Datasets:

lifelonglab
/

CAD-CICIDS2018

Dst Port int64	Protocol int64	Flow Duration int64	Tot Fwd Pkts int64	Tot Bwd Pkts int64	TotLen Fwd Pkts float64	TotLen Bwd Pkts float64	Fwd Pkt Len Max float64	Fwd Pkt Len Min float64	Fwd Pkt Len Mean float64	Fwd Pkt Len Std float64	Bwd Pkt Len Max float64	Bwd Pkt Len Min float64	Bwd Pkt Len Mean float64	Bwd Pkt Len Std float64	Flow Byts/s float64	Flow Pkts/s float64	Flow IAT Mean float64	Flow IAT Std float64	Flow IAT Max float64	Flow IAT Min float64	Fwd IAT Tot float64	Fwd IAT Mean float64	Fwd IAT Std float64	Fwd IAT Max float64	Fwd IAT Min float64	Bwd IAT Tot float64	Bwd IAT Mean float64	Bwd IAT Std float64	Bwd IAT Max float64	Bwd IAT Min float64	Fwd PSH Flags int64	Fwd Header Len int64	Bwd Header Len int64	Fwd Pkts/s float64	Bwd Pkts/s float64	Pkt Len Min float64	Pkt Len Max float64	Pkt Len Mean float64	Pkt Len Std float64	Pkt Len Var float64	SYN Flag Cnt int64	RST Flag Cnt int64	PSH Flag Cnt int64	ACK Flag Cnt int64	URG Flag Cnt int64	ECE Flag Cnt int64	Down/Up Ratio float64	Pkt Size Avg float64	Fwd Seg Size Avg float64	Bwd Seg Size Avg float64	Subflow Fwd Pkts int64	Subflow Fwd Byts int64	Subflow Bwd Pkts int64	Subflow Bwd Byts int64	Init Fwd Win Byts int64	Init Bwd Win Byts int64	Fwd Act Data Pkts int64	Fwd Seg Size Min int64	Active Mean float64	Active Std float64	Active Max float64	Active Min float64	Idle Mean float64	Idle Std float64	Idle Max float64	Idle Min float64	task_split string	task_name string
443	6	54,155,951	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.120617	0.110791	10,800,000	24,200,000	54,100,000	16	54,200,000	13,500,000	27,000,000	54,100,000	16	0	0	0	0	0	1	100	20	0.092326	0.018465	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	255	1,114	2	20	77,881	0	77,881	77,881	54,100,000	0	54,100,000	54,100,000	test	cicids2018_0
443	6	106,092,308	42	59	11,451	3,037	822	0	272.642857	341.776836	94	0	51.474576	37.239373	136.560324	0.952001	1,060,923.08	3,858,914.948775	15,172,400	0	106,041,541	2,586,379.04878	5,749,442.364049	15,212,923	193	106,080,803	1,828,979.362069	4,947,441.082788	15,183,885	0	1	840	1,180	0.395882	0.556119	0	822	150.088235	254.161448	64,598.041642	1	0	0	1	0	0	1	151.574257	272.642857	51.474576	42	11,451	59	3,037	255	811	24	20	91,851.285714	75,392.970927	262,824	63,014	15,055,150.714286	154,747.836341	15,172,400	14,720,443	train	cicids2018_0
443	6	116,811,433	140	275	905	384,532	198	0	6.464286	30.640738	1,460	0	1,398.298182	281.490114	3,299.651328	3.552734	282,153.219807	4,040,356.582154	58,389,166	0	116,811,433	840,370.021583	6,955,765.776836	58,389,166	8	116,733,860	426,035.985401	4,970,276.958441	58,473,246	0	0	2,812	5,512	1.198513	2.354222	0	1,460	926.53125	698.394326	487,754.635166	0	1	1	0	0	1	1	928.763855	6.464286	1,398.298182	140	905	275	384,532	8,192	127	8	20	165,075	123,371.748541	252,312	77,838	58,201,741.5	265,058.269821	58,389,166	58,014,317	test	cicids2018_0
35,310	6	6,080,585	5	4	935	349	935	0	187	418.144712	349	0	87.25	174.5	211.163893	1.480121	760,073.125	1,771,146.946	5,056,557	4	6,080,585	1,520,146.25	3,028,097.963	6,062,285	26	1,019,545	339,848.3333	576,689.0907	1,005,724	1,666	0	168	144	0.822289	0.657831	0	935	128.4	303.893329	92,351.15556	0	0	0	1	0	0	0	142.666667	187	87.25	5	935	4	349	219	211	1	32	0	0	0	0	5,056,557	0	5,056,557	5,056,557	train	cicids2018_0
443	6	110,181,445	12	12	12	0	1	1	1	0	0	0	0	0	0.108911	0.217823	4,790,497.608696	5,104,392.139765	10,004,744	10,752	110,170,540	10,015,503.636364	16.082741	10,015,524	10,015,482	110,170,693	10,015,517.545455	88.075381	10,015,680	10,015,365	0	240	384	0.108911	0.108911	0	1	0.52	0.509902	0.26	0	0	0	1	0	0	1	0.541667	1	0	12	12	12	0	253	62	11	20	10,829.454545	53.436623	10,936	10,752	10,004,674.181818	58.997997	10,004,744	10,004,546	train	cicids2018_0
443	6	6,682,355	14	35	5,229	37,596	940	0	373.5	452.509201	1,380	0	1,074.171429	530.882755	6,408.6688	7.332744	139,215.729167	723,178.4767	5,007,486	0	1,674,868	128,836	135,473.292339	498,321	188	6,564,454	193,072.176471	860,360.249136	5,007,548	0	0	292	712	2.09507	5.237674	0	1,380	856.5	604.445242	365,354.05102	0	0	1	0	0	0	2	873.979592	373.5	1,074.171429	14	5,229	35	37,596	8,192	310	7	20	1,674,868	0	1,674,868	1,674,868	5,007,486	0	5,007,486	5,007,486	train	cicids2018_0
443	6	112,743,486	7	3	169	92	46	0	24.142857	23.197906	46	0	30.666667	26.558112	2.31499	0.088697	12,500,000	24,800,000	58,000,000	3	113,000,000	18,800,000	29,000,000	58,000,000	27	58,200,000	29,100,000	41,100,000	58,200,000	3	1	140	60	0.062088	0.026609	0	46	27.909091	22.558611	508.890909	1	0	0	1	0	0	0	30.7	24.142857	30.666667	7	169	3	92	254	214	3	20	124,694.5	28,498.5246	144,846	104,543	56,200,000	2,495,127.394	58,000,000	54,500,000	train	cicids2018_0
