
80	99,296,979	7	7	359	11,595	353	0	51.285714	133.062284	4,344	0	1,656.428571	1,757.579003	120.386341	0.140991	7,638,229.154	27,500,000	99,100,000	2	99,200,000	16,500,000	40,500,000	99,100,000	2	151,731	25,288.5	55,095.54313	137,169	15	0	220	232	0.070496	0.070496	0	4,344	796.933333	1,422.746261	2,024,206.924	0	0	0	1	0	1	853.857143	51.285714	1,656.428571	220	7	359	7	11,595	251	235	2	20	2,006	0	2,006	2,006	99,100,000	0	99,100,000	99,100,000	DoS Hulk	1
53	189	2	2	64	158	32	32	32	0	79	79	79	0	1,174,603.175	21,164.02116	63	107.38715	187	1	1	1	0	1	1	1	1	0	1	1	0	64	64	10,582.01058	10,582.01058	32	79	50.8	25.74296	662.7	0	0	0	0	0	1	63.5	32	79	64	2	64	2	158	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
80	115,800,939	16	13	904	498	820	0	56.5	203.605501	432	0	38.307692	118.30144	12.106983	0.25043	4,135,747.821429	4,851,908.505286	10,017,266	94	115,800,939	7,720,062.6	4,248,302.381648	10,171,838	204	111,925,673	9,327,139.416667	2,888,084.31537	10,172,061	156,266	0	332	272	0.138168	0.112262	0	820	46.733333	165.509023	27,393.236782	0	0	1	0	0	0	48.344828	56.5	38.307692	332	16	904	13	498	8,192	512	15	20	173,359.454545	61,780.132608	359,633	154,551	10,001,686.454546	16,486.659112	10,017,266	9,956,900	BENIGN	0
80	119,979,258	19	17	868	3,548	434	0	45.684211	136.840967	1,774	0	208.705882	536.747586	36.806362	0.300052	3,427,978.8	4,730,138.859	10,200,000	45	120,000,000	6,665,514.333	4,727,998.9	10,200,000	166	117,000,000	7,316,365.25	4,588,579.644	10,300,000	170	0	616	552	0.158361	0.141691	0	1,774	119.351351	380.047966	144,436.4565	0	0	1	0	0	0	122.666667	45.684211	208.705882	616	19	868	17	3,548	29,200	972	2	32	436,042.5455	1,324,088.309	4,428,319	36,706	10,200,000	9,128.05828	10,200,000	10,200,000	BENIGN	0
54,635	22	1	1	0	0	0	0	0	0	0	0	0	0	0	90,909.09091	22	0	22	22	0	0	0	0	0	0	0	0	0	0	0	32	32	45,454.54545	45,454.54545	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	123	622	0	32	0	0	0	0	0	0	0	0	BENIGN	0
24	10	1	1	2	6	2	2	2	0	6	6	6	0	800,000	200,000	10	0	10	10	0	0	0	0	0	0	0	0	0	0	0	24	20	100,000	100,000	2	6	3.333333	2.309401	5.333333	0	0	1	0	0	1	5	2	6	24	1	2	1	6	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	1
80	98,232,457	7	6	334	11,595	334	0	47.714286	126.240134	5,792	0	1,932.5	2,362.781391	121.436441	0.132339	8,186,038.083	28,400,000	98,200,000	0	98,200,000	16,400,000	40,100,000	98,200,000	0	13,060	2,612	5,190.600399	11,872	58	0	232	200	0.07126	0.06108	0	5,792	852.071429	1,759.987171	3,097,554.841	0	0	0	1	0	0	917.615385	47.714286	1,932.5	232	7	334	6	11,595	274	235	1	32	961	0	961	961	98,200,000	0	98,200,000	98,200,000	DoS Hulk	1
80	48,037	3	4	441	870	435	0	147	249.433358	858	0	217.5	427.009368	27,291.46283	145.721007	8,006.166667	11,943.14582	23,446	2	23,784	11,892	16,591.55351	23,624	160	24,591	8,197	13,460.49498	23,732	2	0	72	92	62.45186	83.269147	0	858	163.875	318.625816	101,522.4107	0	0	1	0	0	1	187.285714	147	217.5	72	3	441	4	870	8,192	31	2	20	0	0	0	0	0	0	0	0	BENIGN	0
