Datasets:

lacg030175
/

CICIDS2017

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
49,188	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	0	1	1	0	9	6	0	40	2	12	0	0	329	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,188	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	0	1	1	0	9	6	0	40	2	12	0	0	329	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,188	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	0	1	1	0	9	6	0	40	2	12	0	0	329	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,188	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	0	1	1	0	9	6	0	40	2	12	0	0	329	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,486	3	2	0	12	0	6	6	6	0	0	0	0	0	4,000,000	666,666.666667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	0	40	0	666,666.666667	0	6	6	6	0	0	0	0	0	1	1	0	9	6	0	40	2	12	0	0	245	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,486	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	0	1	1	0	9	6	0	40	2	12	0	0	245	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,486	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	0	1	1	0	9	6	0	40	2	12	0	0	245	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,486	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	0	1	1	0	9	6	0	40	2	12	0	0	245	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
88	609	7	4	484	414	233	0	69.142857	111.967895	207	0	103.5	119.511506	1,474,548.440066	18,062.397373	60.9	115.194956	381	2	609	101.5	177.089525	460	2	467	155.666667	263.560872	460	3	0	164	104	11,494.252874	6,568.144499	0	233	74.833333	107.527445	11,562.151515	0	0	1	0	0	0	81.636364	69.142857	103.5	164	7	484	4	414	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
88	879	9	4	656	3,064	313	0	72.888889	136.153814	1,532	0	766	884.500612	4,232,081.911263	14,789.533561	73.25	209.055071	734	1	879	109.875	281.977424	806	1	764	254.666667	434.168554	756	3	0	204	104	10,238.90785	4,550.625711	0	1,532	265.714286	547.842542	300,131.450549	0	0	1	0	0	0	286.153846	72.888889	766	204	9	656	4	3,064	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	1,160	9	6	3,134	3,048	1,552	0	348.222222	682.48256	1,518	0	508	782.347237	5,329,310.344828	12,931.034483	82.857143	218.246106	836	1	1,160	145	326.908026	950	1	1,022	204.4	354.353355	836	3	0	204	144	7,758.62069	5,172.413793	0	1,552	386.375	684.96899	469,182.516667	0	0	1	0	0	0	412.133333	348.222222	508	204	9	3,134	6	3,048	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	524	7	4	2,812	2,820	1,397	0	401.714286	679.914876	1,410	0	705	814.06388	10,748,091.603053	20,992.366412	52.4	83.67822	284	1	524	87.333333	143.728448	377	1	440	146.666667	169.163629	342	49	0	164	104	13,358.778626	7,633.587786	0	1,410	469.333333	689.943388	476,021.878788	0	0	1	0	0	0	512	401.714286	705	164	7	2,812	4	2,820	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
1,034	6	1	1	6	6	6	6	6	0	6	6	6	0	2,000,000	333,333.333333	6	0	6	6	0	0	0	0	0	0	0	0	0	0	0	20	20	166,666.666667	166,666.666667	6	6	6	0	0	0	0	0	1	0	1	9	6	6	20	1	6	1	6	2,053	251	0	20	0	0	0	0	0	0	0	0	BENIGN
88	1,119	9	6	3,160	3,060	1,565	0	351.111111	688.214982	1,524	0	510	785.445606	5,558,534.405719	13,404.825737	79.928571	190.290654	704	1	1,119	139.875	263.037986	759	1	1,047	209.4	310.638536	704	3	0	204	144	8,042.895442	5,361.930295	0	1,565	388.75	689.242531	475,055.266667	0	0	1	0	0	0	414.666667	351.111111	510	204	9	3,160	6	3,060	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
389	18,378	13	13	4,160	5,724	1,672	0	320	612.974034	2,634	0	440.307692	817.308936	537,816.955055	1,414.735009	735.12	3,222.599628	16,177	1	18,378	1,531.5	4,628.949213	16,177	3	18,292	1,524.333333	4,674.379635	16,337	1	0	284	284	707.367505	707.367505	0	2,634	366.074074	700.494821	490,692.994302	0	0	1	0	0	1	380.153846	320	440.307692	284	13	4,160	13	5,724	8,192	0	11	20	0	0	0	0	0	0	0	0	BENIGN