443	6	52,944,237	5	2	123	92	46	0	24.6	23.276598	46	46	46	0	4.060876	0.132215	8,824,039.5	21,567,430.627372	52,848,335	23	52,944,237	13,236,059.25	26,408,222.244998	52,848,335	23	73,044	73,044	0	73,044	73,044	1	112	40	0.094439	0.037776	0	46	32.625	20.791052	432.267857	1	0	0	1	0	0	0	37.285714	24.6	46	5	123	2	92	254	161	2	20	95,666	0	95,666	95,666	52,848,335	0	52,848,335	52,848,335	train	cicids2018_0
443	6	53,764,495	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.143338	0.111598	10,752,899	23,983,140.142209	53,655,195	19	53,764,495	13,441,123.75	26,809,430.06724	53,655,195	19	0	0	0	0	0	1	100	20	0.092998	0.0186	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	253	127	2	20	109,095	0	109,095	109,095	53,655,195	0	53,655,195	53,655,195	train	cicids2018_0
443	6	60,651,623	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.595042	0.098926	12,130,324.6	26,769,110.273077	60,016,098	47,466	60,651,623	20,217,207.666667	34,467,241.800741	60,016,098	153,435	60,403,279	60,403,279	0	60,403,279	60,403,279	1	80	40	0.06595	0.032975	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	255	7,748	1	20	153,435	0	153,435	153,435	60,016,098	0	60,016,098	60,016,098	train	cicids2018_0
443	6	13,855,661	138	357	11,160	498,282	901	0	80.869565	192.397051	1,460	0	1,395.747899	254.831225	36,767.78755	35.72547	28,047.89676	261,288.7831	5,001,792	0	8,853,869	64,626.78102	250,850.1119	2,883,297	23	13,800,000	38,642.43539	314,998.4123	5,050,627	0	0	2,772	7,152	9.959828	25.765642	0	1,460	1,027.100806	637.735601	406,706.6969	0	0	1	0	0	0	2	1,029.175758	80.869565	1,395.747899	138	11,160	357	498,282	8,192	15,540	23	20	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	45,341,666	12	15	2,054	4,866	1,220	0	171.166667	345.482228	1,460	0	324.4	565.654842	152.619006	0.595479	1,743,910.230769	8,800,900.885918	44,893,641	0	448,024	40,729.454545	37,047.344359	105,383	22	45,256,719	3,232,622.785714	11,994,483.083316	44,905,957	0	0	252	312	0.264657	0.330822	0	1,460	247.142857	471.888696	222,678.941799	0	0	1	0	0	0	1	256.296296	171.166667	324.4	12	2,054	15	4,866	8,192	128	6	20	448,024	0	448,024	448,024	44,893,641	0	44,893,641	44,893,641	train	cicids2018_0
443	6	110,556,793	16	16	950	991	470	0	59.375	160.292181	462	0	61.9375	156.396278	17.556587	0.289444	3,566,348.16129	4,839,511.560725	10,001,433	11,411	110,545,382	7,369,692.133333	4,507,053.061079	10,013,904	60,995	110,545,288	7,369,685.866667	4,526,038.681949	10,015,284	61,323	1	320	320	0.144722	0.144722	0	470	73.060606	169.081885	28,588.683712	1	0	0	1	0	0	1	75.34375	59.375	61.9375	16	950	16	991	63,703	47,168	11	20	64,001.727273	116,228.05046	302,656	11,439	9,985,578.454545	26,888.0139	10,001,433	9,930,861	train	cicids2018_0
443	6	53,557,096	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.155511	0.11203	10,711,419.2	23,837,906.857932	53,353,797	17	53,557,096	13,389,274	26,643,187.164916	53,353,797	17	0	0	0	0	0	1	100	20	0.093358	0.018672	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	4,174	187	2	20	203,090	0	203,090	203,090	53,353,797	0	53,353,797	53,353,797	train	cicids2018_0
443	6	80,156,009	14	14	2,046	4,144	814	0	146.142857	218.980104	1,460	0	296	508.771976	77.224404	0.349319	2,968,741.074	9,107,507.963	40,000,000	1	80,200,000	6,165,846.846	12,600,000	40,000,000	282	80,100,000	6,159,930.923	12,600,000	40,000,000	1	0	292	292	0.174659	0.174659	0	1,460	213.448276	386.966369	149,742.9704	0	1	1	0	0	1	1	221.071429	146.142857	296	14	2,046	14	4,144	8,192	129	8	20	70,593.33333	5,442.209141	76,877	67,386	26,600,000	11,600,000	40,000,000	19,900,000	train	cicids2018_0
443	6	105,091,600	82	137	2,793	173,651	517	0	34.060976	119.922542	1,460	0	1,267.525547	468.495842	1,678.95436	2.083896	482,071.559633	2,099,808.643457	10,019,764	0	105,080,421	1,297,289.148148	3,304,405.421407	10,030,952	34	105,080,491	772,650.669118	2,628,940.565856	10,031,040	0	0	1,664	2,860	0.780272	1.303625	0	1,460	802.018182	707.77233	500,941.670901	0	0	1	0	0	0	1	805.680365	34.060976	1,267.525547	82	2,793	137	173,651	8,192	0	17	20	524,707.4	1,623,667.10831	5,145,745	11,188	9,983,334.7	71,255.30275	10,019,764	9,781,025	train	cicids2018_0
443	6	62,158,021	20	46	1,882	49,152	616	0	94.1	192.769811	1,460	0	1,068.521739	621.261396	821.036436	1.06181	956,277.246154	2,908,161.708228	10,003,884	0	62,158,021	3,271,474.789474	4,705,492.236391	10,015,371	1,241	62,144,506	1,380,989.022222	3,429,335.481092	10,020,921	0	0	412	1,004	0.321761	0.740049	0	1,460	761.701493	695.209844	483,316.727725	0	0	1	0	0	0	2	773.242424	94.1	1,068.521739	20	1,882	46	49,152	8,192	123	11	20	268,734.833333	629,655.206372	1,554,013	11,462	9,995,220	20,722.949375	10,003,884	9,952,924	test	cicids2018_0