443	117,513,830	23	21	1,435	10,308	517	0	62.391304	155.360209	2,394	0	490.857143	804.605138	99.928664	0.374424	2,732,879.767	4,454,205.921	10,200,000	4	118,000,000	5,341,537.727	5,039,373.165	10,200,000	21	114,000,000	5,689,530.75	5,132,302.542	10,200,000	4	0	744	680	0.195722	0.178702	0	2,394	260.955556	594.743717	353,720.0889	0	0	1	0	0	0	266.886364	62.391304	490.857143	744	23	1,435	21	10,308	29,200	126	5	32	169,832.0909	459,975.0474	1,556,709	30,980	10,200,000	75,885.03331	10,200,000	10,000,000	BENIGN	0
443	539	3	0	18	0	6	6	6	0	0	0	0	0	33,395.17625	5,565.862709	269.5	376.887914	536	3	539	269.5	376.887914	536	3	0	0	0	0	0	0	60	0	5,565.862709	0	6	6	6	0	0	0	0	0	1	0	0	8	6	0	60	3	18	0	0	65,535	-1	2	20	0	0	0	0	0	0	0	0	BENIGN	0
53	364	2	2	48	160	24	24	24	0	80	80	80	0	571,428.571429	10,989.010989	121.333333	208.423447	362	1	1	1	0	1	1	1	1	0	1	1	0	80	80	5,494.505495	5,494.505495	24	80	46.4	30.672463	940.8	0	0	0	0	0	1	58	24	80	80	2	48	2	160	-1	-1	1	40	0	0	0	0	0	0	0	0	BENIGN	0
80	99,735,688	8	6	315	11,595	315	0	39.375	111.369318	5,792	0	1,932.5	2,181.008184	119.41563	0.140371	7,671,976	27,600,000	99,600,000	1	99,600,000	14,200,000	37,600,000	99,600,000	1	149,474	29,894.8	60,183.07841	137,156	46	0	264	200	0.080212	0.060159	0	5,792	794	1,622.03589	2,631,000.429	0	0	0	1	0	0	850.714286	39.375	1,932.5	264	8	315	6	11,595	251	235	1	32	1,006	0	1,006	1,006	99,600,000	0	99,600,000	99,600,000	DoS Hulk	1
443	138,218	32	49	1,038	92,462	405	0	32.4375	84.46375	4,380	0	1,886.979592	988.329514	676,467.609139	586.030763	1,727.725	5,118.215925	20,238	1	138,218	4,458.645161	7,878.260229	21,861	1	116,989	2,437.270833	6,613.495007	28,457	48	0	664	992	231.518326	354.512437	0	4,380	1,140.243902	1,191.544807	1,419,779.026197	0	0	1	0	0	1	1,154.320988	32.4375	1,886.979592	664	32	1,038	49	92,462	65,535	31	31	20	0	0	0	0	0	0	0	0	BENIGN	0
123	67,016,059	2	2	96	96	48	48	48	0	48	48	48	0	2.864985	0.059687	22,338,686.333333	38,663,816.446584	66,983,816	16,114	66,999,945	66,999,945	0	66,999,945	66,999,945	66,999,930	66,999,930	0	66,999,930	66,999,930	0	40	40	0.029844	0.029844	48	48	48	0	0	0	0	0	0	0	1	60	48	48	40	2	96	2	96	-1	-1	1	20	16,129	0	16,129	16,129	66,983,816	0	66,983,816	66,983,816	BENIGN	0
1,719	64	1	1	2	6	2	2	2	0	6	6	6	0	125,000	31,250	64	0	64	64	0	0	0	0	0	0	0	0	0	0	0	24	20	15,625	15,625	2	6	3.333333	2.309401	5.333333	0	0	1	0	0	1	5	2	6	24	1	2	1	6	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	1
443	6,017,841	8	6	616	4,412	342	0	77	126.091803	1,460	0	735.333333	776.594017	835.515594	2.326416	462,910.8462	1,485,155.838	5,398,896	3	6,017,841	859,691.5714	2,004,345.134	5,398,896	3	374,224	74,844.8	100,786.0811	185,322	191	0	172	128	1.32938	0.997035	0	1,460	335.2	581.44662	338,080.1714	0	0	1	0	0	0	359.142857	77	735.333333	172	8	616	6	4,412	8,192	4,919	7	20	618,942	0	618,942	618,942	5,398,896	0	5,398,896	5,398,896	BENIGN	0