88	822	7	4	458	356	220	0	65.428571	105.626476	178	0	89	102.768348	990,267.639903	13,381.995134	82.2	177.666229	579	1	822	137	269.600445	683	1	660	220	375.855025	654	3	0	164	104	8,515.815085	4,866.180049	0	220	67.833333	97.728598	9,550.878788	0	0	1	0	0	0	74	65.428571	89	164	7	458	4	356	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
88	876	9	4	630	2,942	300	0	70	130.422391	1,471	0	735.5	849.282246	4,077,625.570776	14,840.182648	73	209.199339	734	1	876	109.5	281.355393	804	1	756	252	429.549764	748	3	0	204	104	10,273.972603	4,566.210046	0	1,471	255.142857	525.978335	276,653.208791	0	0	1	0	0	0	274.769231	70	735.5	204	9	630	4	2,942	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	1,009	7	4	2,748	2,780	1,365	0	392.571429	664.300599	1,390	0	695	802.516874	5,478,691.774034	10,901.883053	100.9	248.102779	804	1	1,009	168.166667	340.192544	861	1	864	288	492.768708	857	3	0	164	104	6,937.561943	3,964.32111	0	1,390	460.666667	677.172777	458,562.969697	0	0	1	0	0	0	502.545455	392.571429	695	164	7	2,748	4	2,780	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
88	616	7	4	484	414	233	0	69.142857	111.967895	207	0	103.5	119.511506	1,457,792.207792	17,857.142857	61.6	119.006256	393	1	616	102.666667	180.493398	468	1	466	155.333333	262.983523	459	3	0	164	104	11,363.636364	6,493.506494	0	233	74.833333	107.527445	11,562.151515	0	0	1	0	0	0	81.636364	69.142857	103.5	164	7	484	4	414	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
1,045	5	1	1	6	6	6	6	6	0	6	6	6	0	2,400,000	400,000	5	0	5	5	0	0	0	0	0	0	0	0	0	0	0	20	20	200,000	200,000	6	6	6	0	0	0	0	0	1	0	1	9	6	6	20	1	6	1	6	2,053	255	0	20	0	0	0	0	0	0	0	0	BENIGN
88	946	9	4	654	3,064	312	0	72.666667	135.712932	1,532	0	766	884.500612	3,930,232.55814	13,742.071882	78.833333	193.222826	689	1	946	118.25	248.589593	730	1	790	263.333333	449.179623	782	3	0	204	104	9,513.742072	4,228.32981	0	1,532	265.571429	547.829383	300,117.032967	0	0	1	0	0	0	286	72.666667	766	204	9	654	4	3,064	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	927	9	6	3,160	3,060	1,565	0	351.111111	688.214982	1,524	0	510	785.445606	6,709,816.612729	16,181.229773	66.214286	181.835589	694	2	927	115.875	277.954486	801	2	909	181.8	286.522599	694	47	0	204	144	9,708.737864	6,472.491909	0	1,565	388.75	689.242531	475,055.266667	0	0	1	0	0	0	414.666667	351.111111	510	204	9	3,160	6	3,060	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	973	9	6	3,112	3,012	1,541	0	345.777778	677.632049	1,500	0	502	773.052133	6,293,936.279548	15,416.238438	69.5	190.582003	727	1	973	121.625	294.127736	843	1	893	178.6	309.713254	727	3	0	204	144	9,249.743063	6,166.495375	0	1,541	382.75	678.510771	460,376.866667	0	0	1	0	0	0	408.266667	345.777778	502	204	9	3,112	6	3,012	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	953	7	4	2,814	2,836	1,398	0	402	680.402822	1,418	0	709	818.682682	5,928,646.379853	11,542.497377	95.3	211.98273	692	1	953	158.833333	333.205292	837	2	854	284.666667	408.18664	756	49	0	164	104	7,345.225603	4,197.271773	0	1,418	470.833333	692.174155	479,105.060606	0	0	1	0	0	0	513.636364	402	709	164	7	2,814	4	2,836	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
88	740	8	6	4,948	270	2,465	0	618.5	937.901914	129	0	45	65.121425	7,051,351.351351	18,918.918919	56.923077	123.698196	459	0	740	105.714286	207.419634	550	0	694	138.8	186.7584	472	47	0	184	144	10,810.810811	8,108.108108	0	2,465	347.866667	728.802527	531,153.12381	0	0	1	0	0	0	372.714286	618.5	45	184	8	4,948	6	270	8,192	2,053	6	20	0	0	0	0	0	0	0	0	BENIGN