443	6	119,277,595	12	14	12	31	1	1	1	0	31	0	2.214286	8.285098	0.360504	0.217979	4,771,103.8	5,056,383.388056	10,014,814	0	110,325,658	10,029,605.272727	4,372.333727	10,031,457	10,016,469	119,261,002	9,173,923.230769	2,772,968.528533	10,031,532	0	0	240	424	0.100606	0.117373	0	31	1.62963	5.890985	34.703704	0	0	0	1	0	0	1	1.692308	1	2.214286	12	12	14	31	252	63	11	20	16,653.416667	42.681608	16,741	16,593	9,923,146.166667	311,128.703527	10,014,814	8,935,268	train	cicids2018_0
443	6	95,916,109	63	104	25,001	34,516	1,320	0	396.84127	581.253046	1,460	0	331.884615	468.193104	620.510993	1.741105	577,807.885542	1,271,565.312817	4,904,111	0	95,916,109	1,547,034.016129	1,763,710.789846	5,054,818	210	93,953,828	912,173.087379	1,543,301.493631	4,954,481	0	0	1,272	2,092	0.656824	1.084281	0	1,460	354.267857	512.227184	262,376.688302	0	0	1	0	0	0	1	356.389222	396.84127	331.884615	63	25,001	104	34,516	8,192	4,485	22	20	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	117,143,729	4,278	9,580	1,222	13,800,000	435	0	0.285647	9.940399	1,460	0	1,437.695825	150.781872	117,585.0224	118.29912	8,453.758317	285,714.9616	10,000,000	0	117,000,000	27,389.2282	514,827.378	10,000,000	7	112,000,000	11,646.83046	339,776.3897	10,000,000	0	0	85,572	191,744	36.51924	81.779879	0	1,460	993.891911	675.828248	456,743.8208	0	1	1	0	0	1	2	993.963631	0.285647	1,437.695825	4,278	1,222	9,580	13,773,126	8,192	1,013	16	20	127,803.75	369,783.5203	1,302,024	20,880	9,634,172.333	1,283,938.785	10,000,000	5,557,452	train	cicids2018_0
39,084	6	64,569,750	5	4	935	306	935	0	187	418.144712	306	0	76.5	153	19.219526	0.139384	8,071,218.75	22,800,000	64,500,000	8	64,600,000	16,100,000	32,200,000	64,500,000	24	64,500,000	21,500,000	37,200,000	64,500,000	3,874	0	168	136	0.077436	0.061949	0	935	124.1	300.712654	90,428.1	0	0	0	1	1	0	0	137.888889	187	76.5	5	935	4	306	219	211	1	32	378	0	378	378	64,500,000	0	64,500,000	64,500,000	train	cicids2018_0
443	6	116,407,008	39	87	10,360	17,472	1,295	0	265.641026	529.750661	1,053	0	200.827586	319.387284	239.092134	1.082409	931,256.064	1,808,415.105546	4,963,779	0	116,407,008	3,063,342.315789	2,200,850.152858	5,140,514	112,953	116,342,149	1,352,815.686047	2,088,480.080184	5,018,621	0	0	780	1,740	0.335031	0.747378	0	1,295	219.149606	394.389182	155,542.826647	0	0	0	1	0	0	2	220.888889	265.641026	200.827586	39	10,360	87	17,472	5,564	5,565	8	20	0	0	0	0	0	0	0	0	train	cicids2018_0
80	6	118,408,866	106	183	5,454	241,934	696	0	51.45283	180.584033	1,460	0	1,322.043716	407.076482	2,089.269228	2.440696	411,141.895833	1,948,990.069145	10,011,974	0	118,357,824	1,127,217.371429	3,124,959.825649	10,062,262	92	118,358,465	650,321.236264	2,437,374.463212	10,062,665	0	0	2,132	3,804	0.895203	1.545492	0	1,460	853.062069	702.625307	493,682.321394	0	0	1	0	0	0	1	856.013841	51.45283	1,322.043716	106	5,454	183	241,934	8,192	253	19	20	184,967.75	452,302.542241	1,620,708	50,281	9,678,184.25	1,141,492.023539	10,011,974	6,053,674	test	cicids2018_0
443	6	116,746,888	72	135	3,825	166,633	517	0	53.125	138.783846	1,460	0	1,234.318519	503.417584	1,460.064614	1.773067	566,732.466019	2,279,760.752392	10,014,846	0	116,746,888	1,644,322.366197	3,670,538.13656	10,031,018	22	111,309,030	830,664.402985	2,760,296.586959	10,031,130	0	0	1,464	2,844	0.616719	1.156348	0	1,460	819.509615	700.298349	490,417.777685	0	0	1	0	0	0	1	823.468599	53.125	1,234.318519	72	3,825	135	166,633	8,192	152	22	20	101,746.416667	296,191.584158	1,042,281	16,166	9,627,159.083333	1,324,424.604931	10,014,846	5,421,606	train	cicids2018_0
443	6	60,091,672	4	2	146	250	73	0	36.5	42.14657	125	125	125	0	6.589931	0.099847	12,018,334.4	26,787,035.738131	59,936,438	29,715	60,091,672	20,030,557.333333	34,559,506.418724	59,936,438	77,354	60,013,983	60,013,983	0	60,013,983	60,013,983	1	80	40	0.066565	0.033282	0	125	67	51.338744	2,635.666667	1	0	0	1	0	0	0	78.166667	36.5	125	4	146	2	250	254	7,900	1	20	77,354	0	77,354	77,354	59,936,438	0	59,936,438	59,936,438	test	cicids2018_0
443	6	60,107,511	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.654742	0.099821	12,021,502.2	26,750,616.006955	59,874,442	42,606	60,107,511	20,035,837	34,501,251.718885	59,874,442	93,428	59,964,871	59,964,871	0	59,964,871	59,964,871	1	80	40	0.066547	0.033274	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	257	7,156	1	20	139,641	0	139,641	139,641	59,874,442	0	59,874,442	59,874,442	train	cicids2018_0