1,503	25	1	1	6	6	6	6	6	0	6	6	6	0	480,000	80,000	25	0	25	25	0	0	0	0	0	0	0	0	0	0	0	20	20	40,000	40,000	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	117	16,199	0	20	0	0	0	0	0	0	0	0	BENIGN	0
443	192	2	0	0	0	0	0	0	0	0	0	0	0	0	10,416.66667	192	0	192	192	192	192	0	192	192	0	0	0	0	0	0	40	0	10,416.66667	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	40	2	0	0	0	0	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
443	5,939,884	9	6	379	4,918	192	0	42.111111	68.848465	2,636	0	819.666667	1,042.789656	891.768257	2.525302	424,277.4286	1,549,108.946	5,806,261	3	5,939,884	742,485.5	2,046,215.014	5,806,261	3	62,751	12,550.2	15,518.16662	33,857	193	0	192	132	1.515181	1.010121	0	2,636	331.0625	719.648754	517,894.3292	0	0	1	0	0	0	353.133333	42.111111	819.666667	192	9	379	6	4,918	8,192	946	8	20	133,620	0	133,620	133,620	5,806,261	0	5,806,261	5,806,261	BENIGN	0
443	22,283,482	4	0	55	0	37	6	13.75	15.5	0	0	0	0	2.468196	0.179505	7,427,827.333333	12,864,878.098825	22,282,909	215	22,283,482	7,427,827.333333	12,864,878.098825	22,282,909	215	0	0	0	0	0	0	80	0	0.179505	0	6	37	12.2	13.863621	192.2	0	0	0	1	1	0	15.25	13.75	0	80	4	55	0	0	294	-1	3	20	215	0	215	215	22,282,909	0	22,282,909	22,282,909	BENIGN	0
40,118	22,243	3	1	38	6	38	0	12.666667	21.93931	6	6	6	0	1,978.150429	179.831857	7,414.333333	12,759.72963	22,148	47	22,243	11,121.5	15,660.29388	22,195	48	0	0	0	0	0	0	96	20	134.873893	44.957964	0	38	8.8	16.528763	273.2	0	0	0	1	0	0	11	12.666667	6	96	3	38	1	6	349	0	1	32	0	0	0	0	0	0	0	0	BENIGN	0
443	5,608,344	8	4	612	2,765	342	0	76.5	125.554769	1,460	0	691.25	675.911915	602.138528	2.139669	509,849.4545	1,456,850.76	4,895,259	4	5,608,344	801,192	1,809,535.188	4,895,259	4	343,535	114,511.6667	118,128.5549	236,099	176	0	172	92	1.426446	0.713223	0	1,460	259.769231	462.042775	213,483.5256	0	0	1	0	0	0	281.416667	76.5	691.25	172	8	612	4	2,765	8,192	1,026	7	20	0	0	0	0	0	0	0	0	BENIGN	0
2,607	61	2	2	4	12	2	2	2	0	6	6	6	0	262,295.082	65,573.77049	20.333333	24.583192	48	1	1	1	0	1	1	48	48	0	48	48	0	48	40	32,786.88525	32,786.88525	2	6	3.6	2.19089	4.8	0	0	1	0	0	1	4.5	2	6	48	2	4	2	12	1,024	0	1	24	0	0	0	0	0	0	0	0	BENIGN	0
443	126,132	13	8	980	4,369	469	0	75.384615	142.446211	1,448	0	546.125	663.161139	42,407.953572	166.492246	6,306.6	10,213.959078	23,830	1	126,132	10,511	11,805.445577	24,442	1	98,786	14,112.285714	18,719.450764	47,313	49	0	428	264	103.066629	63.425618	0	1,448	243.136364	461.948801	213,396.694805	0	0	1	0	0	0	254.714286	75.384615	546.125	428	13	980	8	4,369	65,535	1,006	6	32	0	0	0	0	0	0	0	0	BENIGN	0
53	166	2	2	84	204	42	42	42	0	102	102	102	0	1,734,939.759	24,096.38554	55.333333	56.358969	115	3	3	3	0	3	3	48	48	0	48	48	0	64	64	12,048.19277	12,048.19277	42	102	66	32.863353	1,080	0	0	0	0	0	1	82.5	42	102	64	2	84	2	204	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
80	7,117,829	5	0	30	0	6	6	6	0	0	0	0	0	4.214768	0.702461	1,779,457.25	3,557,045.411	7,115,025	1	7,117,829	1,779,457.25	3,557,045.411	7,115,025	1	0	0	0	0	0	0	100	0	0.702461	0	6	6	6	0	0	0	0	0	1	0	0	7.2	6	0	100	5	30	0	0	256	-1	4	20	2,804	0	2,804	2,804	7,115,025	0	7,115,025	7,115,025	DDoS	1