389	77,033	13	11	4,122	1,038	1,660	0	317.076923	600.681899	210	0	94.363636	89.663005	66,984.279465	311.554788	3,349.26087	15,550.735172	74,678	2	77,033	6,419.416667	21,541.960953	74,816	2	76,989	7,698.9	23,561.136374	74,748	3	0	284	244	168.758844	142.795945	0	1,660	206.4	444.884629	197,922.333333	0	0	1	0	0	0	215	317.076923	94.363636	284	13	4,122	11	1,038	8,192	0	11	20	0	0	0	0	0	0	0	0	BENIGN
1,051	46	1	1	6	6	6	6	6	0	6	6	6	0	260,869.565217	43,478.26087	46	0	46	46	0	0	0	0	0	0	0	0	0	0	0	20	20	21,739.130435	21,739.130435	6	6	6	0	0	1	0	0	1	0	1	9	6	6	20	1	6	1	6	0	254	0	20	0	0	0	0	0	0	0	0	BENIGN
88	1,112	9	7	3,134	3,054	1,552	0	348.222222	682.48256	1,518	0	436.285714	738.956407	5,564,748.201439	14,388.489209	74.133333	207.441856	819	1	1,112	139	298.786594	875	1	1,058	176.333333	317.479868	819	3	0	204	164	8,093.52518	6,294.964029	0	1,552	364	669.603987	448,369.5	0	0	1	0	0	0	386.75	348.222222	436.285714	204	9	3,134	7	3,054	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
88	655	7	4	2,812	2,820	1,397	0	401.714286	679.914876	1,410	0	705	814.06388	8,598,473.282443	16,793.89313	65.5	91.557207	274	0	655	109.166667	172.446417	459	1	556	185.333333	186.003584	372	0	0	164	104	10,687.022901	6,106.870229	0	1,410	469.333333	689.943388	476,021.878788	0	0	1	0	0	0	512	401.714286	705	164	7	2,812	4	2,820	8,192	2,053	5	20	0	0	0	0	0	0	0	0	BENIGN
80	40,643	3	4	103	191	97	0	34.333333	54.353779	179	0	47.75	87.545702	7,233.717983	172.231381	6,773.833333	10,209.406396	19,958	3	20,083	10,041.5	14,094.759469	20,008	75	20,685	6,895	11,413.09476	20,069	3	0	72	92	73.813449	98.417932	0	179	36.75	66.282404	4,393.357143	0	0	1	0	0	1	42	34.333333	47.75	72	3	103	4	191	8,192	913	2	20	0	0	0	0	0	0	0	0	BENIGN
80	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	0	1	0	0	9	6	0	40	2	12	0	0	255	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,671	26,361,049	21	14	3,720	2,672	936	0	177.142857	268.136772	952	0	190.857143	324.959372	242.47897	1.327717	775,324.970588	4,298,075.296767	25,084,797	1	26,361,049	1,318,052.45	5,597,543.476994	25,084,797	1	1,068,197	82,169	295,756.819032	1,066,507	2	0	444	304	0.79663	0.531087	0	952	177.555556	285.093212	81,278.139683	0	0	1	0	0	0	182.628571	177.142857	190.857143	444	21	3,720	14	2,672	8,192	2,053	19	20	0	0	0	0	0	0	0	0	BENIGN
49,671	52	1	2	6	12	6	6	6	0	6	6	6	0	346,153.846154	57,692.307692	26	31.112698	48	4	0	0	0	0	0	4	4	0	4	4	0	20	40	19,230.769231	38,461.538462	6	6	6	0	0	0	0	0	1	1	2	8	6	6	20	1	6	2	12	251	2,053	0	20	0	0	0	0	0	0	0	0	BENIGN
88	1,067	9	6	3,084	2,984	1,527	0	342.666667	671.458673	1,486	0	497.333333	765.822608	5,686,972.820993	14,058.106842	76.214286	204.80842	782	1	1,067	133.375	311.19674	901	1	998	199.6	331.008006	782	1	0	204	144	8,434.864105	5,623.242737	0	1,527	379.25	672.250598	451,920.866667	0	0	1	0	0	0	404.533333	342.666667	497.333333	204	9	3,084	6	2,984	8,192	2,053	7	20	0	0	0	0	0	0	0	0	BENIGN
389	3,536	13	11	4,094	1,038	1,646	0	314.923077	595.465709	210	0	94.363636	89.663005	1,451,357.466063	6,787.330317	153.73913	318.338901	1,210	1	3,536	294.666667	468.528321	1,348	1	3,497	349.7	468.643681	1,276	3	0	284	244	3,676.470588	3,110.859729	0	1,646	205.28	441.073267	194,545.626667	0	0	1	0	0	0	213.833333	314.923077	94.363636	284	13	4,094	11	1,038	8,192	0	11	20	0	0	0	0	0	0	0	0	BENIGN
389	519,267	15	10	4,844	3,982	1,660	0	322.933333	568.093864	1,268	0	398.2	498.038999	16,997.036207	48.144789	21,636.125	74,227.683393	315,131	3	519,267	37,090.5	95,598.296741	315,131	3	7,445	827.222222	1,361.899205	3,835	3	0	324	224	28.886873	19.257915	0	1,660	339.461538	525.526344	276,177.938462	0	0	1	0	0	0	353.04	322.933333	398.2	324	15	4,844	10	3,982	8,192	2,050	13	20	0	0	0	0	0	0	0	0	BENIGN
1,059	46	2	1	12	6	6	6	6	0	6	6	6	0	391,304.347826	65,217.391304	23	26.870058	42	4	4	4	0	4	4	0	0	0	0	0	0	40	20	43,478.26087	21,739.130435	6	6	6	0	0	1	0	0	1	0	0	8	6	6	40	2	12	1	6	0	256	1	20	0	0	0	0	0	0	0	0	BENIGN