443	6	119,625,956	12	14	12	31	1	1	1	0	31	0	2.214286	8.285098	0.359454	0.217344	4,785,038.24	5,073,640.996599	10,004,718	1	110,170,623	10,015,511.181818	17.65683	10,015,540	10,015,484	119,615,096	9,201,161.230769	2,769,105.93001	10,015,701	1	0	240	424	0.100313	0.117031	0	31	1.62963	5.890985	34.703704	0	0	0	1	0	0	1	1.692308	1	2.214286	12	12	14	31	253	63	11	20	10,877.5	52.748977	11,011	10,805	9,957,952.083333	161,703.672624	10,004,718	9,444,474	test	cicids2018_0
443	6	52,545,174	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.21628	0.114187	10,509,034.8	23,415,439.975021	52,395,785	16	52,545,174	13,136,293.5	26,173,086.126374	52,395,785	16	0	0	0	0	0	1	100	20	0.095156	0.019031	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	254	189	2	20	147,823	0	147,823	147,823	52,395,785	0	52,395,785	52,395,785	train	cicids2018_0
443	6	60,247,700	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.639258	0.099589	12,049,540	26,736,697.762276	59,877,443	48,167	60,247,700	20,082,566.666667	34,463,451.967073	59,877,443	111,748	60,136,171	60,136,171	0	60,136,171	60,136,171	1	80	40	0.066393	0.033196	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	258	7,675	1	20	258,509	0	258,509	258,509	59,877,443	0	59,877,443	59,877,443	train	cicids2018_0
443	6	69,663,343	6	3	576	682	288	0	96	148.72256	325	32	227.333333	169.163629	18.058278	0.129193	8,707,917.875	15,104,306.243119	39,938,181	11,726	69,663,343	13,932,668.6	17,563,534.882405	39,938,181	217,508	45,412,325	22,706,162.5	24,677,358.447502	40,155,690	5,256,635	1	120	60	0.086129	0.043064	0	325	154.6	157.089642	24,677.155556	1	0	0	1	0	0	0	171.777778	96	227.333333	6	576	3	682	252	294	1	20	184,886	84,423.357544	248,131	89,019	23,036,228.333333	17,485,612.076508	39,938,181	5,020,231	train	cicids2018_0
443	6	114,852,807	119	233	2,523	292,961	606	0	21.201681	92.364383	1,460	0	1,257.343348	474.375009	2,572.719011	3.064792	327,215.974359	1,741,948.371235	10,015,259	0	114,831,923	973,151.889831	2,911,597.258932	10,031,017	14	114,831,951	494,965.306034	2,133,478.699852	10,036,166	0	0	2,392	4,780	1.036109	2.028684	0	1,460	837.065156	703.644566	495,115.67472	0	0	1	0	0	0	1	839.443182	21.201681	1,257.343348	119	2,523	233	292,961	8,192	1,848	16	20	470,419	1,422,228.737493	4,757,099	5,351	9,968,846.727273	65,995.27159	10,015,259	9,791,244	test	cicids2018_0
443	6	53,389,435	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.16542	0.112382	10,677,887	23,833,004.402324	53,311,639	32	53,389,435	13,347,358.75	26,642,878.47232	53,311,639	32	0	0	0	0	0	1	100	20	0.093651	0.01873	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	256	52	2	20	77,520	0	77,520	77,520	53,311,639	0	53,311,639	53,311,639	train	cicids2018_0
51,484	6	64,682,562	5	4	935	398	935	0	187	418.144712	398	0	99.5	199	20.608336	0.139141	8,085,320.25	22,800,000	64,600,000	8	64,700,000	16,200,000	32,300,000	64,600,000	46	64,600,000	21,500,000	37,300,000	64,600,000	7,519	0	168	136	0.077301	0.06184	0	935	133.3	308.209903	94,993.34444	0	0	0	1	1	0	0	148.111111	187	99.5	5	935	4	398	219	211	1	32	322	0	322	322	64,600,000	0	64,600,000	64,600,000	train	cicids2018_0
443	6	54,139,365	5	2	123	92	46	0	24.6	23.276598	46	46	46	0	3.971232	0.129296	9,023,227.5	22,042,671.075392	54,017,593	23	54,139,365	13,534,841.25	26,988,561.416636	54,017,593	23	81,206	81,206	0	81,206	81,206	1	112	40	0.092354	0.036942	0	46	32.625	20.791052	432.267857	1	0	0	1	0	0	0	37.285714	24.6	46	5	123	2	92	256	168	2	20	121,239	0	121,239	121,239	54,017,593	0	54,017,593	54,017,593	test	cicids2018_0
443	6	101,196,912	12	6	234	210	39	0	19.5	20.367086	35	35	35	0	4.387486	0.177871	5,952,759.529412	9,458,312.370194	20,236,649	469	101,196,912	9,199,719.272727	10,501,301.295726	20,236,649	59,128	101,137,943	20,227,588.6	53,595.86537	20,299,773	20,166,832	1	240	120	0.118581	0.05929	0	39	25.421053	17.82419	317.701754	1	0	0	1	0	0	0	26.833333	19.5	35	12	234	6	210	2,052	143	5	20	59,639	478.041316	60,282	59,163	20,167,917.8	51,593.795903	20,236,649	20,110,936	train	cicids2018_0
443	6	116,323,292	11	11	1,529	516	648	0	139	223.999107	216	0	46.909091	75.171078	17.580314	0.189128	5,539,204.380952	11,488,956.571368	33,371,607	2	116,323,292	11,632,329.2	14,696,152.77983	33,451,458	133	116,199,092	11,619,909.2	14,693,699.436522	33,409,994	2	0	232	232	0.094564	0.094564	0	648	88.913043	166.947437	27,871.44664	0	1	1	0	0	1	1	92.954545	139	46.909091	11	1,529	11	516	8,192	58	7	20	64,240.2	37,929.083336	124,264	38,387	23,183,402.8	12,215,634.534417	33,371,607	9,631,220	train	cicids2018_0
137	17	117,658,161	12	12	600	2,532	50	50	50	0	211	211	211	0	26.619488	0.203981	5,115,572.217391	7,499,109.505645	27,501,448	25	117,658,100	10,696,190.909091	7,619,808.937208	27,501,518	5,479,090	117,658,103	10,696,191.181818	7,619,808.246061	27,501,506	5,479,096	0	96	96	0.10199	0.10199	50	211	127.28	82.094214	6,739.46	0	0	0	0	0	0	1	132.583333	50	211	12	600	12	2,532	-1	-1	11	8	56.909091	17.552519	87	25	10,696,134	7,619,808.828452	27,501,448	5,479,035	train	cicids2018_0