301	49	1	1	0	6	0	0	0	0	6	6	6	0	122,448.9796	40,816.32653	49	0	49	49	0	0	0	0	0	0	0	0	0	0	0	40	20	20,408.16327	20,408.16327	0	6	2	3.464102	12	0	0	1	0	0	1	3	0	6	40	1	0	1	6	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	1
80	112,277,994	17	17	3,801	4,336	1,448	0	223.588235	510.059685	1,448	0	255.058824	567.002257	72.471904	0.30282	3,402,363.455	4,816,494.698	10,200,000	1	102,000,000	6,398,318	5,095,037.208	10,200,000	1	112,000,000	7,012,012.812	4,870,649.544	10,300,000	48	0	552	544	0.15141	0.15141	0	1,448	232.485714	524.9789	275,602.8454	0	0	1	0	0	1	239.323529	223.588235	255.058824	552	17	3,801	17	4,336	29,200	3	3	32	97,848.54545	28,832.96586	179,552	85,500	10,100,000	102,830.447	10,200,000	9,819,108	BENIGN	0
443	2,006,643	7	6	1,588	1,088	1,020	0	226.857143	397.919769	951	0	181.333333	381.01951	1,333.570545	6.478482	167,220.25	564,778.1814	1,960,280	71	46,363	7,727.166667	16,690.49736	41,775	338	2,006,396	401,279.2	893,602.9016	1,999,804	274	0	232	200	3.488413	2.990068	0	1,020	191.142857	363.948614	132,458.5934	0	0	1	0	0	0	205.846154	226.857143	181.333333	232	7	1,588	6	1,088	29,200	8	3	32	0	0	0	0	0	0	0	0	BENIGN	0
80	5,238,441	3	1	0	0	0	0	0	0	0	0	0	0	0	0.763586	1,746,147	2,950,308.977	5,152,510	54	5,238,441	2,619,220.5	3,582,612.368	5,152,510	85,931	0	0	0	0	0	0	104	40	0.572689	0.190896	0	0	0	0	0	0	0	1	0	0	0	0	0	0	104	3	0	1	0	29,200	28,960	0	32	0	0	0	0	0	0	0	0	BENIGN	0
41,310	245	3	0	31	0	31	0	10.333333	17.897858	0	0	0	0	126,530.6122	12,244.89796	122.5	171.826948	244	1	245	122.5	171.826948	244	1	0	0	0	0	0	0	96	0	12,244.89796	0	0	31	7.75	15.5	240.25	0	0	0	1	0	0	10.333333	10.333333	0	96	3	31	0	0	59	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
80	18,405	2	2	12	11	6	6	6	0	11	0	5.5	7.778175	1,249.660418	217.332247	6,135	10,120.14718	17,817	38	588	588	0	588	588	18,367	18,367	0	18,367	18,367	0	40	64	108.666123	108.666123	0	11	5.8	3.898718	15.2	1	0	0	0	0	1	7.25	6	5.5	40	2	12	2	11	0	235	1	20	0	0	0	0	0	0	0	0	DoS Hulk	1
53	14,066,153	2	2	111	278	58	53	55.5	3.535534	186	92	139	66.468037	27.655038	0.284371	4,688,717.667	8,044,675.993	14,000,000	27,286	14,000,000	14,000,000	0	14,000,000	14,000,000	14,000,000	14,000,000	0	14,000,000	14,000,000	0	40	52	0.142185	0.142185	53	186	88.4	56.941198	3,242.3	0	0	0	0	0	1	110.5	55.5	139	40	2	111	2	278	-1	-1	1	20	60,978	0	60,978	60,978	14,000,000	0	14,000,000	14,000,000	BENIGN	0
80	4	2	0	0	0	0	0	0	0	0	0	0	0	0	500,000	4	0	4	4	4	4	0	4	4	0	0	0	0	0	0	64	0	500,000	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	251	-1	0	32	0	0	0	0	0	0	0	0	DoS Hulk	1
53	31,055	2	2	62	94	31	31	31	0	47	47	47	0	5,023.345677	128.803735	10,351.666667	17,924.416457	31,049	3	3	3	0	3	3	3	3	0	3	3	0	88	40	64.401868	64.401868	31	47	37.4	8.763561	76.8	0	0	0	0	0	1	46.75	31	47	88	2	62	2	94	-1	-1	1	44	0	0	0	0	0	0	0	0	BENIGN	0