139	13,230,245	23	20	1,976	2,238	228	0	85.913043	67.3437	414	0	111.9	126.098917	318.51262	3.250129	315,005.833333	2,009,537.611159	13,026,743	3	13,230,245	601,374.772727	2,775,567.42371	13,026,743	3	13,229,879	696,309.421053	3,034,079.569813	13,225,490	3	0	484	424	1.738441	1.511688	0	414	95.772727	98.653932	9,732.598309	0	0	1	0	0	0	98	85.913043	111.9	484	23	1,976	20	2,238	8,192	2,050	21	20	202,580	0	202,580	202,580	13,026,743	0	13,026,743	13,026,743	BENIGN
139	55	1	1	6	6	6	6	6	0	6	6	6	0	218,181.818182	36,363.636364	55	0	55	55	0	0	0	0	0	0	0	0	0	0	0	20	20	18,181.818182	18,181.818182	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	252	2,050	0	20	0	0	0	0	0	0	0	0	BENIGN
389	464	10	4	165	326	79	0	16.5	33.012624	163	0	81.5	94.108094	1,058,189.655172	30,172.413793	35.692308	28.018995	101	0	464	51.555556	53.012053	163	0	320	106.666667	100.748863	223	48	0	336	144	21,551.724138	8,620.689655	0	163	32.733333	59.520065	3,542.638095	0	0	1	0	0	0	35.071429	16.5	81.5	336	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	BENIGN
389	1	2	0	7	0	7	0	3.5	4.949747	0	0	0	0	7,000,000	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	7	4.666667	4.041452	16.333333	0	1	0	1	0	0	7	3.5	0	64	2	7	0	0	237	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
88	1,175	9	6	3,110	3,108	1,555	0	345.555556	685.690548	1,554	0	518	802.482149	5,291,914.893617	12,765.957447	83.928571	219.180103	842	1	1,175	146.875	307.71482	906	1	1,036	207.2	358.963369	842	4	0	304	208	7,659.574468	5,106.382979	0	1,555	388.625	695.193582	483,294.116667	0	0	1	0	0	0	414.533333	345.555556	518	304	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	BENIGN
389	77,216	19	11	3,412	6,654	1,293	0	179.578947	400.318806	3,069	0	604.909091	1,009.026507	130,361.583092	388.520514	2,662.62069	13,971.622596	75,306	1	77,216	4,289.777778	17,724.008392	75,306	1	76,926	7,692.6	23,970.093734	75,912	1	0	624	368	246.062992	142.457522	0	3,069	324.709677	693.666548	481,173.27957	0	0	1	0	0	0	335.533333	179.578947	604.909091	624	19	3,412	11	6,654	29,200	2,076	10	32	0	0	0	0	0	0	0	0	BENIGN
88	1,053	9	6	3,110	3,108	1,555	0	345.555556	685.690548	1,554	0	518	802.482149	5,905,033.238367	14,245.014245	75.214286	204.371524	782	1	1,053	131.625	318.125733	916	1	995	199	328.089165	782	5	0	304	208	8,547.008547	5,698.005698	0	1,555	388.625	695.193582	483,294.116667	0	0	1	0	0	0	414.533333	345.555556	518	304	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	BENIGN
389	436	10	4	165	326	79	0	16.5	33.012624	163	0	81.5	94.108094	1,126,146.788991	32,110.091743	33.538462	25.796044	87	1	436	48.444444	47.597561	148	1	302	100.666667	91.221343	206	48	0	336	144	22,935.779817	9,174.311927	0	163	32.733333	59.520065	3,542.638095	0	0	1	0	0	0	35.071429	16.5	81.5	336	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	BENIGN
389	1	2	0	7	0	7	0	3.5	4.949747	0	0	0	0	7,000,000	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	7	4.666667	4.041452	16.333333	0	1	0	1	0	0	7	3.5	0	64	2	7	0	0	237	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
88	1,172	9	6	3,110	3,108	1,555	0	345.555556	685.690548	1,554	0	518	802.482149	5,305,460.750853	12,798.634812	83.714286	220.346032	846	1	1,172	146.5	310.546983	913	1	1,046	209.2	360.543617	846	3	0	304	208	7,679.180887	5,119.453925	0	1,555	388.625	695.193582	483,294.116667	0	0	1	0	0	0	414.533333	345.555556	518	304	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	BENIGN