80	6	3,708,476	15	27	407	33,409	407	0	27.133333	105.086948	1,460	0	1,237.37037	526.776784	9,118.570539	11.325407	90,450.634146	563,727.569052	3,611,731	1	96,745	6,910.357143	11,692.528638	29,922	162	3,679,150	141,505.769231	707,831.765917	3,611,749	1	0	312	552	4.044788	7.280619	0	1,460	786.418605	725.820758	526,815.772979	0	0	1	0	0	0	1	805.142857	27.133333	1,237.37037	15	407	27	33,409	8,192	4,106	1	20	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	52,982,594	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.189727	0.113245	10,596,518.8	23,607,215.284874	52,826,327	21	52,982,594	13,245,648.5	26,387,221.367769	52,826,327	21	0	0	0	0	0	1	100	20	0.094371	0.018874	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	258	241	2	20	156,035	0	156,035	156,035	52,826,327	0	52,826,327	52,826,327	train	cicids2018_0
80	6	35,665	5	54	249	75,667	249	0	49.8	111.356185	1,460	0	1,401.240741	279.513252	2,128,585.447918	1,654.28291	614.913793	2,533.482925	11,601	0	35,665	8,916.25	5,923.403097	12,680	77	24,410	460.566038	2,211.637494	11,649	0	0	112	1,092	140.193467	1,514.089443	0	1,460	1,265.266667	490.182701	240,279.080226	0	0	1	0	0	0	10	1,286.711864	49.8	1,401.240741	5	249	54	75,667	8,192	288	1	20	0	0	0	0	0	0	0	0	train	cicids2018_0
137	17	119,859,250	181	181	9,050	38,191	50	50	50	0	211	211	211	0	394.13729	3.020209	332,020.083102	336,745.098872	821,496	14	119,859,236	665,884.644444	67,649.889927	821,551	568,582	119,859,224	665,884.577778	67,649.8934	821,517	568,548	0	1,448	1,448	1.510105	1.510105	50	211	130.278237	80.610805	6,498.101928	0	0	0	0	0	0	1	130.638122	50	211	181	9,050	181	38,191	-1	-1	180	8	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	55,263,446	9	14	569	3,432	228	0	63.222222	89.902416	1,460	0	245.142857	516.851691	72.39867	0.416188	2,511,974.818182	11,764,673.139503	55,184,939	0	78,472	9,809	8,559.099101	20,236	154	55,246,064	4,249,697.230769	15,304,142.380178	55,184,955	0	0	192	292	0.162856	0.253332	0	1,460	166.708333	403.664032	162,944.650362	0	1	1	0	0	1	1	173.956522	63.222222	245.142857	9	569	14	3,432	8,192	16	4	20	78,472	0	78,472	78,472	55,184,939	0	55,184,939	55,184,939	test	cicids2018_0
443	6	52,327,594	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.229654	0.114662	10,465,518.8	23,314,076.137689	52,170,943	16	52,327,594	13,081,898.5	26,059,466.196472	52,170,943	16	0	0	0	0	0	1	100	20	0.095552	0.01911	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	254	231	2	20	155,932	0	155,932	155,932	52,170,943	0	52,170,943	52,170,943	train	cicids2018_0
443	6	62,618,920	8	6	345	316	129	0	43.125	55.253798	112	0	52.666667	50.353418	10.555915	0.223575	4,816,840	16,138,409.853629	58,478,308	11,164	62,618,920	8,945,560	21,858,837.795635	58,478,308	61,845	62,555,771	12,511,154.2	25,752,446.383676	58,544,581	13,807	1	160	120	0.127757	0.095818	0	129	47.133333	49.541998	2,454.409524	1	0	0	1	0	0	0	50.5	43.125	52.666667	8	345	6	316	251	197	3	20	2,105,832	0	2,105,832	2,105,832	58,478,308	0	58,478,308	58,478,308	train	cicids2018_0
443	6	82,422,718	17	13	7,187	4,998	1,329	0	422.764706	464.207056	1,460	0	384.461538	533.054971	147.835455	0.363977	2,842,162.689655	11,637,873.860151	59,947,020	1	82,422,718	5,151,419.875	15,496,364.53121	59,947,020	328	22,381,165	1,865,097.083333	6,008,442.87044	20,923,804	1	0	352	272	0.206254	0.157724	0	1,460	393.064516	484.012392	234,267.995699	0	0	1	0	0	0	0	406.166667	422.764706	384.461538	17	7,187	13	4,998	8,192	1,021	10	20	216,178	0	216,178	216,178	20,786,600	0	20,786,600	20,786,600	train	cicids2018_0
80	6	115,109,237	16	44	0	28,497	0	0	0	0	1,460	0	647.659091	617.933463	247.564841	0.521244	1,951,004.016949	3,484,858.553396	8,309,630	0	115,109,237	7,673,949.133333	2,111,382.877114	8,415,796	47,047	115,062,199	2,675,865.093023	3,845,391.452101	8,309,654	0	0	320	880	0.138998	0.382246	0	1,460	467.163934	599.482643	359,379.439344	0	0	0	1	0	0	2	474.95	0	647.659091	16	0	44	28,497	65,535	65,535	0	20	69,468.142857	31,217.306184	144,283	38,097	8,145,036.928571	73,510.542976	8,309,630	8,051,800	train	cicids2018_0
0	0	51,120,423	6	6	0	0	0	0	0	0	0	0	0	0	0	0.23474	4,647,311.181818	15,146,960.43471	50,316,152	94	51,120,319	10,224,063.8	22,412,230.770715	50,316,281	199,757	51,120,294	10,224,058.8	22,412,214.000098	50,316,246	199,765	0	0	0	0.11737	0.11737	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	6	0	6	0	-1	-1	0	0	129	0	129	129	50,316,152	0	50,316,152	50,316,152	train	cicids2018_0