443	5,949,447	8	6	366	3,710	209	0	45.75	79.078171	1,460	0	618.333333	680.995056	685.105691	2.35316	457,649.7692	1,592,730.223	5,758,112	1	5,949,447	849,921	2,164,508.948	5,758,112	3	112,391	22,478.2	34,981.57251	82,877	50	0	172	132	1.344663	1.008497	0	1,460	271.733333	504.67252	254,694.3524	0	0	1	0	0	0	291.142857	45.75	618.333333	172	8	366	6	3,710	8,192	119	3	20	191,332	0	191,332	191,332	5,758,112	0	5,758,112	5,758,112	BENIGN	0
47,625	31	1	1	0	0	0	0	0	0	0	0	0	0	0	64,516.129032	31	0	31	31	0	0	0	0	0	0	0	0	0	0	0	32	32	32,258.064516	32,258.064516	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	369	362	0	32	0	0	0	0	0	0	0	0	BENIGN	0
443	4,676,462	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	36.138431	1.283021	935,292.4	1,959,483.225	4,437,613	2	4,676,462	1,169,115.5	2,181,690.619	4,437,613	2	0	0	0	0	0	1	100	20	1.069184	0.213837	0	46	30.714286	21.684974	470.238095	0	1	0	1	0	0	35.833333	24.6	46	100	5	123	1	46	16,424	351	2	20	0	0	0	0	0	0	0	0	BENIGN	0
443	116,454,230	20	18	2,347	3,096	1,669	0	117.35	374.707082	1,460	2	172	403.183362	46.739393	0.326308	3,147,411.622	4,557,574.757	10,000,000	3	116,000,000	6,129,170	4,934,078.424	10,200,000	3	113,000,000	6,625,023.353	4,973,750.739	10,200,000	47	0	412	364	0.171741	0.154567	0	1,669	139.564103	379.731678	144,196.1471	0	0	1	0	0	0	143.236842	117.35	172	412	20	2,347	18	3,096	8,192	40,958	19	20	236,384.6364	181,888.1623	784,798	181,418	10,000,000	12,540.93899	10,000,000	9,964,472	BENIGN	0
80	10,257,902	5	4	794	557	391	0	158.8	211.982782	545	0	139.25	270.514787	131.703344	0.877372	1,282,237.75	2,239,344.599	4,989,627	24	10,300,000	2,564,330.5	2,709,751.194	4,989,627	85,332	10,200,000	3,390,864.667	2,870,153.086	5,074,875	76,844	0	112	92	0.487429	0.389943	0	545	135.1	216.130336	46,712.32222	0	0	1	0	0	0	150.111111	158.8	139.25	112	5	794	4	557	8,192	60	4	20	0	0	0	0	0	0	0	0	BENIGN	0
22	50	1	1	0	0	0	0	0	0	0	0	0	0	0	40,000	50	0	50	50	0	0	0	0	0	0	0	0	0	0	0	32	32	20,000	20,000	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	259	247	0	32	0	0	0	0	0	0	0	0	SSH-Patator	1
123	94,234	1	1	48	48	48	48	48	0	48	48	48	0	1,018.740582	21.223762	94,234	0	94,234	94,234	0	0	0	0	0	0	0	0	0	0	0	20	20	10.611881	10.611881	48	48	48	0	0	0	0	0	0	0	1	72	48	48	20	1	48	1	48	-1	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
28,201	66	2	2	4	12	2	2	2	0	6	6	6	0	242,424.2424	60,606.06061	22	8.660254	32	17	49	49	0	49	49	49	49	0	49	49	0	48	40	30,303.0303	30,303.0303	2	6	3.6	2.19089	4.8	0	0	1	0	0	1	4.5	2	6	48	2	4	2	12	1,024	0	1	24	0	0	0	0	0	0	0	0	BENIGN	0
53	30,996	1	1	57	73	57	57	57	0	73	73	73	0	4,194.08956	64.524455	30,996	0	30,996	30,996	0	0	0	0	0	0	0	0	0	0	0	32	20	32.262227	32.262227	57	73	62.333333	9.237604	85.333333	0	0	0	0	0	1	93.5	57	73	32	1	57	1	73	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
53	31,127	2	2	66	122	33	33	33	0	61	61	61	0	6,039.772545	128.505799	10,375.66667	17,967.71776	31,123	1	1	1	0	1	1	3	3	0	3	3	0	64	64	64.252899	64.252899	33	61	44.2	15.336232	235.2	0	0	0	0	0	1	55.25	33	61	64	2	66	2	122	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