135	56,361,247	23	12	1,730	1,784	168	0	75.217391	81.815178	268	0	148.666667	84.884235	62.347804	0.620994	1,657,683.735294	5,134,992.092107	21,449,915	1	56,361,247	2,561,874.863636	6,245,713.9921	21,449,915	1	34,693,536	3,153,957.818182	6,385,923.393867	20,331,895	3	0	484	264	0.408082	0.212912	0	268	97.611111	89.260863	7,967.501587	0	0	1	0	0	0	100.4	75.217391	148.666667	484	23	1,730	12	1,784	8,192	2,050	21	20	204,149	5,830.512756	210,844	200,187	11,360,298.333333	7,620,304.564801	20,131,476	6,367,360	BENIGN
135	73	1	1	6	6	6	6	6	0	6	6	6	0	164,383.561644	27,397.260274	73	0	73	73	0	0	0	0	0	0	0	0	0	0	0	20	20	13,698.630137	13,698.630137	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	253	2,050	0	20	0	0	0	0	0	0	0	0	BENIGN
389	512	11	4	172	326	79	0	15.636364	31.449238	163	0	81.5	94.108094	972,656.25	29,296.875	36.571429	29.042977	80	1	512	51.2	43.425031	127	1	284	94.666667	158.774473	278	2	0	368	144	21,484.375	7,812.5	0	163	31.125	57.860608	3,347.85	0	0	1	0	0	0	33.2	15.636364	81.5	368	11	172	4	326	29,200	2,081	4	32	0	0	0	0	0	0	0	0	BENIGN
88	1,100	10	6	3,150	3,152	1,575	0	315	632.561635	1,576	0	525.333333	813.8429	5,729,090.909091	14,545.454545	73.333333	220.30909	867	1	1,100	122.222222	301.096238	922	1	1,026	205.2	375.298814	867	1	0	336	208	9,090.909091	5,454.545455	0	1,576	370.705882	671.975703	451,551.345588	0	0	1	0	0	0	393.875	315	525.333333	336	10	3,150	6	3,152	29,200	2,081	3	32	0	0	0	0	0	0	0	0	BENIGN
389	15,745	17	13	3,452	6,666	1,313	0	203.058824	425.778474	3,069	0	512.769231	948.172027	642,616.703715	1,905.366783	542.931034	2,557.746971	13,828	1	15,745	984.0625	3,431.50687	13,828	1	15,655	1,304.583333	4,144.950717	14,460	1	0	560	408	1,079.707844	825.658939	0	3,069	326.387097	695.357303	483,521.778495	0	0	1	0	0	0	337.266667	203.058824	512.769231	560	17	3,452	13	6,666	29,200	0	10	32	0	0	0	0	0	0	0	0	BENIGN
88	1,135	9	6	3,150	3,150	1,575	0	350	694.509719	1,575	0	525	813.326503	5,550,660.792952	13,215.859031	81.071429	226.610973	864	1	1,135	141.875	324.625691	942	3	1,049	209.8	373.421612	864	1	0	304	208	7,929.515419	5,286.343612	0	1,575	393.75	704.361413	496,125	0	0	1	0	0	0	420	350	525	304	9	3,150	6	3,150	29,200	2,081	2	32	0	0	0	0	0	0	0	0	BENIGN
389	425	10	4	165	326	79	0	16.5	33.012624	163	0	81.5	94.108094	1,155,294.117647	32,941.176471	32.692308	25.13757	78	1	425	47.222222	44.971596	140	1	262	87.333333	109.436435	211	3	0	336	144	23,529.411765	9,411.764706	0	163	32.733333	59.520065	3,542.638095	0	0	1	0	0	0	35.071429	16.5	81.5	336	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	BENIGN
389	1	2	0	7	0	7	0	3.5	4.949747	0	0	0	0	7,000,000	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	7	4.666667	4.041452	16.333333	0	1	0	1	0	0	7	3.5	0	64	2	7	0	0	237	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
88	1,122	10	6	3,150	3,152	1,575	0	315	632.561635	1,576	0	525.333333	813.8429	5,616,755.793226	14,260.249554	74.8	212.528385	839	1	1,122	124.666667	281.873198	872	1	996	199.2	363.030577	839	2	0	336	208	8,912.655971	5,347.593583	0	1,576	370.705882	671.975703	451,551.345588	0	0	1	0	0	0	393.875	315	525.333333	336	10	3,150	6	3,152	29,200	2,081	3	32	0	0	0	0	0	0	0	0	BENIGN
389	625	11	4	172	326	79	0	15.636364	31.449238	163	0	81.5	94.108094	796,800	24,000	44.642857	36.197338	128	1	625	62.5	44.895558	128	1	369	123	207.846097	363	3	0	368	144	17,600	6,400	0	163	31.125	57.860608	3,347.85	0	0	1	0	0	0	33.2	15.636364	81.5	368	11	172	4	326	29,200	2,081	4	32	0	0	0	0	0	0	0	0	BENIGN
88	1,155	9	6	3,226	3,232	1,613	0	358.444444	711.266144	1,616	0	538.666667	834.498812	5,591,341.991342	12,987.012987	82.5	196.309312	761	1	1,155	144.375	302.607212	891	1	1,039	207.8	311.552082	761	47	0	304	208	7,792.207792	5,194.805195	0	1,616	403.625	722.026765	521,322.65	0	0	1	0	0	0	430.533333	358.444444	538.666667	304	9	3,226	6	3,232	29,200	2,081	2	32	0	0	0	0	0	0	0	0	BENIGN