443	6	60,091,562	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.656509	0.099848	12,018,312.4	26,786,686.415022	59,935,791	29,254	60,091,562	20,030,520.666667	34,558,977.853567	59,935,791	77,853	60,012,520	60,012,520	0	60,012,520	60,012,520	1	80	40	0.066565	0.033283	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	258	7,158	1	20	77,853	0	77,853	77,853	59,935,791	0	59,935,791	59,935,791	train	cicids2018_0
443	6	60,092,579	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.656396	0.099846	12,018,515.8	26,778,407.266046	59,921,185	31,916	60,092,579	20,030,859.666667	34,546,035.984908	59,921,185	77,895	60,007,690	60,007,690	0	60,007,690	60,007,690	1	80	40	0.066564	0.033282	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	256	7,970	1	20	93,499	0	93,499	93,499	59,921,185	0	59,921,185	59,921,185	train	cicids2018_0
443	6	60,092,196	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.656438	0.099847	12,018,439.2	26,787,091.29198	59,936,643	30,772	60,092,196	20,030,732	34,559,532.687175	59,936,643	77,745	60,015,918	60,015,918	0	60,015,918	60,015,918	1	80	40	0.066564	0.033282	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	253	7,896	1	20	77,745	0	77,745	77,745	59,936,643	0	59,936,643	59,936,643	test	cicids2018_0
443	6	119,253,824	33	72	6,859	14,346	1,372	0	207.848485	499.485493	1,126	0	199.25	309.074755	177.814005	0.880475	1,146,671.384615	2,012,364.763358	5,320,503	0	119,253,824	3,726,682	2,224,109.413559	5,687,468	118,998	119,080,516	1,677,190.366197	2,353,336.164962	5,386,025	0	0	660	1,440	0.276721	0.603754	0	1,372	200.04717	375.538328	141,029.035849	0	0	0	1	0	0	2	201.952381	207.848485	199.25	33	6,859	72	14,346	5,564	5,565	5	20	4,516,357.916667	6,530,118.395475	20,741,370	107,103	5,133,171	81,791.537929	5,320,503	5,029,904	train	cicids2018_0
443	6	117,805,970	195	450	1,087	637,380	203	0	5.574359	27.511729	1,460	0	1,416.4	225.122189	5,419.648936	5.475105	182,928.524845	3,246,846.418375	58,580,829	0	117,805,970	607,247.268041	5,904,477.212041	58,580,829	16	117,729,026	262,202.730512	3,889,602.623587	58,592,086	0	0	3,912	9,012	1.655264	3.81984	0	1,460	988.339009	675.910419	456,854.894197	0	0	1	0	0	0	2	989.871318	5.574359	1,416.4	195	1,087	450	637,380	8,192	64	10	20	558,520	702,547.356661	1,055,296	61,744	58,305,977	388,699.426045	58,580,829	58,031,125	train	cicids2018_0
443	6	448,164	8	39	652	52,328	323	0	81.5	124.370414	1,460	0	1,341.74359	372.089669	118,215.653198	104.872324	9,742.695652	25,603.991165	81,172	0	367,296	52,470.857143	36,727.199886	81,253	688	369,109	9,713.394737	29,394.476155	125,806	0	0	172	792	17.850608	87.021715	0	1,460	1,103.75	604.180912	365,034.574468	0	0	1	0	0	0	4	1,127.234043	81.5	1,341.74359	8	652	39	52,328	8,192	62	3	20	0	0	0	0	0	0	0	0	train	cicids2018_0
53	17	5,763,220	2	2	76	132	38	38	38	0	66	66	66	0	36.090935	0.694056	1,921,073.333333	3,294,596.881479	5,725,286	444	5,762,776	5,762,776	0	5,762,776	5,762,776	5,725,730	5,725,730	0	5,725,730	5,725,730	0	16	16	0.347028	0.347028	38	66	49.2	15.336232	235.2	0	0	0	0	0	0	1	61.5	38	66	2	76	2	132	-1	-1	1	8	37,490	0	37,490	37,490	5,725,286	0	5,725,286	5,725,286	test	cicids2018_0
443	6	116,581,099	37	83	7,799	15,371	1,300	0	210.783784	485.726783	1,054	0	185.192771	296.892173	198.745768	1.029326	979,673.10084	1,830,660.68365	4,977,829	0	116,581,099	3,238,363.861111	2,131,628.337162	5,234,219	115,732	116,529,637	1,421,093.134146	2,100,641.297553	5,030,606	0	0	740	1,660	0.317376	0.711951	0	1,300	191.487603	362.573191	131,459.318595	0	0	0	1	0	0	2	193.083333	210.783784	185.192771	37	7,799	83	15,371	5,564	5,565	6	20	0	0	0	0	0	0	0	0	test	cicids2018_0
443	6	43,799,563	11	14	1,846	3,474	1,309	0	167.818182	386.102789	1,460	0	248.142857	516.616337	121.462399	0.570782	1,824,981.791667	8,900,757.366972	43,612,700	1	186,862	18,686.2	28,522.973239	93,693	33	43,782,159	3,367,858.384615	12,108,452.724195	43,667,205	1	0	232	292	0.251144	0.319638	0	1,460	204.615385	449.161092	201,745.686154	0	1	1	0	0	1	1	212.8	167.818182	248.142857	11	1,846	14	3,474	8,192	16	5	20	186,862	0	186,862	186,862	43,612,700	0	43,612,700	43,612,700	train	cicids2018_0
443	6	10,956,504	140	277	16,892	378,366	677	0	120.657143	254.853965	1,460	0	1,365.942238	306.584073	36,075.193328	38.059585	26,337.75	238,730.772124	4,822,299	0	6,134,205	44,130.971223	64,025.401015	375,328	31	10,844,776	39,292.666667	296,390.568224	4,871,897	0	0	2,812	5,552	12.777798	25.281787	0	1,460	945.593301	657.152744	431,849.728684	0	0	1	0	0	0	1	947.860911	120.657143	1,365.942238	140	16,892	277	378,366	8,192	21,272	27	20	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	64,549,347	23	25	1,475	5,167	339	0	64.130435	89.439825	1,430	0	206.68	357.599254	102.89802	0.743617	1,373,390.361702	8,563,042.417025	58,739,857	11	64,549,347	2,934,061.227273	12,514,452.221959	58,875,670	48	64,393,384	2,683,057.666667	11,980,337.728967	58,835,980	23	0	472	512	0.356317	0.387301	0	1,430	135.55102	270.309241	73,067.085884	0	0	1	0	0	0	1	138.375	64.130435	206.68	23	1,475	25	5,167	8,192	193	12	20	5,653,439	0	5,653,439	5,653,439	58,739,857	0	58,739,857	58,739,857	train	cicids2018_0