443	9,925	3	0	0	0	0	0	0	0	0	0	0	0	0	302.267003	4,962.5	7,013.792163	9,922	3	9,925	4,962.5	7,013.792163	9,922	3	0	0	0	0	0	0	96	0	302.267003	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	96	3	0	0	0	33,300	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
53	172	2	2	86	204	43	43	43	0	102	102	102	0	1,686,046.512	23,255.81395	57.333333	58.943476	120	3	3	3	0	3	3	49	49	0	49	49	0	64	64	11,627.90698	11,627.90698	43	102	66.6	32.315631	1,044.3	0	0	0	0	0	1	83.25	43	102	64	2	86	2	204	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
53	196	2	2	60	264	30	30	30	0	132	132	132	0	1,653,061.224	20,408.16327	65.333333	73.241609	146	3	3	3	0	3	3	47	47	0	47	47	0	40	40	10,204.08163	10,204.08163	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	0	0	BENIGN	0
80	723,005	3	6	26	11,601	20	0	8.666667	10.263203	4,380	0	1,933.5	1,757.789948	16,081.49321	12.448047	90,375.625	245,327.0353	697,195	14	25,067	12,533.5	15,716.86243	23,647	1,420	722,943	144,588.6	309,104.0361	697,195	14	0	72	132	4.149349	8.298698	0	4,380	1,162.7	1,645.241762	2,706,820.456	0	0	1	0	0	2	1,291.888889	8.666667	1,933.5	72	3	26	6	11,601	8,192	229	2	20	0	0	0	0	0	0	0	0	DDoS	1
53	60,766	1	1	56	86	56	56	56	0	86	86	86	0	2,336.833097	32.913142	60,766	0	60,766	60,766	0	0	0	0	0	0	0	0	0	0	0	32	20	16.456571	16.456571	56	86	66	17.320508	300	0	0	0	0	0	1	99	56	86	32	1	56	1	86	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
53	23,754	1	1	81	163	81	81	81	0	163	163	163	0	10,271.9542	84.196346	23,754	0	23,754	23,754	0	0	0	0	0	0	0	0	0	0	0	20	20	42.098173	42.098173	81	163	108.333333	47.342722	2,241.333333	0	0	0	0	0	1	162.5	81	163	20	1	81	1	163	-1	-1	0	20	0	0	0	0	0	0	0	0	BENIGN	0
80	3	2	0	0	0	0	0	0	0	0	0	0	0	0	666,666.6667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	0	64	0	666,666.6667	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	64	2	0	0	0	251	-1	0	32	0	0	0	0	0	0	0	0	DoS Hulk	1
443	298,767	6	6	311	3,761	185	0	51.833333	82.438866	1,460	0	626.833333	711.67139	13,629.34996	40.165078	27,160.63636	37,218.67361	118,093	57	298,767	59,753.4	63,876.3467	168,735	11,037	130,199	26,039.8	34,678.23151	66,224	71	0	132	132	20.082539	20.082539	0	1,460	313.230769	552.609439	305,377.1923	0	0	1	0	0	1	339.333333	51.833333	626.833333	132	6	311	6	3,761	8,192	110	2	20	0	0	0	0	0	0	0	0	BENIGN	0
53	242	2	2	74	430	37	37	37	0	215	215	215	0	2,082,644.628099	16,528.92562	80.666667	132.790562	234	4	4	4	0	4	4	4	4	0	4	4	0	40	40	8,264.46281	8,264.46281	37	215	108.2	97.494615	9,505.2	0	0	0	0	0	1	135.25	37	215	40	2	74	2	430	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
53	30,486	1	1	49	77	49	49	49	0	77	77	77	0	4,133.044676	65.603884	30,486	0	30,486	30,486	0	0	0	0	0	0	0	0	0	0	0	32	20	32.801942	32.801942	49	77	58.333333	16.165808	261.333333	0	0	0	0	0	1	87.5	49	77	32	1	49	1	77	-1	-1	0	32	0	0	0	0	0	0	0	0	BENIGN	0