389	457	11	4	172	326	79	0	15.636364	31.449238	163	0	81.5	94.108094	1,089,715.536105	32,822.757112	32.642857	25.275732	82	1	457	45.7	34.496538	92	1	296	98.666667	128.710269	245	3	0	368	144	24,070.021882	8,752.73523	0	163	31.125	57.860608	3,347.85	0	0	1	0	0	0	33.2	15.636364	81.5	368	11	172	4	326	29,200	2,081	4	32	0	0	0	0	0	0	0	0	BENIGN
88	1,175	9	6	3,226	3,232	1,613	0	358.444444	711.266144	1,616	0	538.666667	834.498812	5,496,170.212766	12,765.957447	83.928571	210.590183	811	-1	1,175	146.875	309.230121	910	1	1,042	208.4	344.224926	811	3	0	304	208	7,659.574468	5,106.382979	0	1,616	403.625	722.026765	521,322.65	0	0	1	0	0	0	430.533333	358.444444	538.666667	304	9	3,226	6	3,232	29,200	260	2	32	0	0	0	0	0	0	0	0	BENIGN
88	54,462	11	6	2,868	2,790	1,430	0	260.727273	578.106061	1,395	0	465	720.374902	103,888.950094	312.144247	3,403.875	13,290.255914	53,238	1	54,462	5,446.2	16,833.59665	53,349	1	54,394	10,878.8	23,736.951177	53,336	1	0	368	208	201.975689	110.168558	0	1,430	314.333333	604.073622	364,904.941176	0	0	1	0	0	0	332.823529	260.727273	465	368	11	2,868	6	2,790	29,200	2,075	4	32	0	0	0	0	0	0	0	0	BENIGN
88	61,588	11	6	2,866	2,676	1,429	0	260.545455	577.701543	1,338	0	446	690.940229	89,985.062025	276.027798	3,849.25	15,210.007944	60,886	0	61,588	6,158.8	19,254.312485	60,956	0	61,569	12,313.8	27,208.499181	60,985	1	0	368	208	178.606222	97.421576	0	1,429	307.888889	592.019563	350,487.163399	0	0	1	0	0	0	326	260.545455	446	368	11	2,866	6	2,676	29,200	2,075	4	32	0	0	0	0	0	0	0	0	BENIGN
389	285,298	22	12	5,970	1,138	2,804	0	271.363636	696.788862	212	0	94.833333	79.791585	24,914.300135	119.173636	8,645.393939	42,597.35276	242,731	1	285,298	13,585.619048	53,230.693989	242,731	1	284,295	25,845	85,287.170283	282,995	3	0	720	400	77.112353	42.061283	0	2,804	203.085714	557.047647	310,302.080672	0	0	1	0	0	0	209.058824	271.363636	94.833333	720	22	5,970	12	1,138	29,200	2,081	11	32	0	0	0	0	0	0	0	0	BENIGN
49,666	66,026,109	39	34	12,254	6,204	1,793	0	314.205128	495.927371	348	0	182.470588	120.926282	279.556077	1.105623	917,029.291667	6,148,586.256205	51,448,528	1	66,026,109	1,737,529.184211	8,430,941.980062	51,448,528	3	14,360,860	435,177.575758	1,743,332.609929	7,778,632	3	0	804	704	0.590675	0.514948	0	1,793	249.432432	373.922711	139,818.194002	0	0	1	0	0	0	252.849315	314.205128	182.470588	804	39	12,254	34	6,204	8,192	2,053	37	20	219,753.5	8,215.873691	225,563	213,944	6,960,254.5	857,916.394158	7,566,893	6,353,616	BENIGN
49,666	71	1	1	6	6	6	6	6	0	6	6	6	0	169,014.084507	28,169.014085	71	0	71	71	0	0	0	0	0	0	0	0	0	0	0	20	20	14,084.507042	14,084.507042	6	6	6	0	0	0	0	0	1	1	1	9	6	6	20	1	6	1	6	251	2,053	0	20	0	0	0	0	0	0	0	0	BENIGN
3,268	59,002,797	17	11	3,298	6,654	1,293	0	194	422.123057	3,069	0	604.909091	1,009.026507	168.66997	0.474554	2,185,288.777778	11,343,836.893982	58,946,457	1	59,002,797	3,687,674.8125	14,735,679.038713	58,946,457	1	15,124	1,512.4	4,428.921695	14,112	3	0	560	368	0.288122	0.186432	0	3,069	343.172414	714.192254	510,070.576355	0	0	1	0	0	0	355.428571	194	604.909091	560	17	3,298	11	6,654	29,200	2,076	8	32	0	0	0	0	0	0	0	0	BENIGN
88	1,151	9	6	3,110	3,108	1,555	0	345.555556	685.690548	1,554	0	518	802.482149	5,402,258.9053	13,032.14596	82.214286	212.75055	818	1	1,151	143.875	344.07534	991	1	1,087	217.4	337.454886	818	47	0	304	208	7,819.287576	5,212.858384	0	1,555	388.625	695.193582	483,294.116667	0	0	1	0	0	0	414.533333	345.555556	518	304	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	BENIGN
389	371	10	4	165	326	79	0	16.5	33.012624	163	0	81.5	94.108094	1,323,450.134771	37,735.849057	28.538462	21.05396	49	1	371	41.222222	34.726711	100	1	219	73	84.326745	167	4	0	336	144	26,954.177898	10,781.671159	0	163	32.733333	59.520065	3,542.638095	0	0	1	0	0	0	35.071429	16.5	81.5	336	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	BENIGN