443	6	51,276,014	13	19	859	9,543	324	0	66.076923	105.86978	1,460	0	502.263158	672.644767	202.862882	0.624073	1,654,064.967742	9,032,320.177345	50,317,132	0	958,848	79,904	197,064.573105	669,041	72	51,264,411	2,848,022.833333	11,847,839.950465	50,317,138	0	0	284	392	0.25353	0.370544	0	1,460	315.212121	554.798373	307,801.234848	0	1	1	0	0	1	1	325.0625	66.076923	502.263158	13	859	19	9,543	8,192	32	5	20	958,848	0	958,848	958,848	50,317,132	0	50,317,132	50,317,132	train	cicids2018_0
443	6	25,019,894	3	5	101	62	35	31	33.666667	2.309401	31	0	12.4	16.979399	6.514816	0.319746	3,574,270.571429	7,462,133.298466	20,000,047	0	20,085,685	10,042,842.5	14,202,468.095622	20,085,504	181	24,934,434	6,233,608.5	9,453,213.370867	20,000,047	0	1	60	100	0.119905	0.199841	0	35	21.555556	16.248932	264.027778	1	0	0	1	0	0	1	24.25	33.666667	12.4	3	101	5	62	123	123	2	20	85,460	0	85,460	85,460	20,000,047	0	20,000,047	20,000,047	train	cicids2018_0
80	6	46,126,656	19	31	495	34,607	491	0	26.052632	112.592912	1,460	0	1,116.354839	617.733413	760.991649	1.083972	941,360.326531	2,861,311.411582	10,014,230	1	40,163,824	2,231,323.555556	4,287,071.699051	10,031,072	24	46,109,827	1,536,994.233333	3,556,842.374088	10,031,115	1	0	392	680	0.411909	0.672063	0	1,460	688.27451	723.364392	523,256.043137	0	0	1	0	0	0	1	702.04	26.052632	1,116.354839	19	495	31	34,607	8,192	30	5	20	27,889.75	22,050.177102	60,965	16,835	10,013,066.25	2,253.073216	10,014,230	10,009,687	train	cicids2018_0
137	17	119,352,282	45	45	2,250	9,495	50	50	50	0	211	211	211	0	98.406162	0.75407	1,341,036.876404	1,947,262.796456	11,076,838	20	119,352,221	2,712,550.477273	1,988,348.361601	11,076,858	1,303,220	119,352,160	2,712,549.090909	1,988,353.556367	11,076,901	1,303,221	0	360	360	0.377035	0.377035	50	211	129.615385	80.941099	6,551.461538	0	0	0	0	0	0	1	131.055556	50	211	45	2,250	45	9,495	-1	-1	44	8	19,472,234	23,608,684.04403	54,443,524	4,504,706	7,827,693.75	2,639,474.578299	11,076,838	5,390,223	train	cicids2018_0
443	6	112,053,081	24	20	9,103	8,419	1,139	0	379.291667	547.215201	1,068	0	420.95	528.963582	156.372318	0.392671	2,605,885.604651	4,253,615.458045	10,000,987	5,599	112,027,905	4,870,778.478261	4,810,462.500956	10,026,651	68,074	112,041,936	5,896,944	4,717,403.002049	10,027,233	5,599	1	480	496	0.214184	0.178487	0	1,139	414.6	538.372396	289,844.836364	1	0	0	1	0	0	0	424.022727	379.291667	420.95	24	9,103	20	8,419	256	177	15	20	430,380.363636	568,518.720276	1,190,167	11,159	9,753,974.636364	379,670.227401	10,000,987	9,154,585	train	cicids2018_0
443	6	116,691,209	35	81	6,854	14,677	1,371	0	195.828571	486.683101	1,126	0	181.197531	297.674084	184.512614	0.994077	1,014,706.165217	1,879,963.101018	4,962,260	0	116,691,209	3,432,094.382353	2,131,616.152797	5,140,577	122,805	116,640,124	1,458,001.55	2,147,576.785619	5,012,485	0	0	700	1,620	0.299937	0.69414	0	1,371	184.025641	361.7657	130,874.421751	0	0	0	1	0	0	2	185.612069	195.828571	181.197531	35	6,854	81	14,677	5,564	5,565	5	20	0	0	0	0	0	0	0	0	train	cicids2018_0
53	17	5,145,613	2	2	85	341	44	41	42.5	2.12132	172	169	170.5	2.12132	82.78897	0.777361	1,715,204.333	2,959,387.474	5,132,403	346	5,145,267	5,145,267	0	5,145,267	5,145,267	5,132,749	5,132,749	0	5,132,749	5,132,749	0	16	16	0.388681	0.388681	41	172	94	69.853418	4,879.5	0	0	0	0	0	0	1	117.5	42.5	170.5	2	85	2	341	-1	-1	1	8	12,864	0	12,864	12,864	5,132,403	0	5,132,403	5,132,403	train	cicids2018_0
443	6	119,271,679	37	57	3,142	9,660	270	0	84.918919	114.705511	952	0	169.473684	250.341845	107.334785	0.788117	1,282,491.172043	4,649,305.112806	30,729,727	0	119,222,276	3,311,729.888889	7,088,549.749435	30,779,989	43	119,261,419	2,129,668.196429	5,862,171.210851	30,739,968	0	1	740	1,140	0.310216	0.477901	0	952	137.6	210.404039	44,269.859574	1	0	0	1	0	0	1	139.06383	84.918919	169.473684	37	3,142	57	9,660	254	276	19	20	585,056.714286	869,698.694368	1,904,474	73,676	16,443,371.142857	6,365,167.908917	30,729,727	13,077,083	train	cicids2018_0