53	1,080	2	2	66	164	33	33	33	0	82	82	82	0	212,962.963	3,703.703704	360	579.807727	1,029	3	48	48	0	48	48	3	3	0	3	3	0	40	64	1,851.851852	1,851.851852	33	82	52.6	26.838405	720.3	0	0	0	0	0	1	65.75	33	82	40	2	66	2	164	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
443	1,046,704	3	3	0	18	0	0	0	0	6	6	6	0	17.196839	5.73228	209,340.8	265,908.6304	501,393	15,088	1,031,597	515,798.5	1,197.131781	516,645	514,952	1,031,452	515,726	1,067.73124	516,481	514,971	0	92	60	2.86614	2.86614	0	6	2.571429	3.207135	10.285714	0	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	0
443	29,101	1	1	0	0	0	0	0	0	0	0	0	0	0	68.726161	29,101	0	29,101	29,101	0	0	0	0	0	0	0	0	0	0	0	32	32	34.36308	34.36308	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	281	31	0	32	0	0	0	0	0	0	0	0	BENIGN	0
443	4,202,580	6	2	181	46	46	6	30.166667	19.60017	46	0	23	32.526912	54.014439	1.903593	600,368.5714	1,256,082.384	3,436,730	4	4,202,580	840,516	1,464,177.031	3,436,730	4	213,476	213,476	0	213,476	213,476	1	120	52	1.427694	0.475898	0	46	30.333333	20.408332	416.5	0	1	0	1	0	0	34.125	30.166667	23	120	6	181	2	46	253	351	5	20	0	0	0	0	0	0	0	0	BENIGN	0
53	141	2	2	102	134	51	51	51	0	67	67	67	0	1,673,758.865	28,368.79433	47	76.210236	135	3	3	3	0	3	3	3	3	0	3	3	0	64	64	14,184.39716	14,184.39716	51	67	57.4	8.763561	76.8	0	0	0	0	0	1	71.75	51	67	64	2	102	2	134	-1	-1	1	32	0	0	0	0	0	0	0	0	BENIGN	0
1,271	49	1	1	2	6	2	2	2	0	6	6	6	0	163,265.3061	40,816.32653	49	0	49	49	0	0	0	0	0	0	0	0	0	0	0	24	20	20,408.16327	20,408.16327	2	6	3.333333	2.309401	5.333333	0	0	1	0	0	1	5	2	6	24	1	2	1	6	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	1
80	83,260,098	9	6	313	11,595	313	0	34.777778	104.333333	5,792	0	1,932.5	2,181.008184	143.021691	0.180158	5,947,149.857	22,200,000	83,100,000	1	83,100,000	10,400,000	29,400,000	83,100,000	1	144,303	28,860.6	58,462.63549	133,106	45	0	296	200	0.108095	0.072063	0	5,792	744.25	1,579.594062	2,495,117.4	0	0	0	1	0	0	793.866667	34.777778	1,932.5	296	9	313	6	11,595	251	235	1	32	998	0	998	998	83,100,000	0	83,100,000	83,100,000	DoS Hulk	1
443	27	2	0	12	0	6	6	6	0	0	0	0	0	444,444.444444	74,074.074074	27	0	27	27	27	27	0	27	27	0	0	0	0	0	0	40	0	74,074.074074	0	6	6	6	0	0	0	0	0	1	0	0	9	6	0	40	2	12	0	0	256	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
443	95,103	1	1	0	0	0	0	0	0	0	0	0	0	0	21.029831	95,103	0	95,103	95,103	0	0	0	0	0	0	0	0	0	0	0	32	32	10.514915	10.514915	0	0	0	0	0	0	0	0	1	1	1	0	0	0	32	1	0	1	0	304	254	0	32	0	0	0	0	0	0	0	0	BENIGN	0
53	219	2	2	142	242	71	71	71	0	121	121	121	0	1,753,424.658	18,264.84018	73	121.243557	213	3	3	3	0	3	3	3	3	0	3	3	0	40	40	9,132.420091	9,132.420091	71	121	91	27.386128	750	0	0	0	0	0	1	113.75	71	121	40	2	142	2	242	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0
53	181	2	2	76	176	38	38	38	0	88	88	88	0	1,392,265.193	22,099.44751	60.333333	98.439491	174	3	3	3	0	3	3	4	4	0	4	4	0	40	40	11,049.72376	11,049.72376	38	88	58	27.386128	750	0	0	0	0	0	1	72.5	38	88	40	2	76	2	176	-1	-1	1	20	0	0	0	0	0	0	0	0	BENIGN	0