389	1	2	0	7	0	7	0	3.5	4.949747	0	0	0	0	7,000,000	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	7	4.666667	4.041452	16.333333	0	1	0	1	0	0	7	3.5	0	64	2	7	0	0	237	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
88	1,145	9	6	3,108	3,108	1,554	0	345.333333	685.24959	1,554	0	518	802.482149	5,428,820.960699	13,100.436681	81.785714	207.063044	798	1	1,145	143.125	301.416389	887	1	1,059	211.8	329.108189	798	47	0	304	208	7,860.262009	5,240.174672	0	1,554	388.5	694.969927	482,983.2	0	0	1	0	0	0	414.4	345.333333	518	304	9	3,108	6	3,108	29,200	260	2	32	0	0	0	0	0	0	0	0	BENIGN
389	101,567	21	12	5,803	1,138	2,740	0	276.333333	695.933857	212	0	94.833333	79.791585	68,339.125897	324.908681	3,173.96875	12,306.13891	55,595	1	101,567	5,078.35	15,414.117037	55,595	1	100,772	9,161.090909	30,011.474874	99,648	4	0	688	400	206.76007	118.148611	0	2,740	204.147059	551.884108	304,576.068627	0	0	1	0	0	0	210.333333	276.333333	94.833333	688	21	5,803	12	1,138	29,200	2,081	10	32	0	0	0	0	0	0	0	0	BENIGN
389	1	2	0	39	0	39	0	19.5	27.577164	0	0	0	0	39,000,000	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	39	26	22.51666	507	0	1	0	1	0	0	39	19.5	0	64	2	39	0	0	245	-1	0	32	0	0	0	0	0	0	0	0	BENIGN
0	119,719,148	231	0	0	0	0	0	0	0	0	0	0	0	0	1.929516	520,518.034783	2,274,525.810437	20,694,308	0	119,719,148	520,518.034783	2,274,525.810437	20,694,308	0	0	0	0	0	0	0	0	0	1.929516	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	231	0	0	0	-1	-1	0	0	8,721,243.6	8,761,761.258057	22,509,459	17	12,685,486	5,296,658.096422	20,694,308	6,499,982	BENIGN
49,478	8	7	0	192	0	31	6	27.428571	9.449112	0	0	0	0	24,000,000	875,000	1.333333	1.36626	4	0	8	1.333333	1.36626	4	0	0	0	0	0	0	1	140	0	875,000	0	6	31	27.875	8.838835	78.125	0	1	0	1	0	0	31.857143	27.428571	0	140	7	192	0	0	1,013	-1	6	20	0	0	0	0	0	0	0	0	BENIGN
49,478	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	0	1	0	1	0	0	34	18.5	0	40	2	37	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,478	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	0	1	0	1	0	0	34	18.5	0	40	2	37	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,478	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	0	1	0	1	0	0	34	18.5	0	40	2	37	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,478	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	0	1	0	1	0	0	34	18.5	0	40	2	37	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,478	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,478	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,480	12	13	0	378	0	31	6	29.076923	6.933752	0	0	0	0	31,500,000	1,083,333.333333	1	0.738549	3	0	12	1	0.738549	3	0	0	0	0	0	0	1	260	0	1,083,333.333333	0	6	31	29.214286	6.681531	44.642857	0	1	0	1	0	0	31.461538	29.076923	0	260	13	378	0	0	1,013	-1	12	20	0	0	0	0	0	0	0	0	BENIGN
49,480	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,480	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,480	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,480	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,480	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	0	1	1	0	9	6	0	40	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	3	2	0	12	0	6	6	6	0	0	0	0	0	4,000,000	666,666.666667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	0	40	0	666,666.666667	0	6	6	6	0	0	0	0	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	3	2	0	12	0	6	6	6	0	0	0	0	0	4,000,000	666,666.666667	3	0	3	3	3	3	0	3	3	0	0	0	0	0	0	40	0	666,666.666667	0	6	6	6	0	0	0	0	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN
49,488	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	0	1	1	0	9	6	0	40	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	BENIGN