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CICIDS2017 (raw variant)

Companion to lacg030175/CICIDS2017. This variant preserves rows with NaN or ±infinity values in any feature column (the original dataset drops them via pd.dropna). Intended for use with ThermometerEncoder(invalid_encoding="single_bit"), which treats missing / undefined values as a learnable is_invalid flag bit rather than silently encoding them as zero.

Row counts

Full dataset (all days): 2,830,743 rows

Splits:

random (80/20): 2,264,594 train / 566,149 test
random_3way (80/10/10): 2,264,594 / 283,074 / 283,075
temporal (Mon-Thu / Friday): 2,127,498 train / 703,245 test
temporal_3way (train + Friday split 50/50): 2,127,498 / 351,622 / 351,623

Top-20 RF Features

Bwd Packet Length Std
Destination Port
Packet Length Std
Bwd Packet Length Max
Fwd IAT Std
Avg Bwd Segment Size
Bwd Packet Length Mean
Average Packet Size
Packet Length Mean
Flow IAT Max
Fwd IAT Max
Packet Length Variance
Init_Win_bytes_forward
Idle Mean
Idle Min
Flow IAT Std
Fwd Header Length
Flow Packets/s
Flow IAT Mean
Bwd Header Length

Labels

Binary (label): 0 = BENIGN, 1 = Attack
Multi-class (Label): 15 categories

Features

78 numeric flow-level features extracted by CICFlowMeter.

Preprocessing (raw variant)

Rows with NaN / ±inf are PRESERVED (not dropped).
Feature columns are still coerced to numeric via pd.to_numeric(errors="coerce"); unparseable strings become NaN.
Label column preserved as multi-class string; binary label derived.
Whitespace and encoding artifacts in Label are normalized.
Use with ThermometerEncoder(invalid_encoding="single_bit") to encode NaN/±inf as a learnable state.

Citation

@inproceedings{sharafaldin2018toward,
  title={Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization},
  author={Sharafaldin, Iman and Lashkari, Arash Habibi and Ghorbani, Ali A},
  booktitle={International Conference on Information Systems Security and Privacy},
  year={2018}
}

License

CC BY 4.0 — original dataset by the Canadian Institute for Cybersecurity, University of New Brunswick.

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