End of preview. Expand in Data Studio

CICIDS2017 Network Intrusion Detection Dataset

The CICIDS2017 dataset from the Canadian Institute for Cybersecurity, provided with temporal and random splits for fair evaluation.

Configurations

`temporal` (default) — Day-Based Temporal Split

Note: standard is an alias for temporal — both load the same data.

Train on Monday-Thursday, test on Friday. The model must generalize to unseen attack types (DDoS, Botnet, PortScan).

from datasets import load_dataset
ds = load_dataset("lacg030175/CICIDS2017", "temporal")  # or "standard"
# ds["train"]: 2,125,158 rows (Mon-Thu)
# ds["test"]:  702,718 rows (Friday)

Train attacks: 267,771 / 2,125,158 (12.6%) Test attacks: 288,785 / 702,718 (41.1%)

`random` — Stratified Random Split

80/20 stratified random split from all days combined.

ds = load_dataset("lacg030175/CICIDS2017", "random")
# ds["train"]: 2,262,300 rows
# ds["test"]:  565,576 rows

Top-20 RF Features

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

Attack Types

Day	Attack Types
Monday	Benign only
Tuesday	FTP-Patator, SSH-Patator
Wednesday	DoS Hulk, DoS GoldenEye, DoS Slowhttptest, DoS slowloris, Heartbleed
Thursday	Web Attack (Brute Force, XSS, SQL Injection), Infiltration
Friday (test)	Bot, DDoS, PortScan

Labels

Binary (label): 0 = BENIGN, 1 = Attack
Multi-class (Label): 15 categories (BENIGN + 14 attack types)

Features

78 numeric flow-level features extracted by CICFlowMeter.

Preprocessing

Removed rows with NaN/infinity values
Stripped whitespace from column names and labels
All features converted to numeric (float64)
Added binary label column (0=BENIGN, 1=Attack)

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}
}