80	6	3,829,254	15	27	407	33,410	407	0	27.133333	105.086948	1,460	0	1,237.407407	526.780516	8,831.224045	10.968194	93,396.439024	588,882.087947	3,772,029	1	57,225	4,087.5	6,433.710507	17,640	347	3,812,707	146,642.576923	739,450.331529	3,772,044	1	0	312	552	3.917212	7.050982	0	1,460	786.44186	725.837228	526,839.681063	0	0	1	0	0	0	1	805.166667	27.133333	1,237.407407	15	407	27	33,410	8,192	4,106	1	20	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	114,510,821	62	81	8,036	79,281	517	0	129.612903	189.571247	1,460	0	978.777778	616.415201	762.521823	1.24879	806,414.232394	2,690,810.746647	10,005,131	0	114,510,821	1,877,226.57377	3,873,416.567458	10,015,293	19	114,449,399	1,430,617.4875	3,477,275.003175	10,023,204	0	0	1,252	1,752	0.541434	0.707357	0	1,460	606.368056	638.416964	407,576.220231	0	0	1	0	0	0	1	610.608392	129.612903	978.777778	62	8,036	81	79,281	8,192	198	31	20	412,388.636364	1,246,427.331373	4,162,441	10,130	9,986,525.909091	37,333.296558	10,005,131	9,886,424	train	cicids2018_0
443	6	101,365,708	12	16	992	372	164	38	82.666667	60.165429	93	0	23.25	41.590864	13.456227	0.276228	3,754,285.481481	10,682,460.887038	33,437,174	0	101,207,004	9,200,636.727273	15,646,298.754261	33,595,307	107	101,246,976	6,749,798.4	13,856,253.597269	33,555,953	0	1	240	320	0.118383	0.157844	0	164	52.689655	60.594144	3,671.650246	1	0	0	1	0	0	1	54.571429	82.666667	23.25	12	992	16	372	254	249	11	20	288,546.666667	849.549488	289,179	287,581	33,403,522	32,407.485308	33,437,174	33,372,522	train	cicids2018_0
443	6	33,624,048	47	72	5,330	86,016	786	0	113.404255	254.963651	1,460	0	1,194.666667	533.888578	2,716.686581	3.539134	284,949.559322	1,584,569.788014	10,012,754	0	33,624,048	730,957.565217	2,492,786.627078	10,031,118	19	33,179,639	467,318.859155	2,032,783.331632	10,033,655	0	0	952	1,488	1.397809	2.141325	0	1,460	761.216667	692.448587	479,485.045098	0	0	1	0	0	0	1	767.613445	113.404255	1,194.666667	47	5,330	72	86,016	8,192	1,253	12	20	1,048,805.333333	1,780,408.511426	3,104,644	20,880	10,011,054.333333	1,472.111522	10,012,754	10,010,183	train	cicids2018_0
0	0	100,226,773	3	3	0	0	0	0	0	0	0	0	0	0	0	0.059864	20,045,354.6	27,448,263.143521	50,229,338	58	100,226,704	50,113,352	164,133.626049	50,229,412	49,997,292	100,226,715	50,113,357.5	164,118.776807	50,229,407	49,997,308	0	0	0	0.029932	0.029932	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	3	0	3	0	-1	-1	0	0	66	11.313708	74	58	50,113,286	164,122.312341	50,229,338	49,997,234	train	cicids2018_0
0	0	100,179,744	3	3	0	0	0	0	0	0	0	0	0	0	0	0.059892	20,035,948.8	27,435,317.216329	50,180,399	75	100,179,669	50,089,834.5	128,201.994963	50,180,487	49,999,182	100,179,665	50,089,832.5	128,186.438614	50,180,474	49,999,191	0	0	0	0.029946	0.029946	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	3	0	3	0	-1	-1	0	0	83.5	6.363961	88	79	50,089,751	128,195.631002	50,180,399	49,999,103	train	cicids2018_0
443	6	116,619,582	46	94	15,099	21,441	1,373	0	328.23913	591.971403	1,127	0	228.095745	366.366967	313.326453	1.200484	838,989.798561	1,659,039.610818	5,358,943	0	116,619,582	2,591,546.266667	2,116,096.528699	5,468,575	121,489	116,546,692	1,253,190.236559	1,939,069.558461	5,417,635	0	1	920	1,880	0.394445	0.80604	0	1,373	268.879433	461.268197	212,768.349645	1	0	0	1	0	0	2	270.8	328.23913	228.095745	46	15,099	94	21,441	253	5,565	10	20	105,869,845	0	105,869,845	105,869,845	5,358,943	0	5,358,943	5,358,943	train	cicids2018_0
443	6	119,003,284	64	157	2,564	207,921	517	0	40.0625	89.354986	1,460	0	1,324.33758	359.29865	1,768.732702	1.857092	540,924.018182	5,558,612.976235	58,718,087	0	119,003,284	1,888,941.015873	10,322,453.150993	58,718,087	85	118,925,535	762,343.173077	6,600,634.497384	58,748,456	0	0	1,292	3,152	0.5378	1.319291	0	1,460	948.130631	660.91583	436,809.73399	0	0	1	0	0	0	2	952.420814	40.0625	1,324.33758	64	2,564	157	207,921	8,192	1,315	16	20	1,034,170	1,352,853.664329	1,990,782	77,558	58,428,596	409,402.098385	58,718,087	58,139,105	train	cicids2018_0
443	6	67,696,876	615	1,492	28,781	2,009,337	274	0	46.798374	69.793378	1,460	0	1,346.740617	313.724707	30,106.529583	31.124036	32,144.765432	1,279,545.077736	58,707,298	0	67,696,876	110,255.498371	2,369,328.383703	58,707,298	52	67,635,387	45,362.432596	1,524,544.771468	58,852,164	0	0	12,312	29,852	9.084614	22.039422	0	1,460	966.849146	648.677911	420,783.032761	0	0	1	0	0	0	2	967.308021	46.798374	1,346.740617	615	28,781	1,492	2,009,337	8,192	348	199	20	8,927,925	0	8,927,925	8,927,925	58,707,298	0	58,707,298	58,707,298	train	cicids2018_0
53	17	99,295,666	2	2	102	134	61	41	51	14.142136	77	57	67	14.142136	2.37674	0.040284	33,098,555.333333	57,327,850.352944	99,295,055	290	99,295,376	99,295,376	0	99,295,376	99,295,376	99,295,345	99,295,345	0	99,295,345	99,295,345	0	16	16	0.020142	0.020142	41	77	55.4	15.126136	228.8	0	0	0	0	0	0	1	69.25	51	67	2	102	2	134	-1	-1	1	8	321	0	321	321	99,295,055	0	99,295,055	99,295,055	train	cicids2018_0
443	6	62,294,361	91	153	7,139	154,196	750	0	78.450549	192.458957	1,430	0	1,007.816993	623.020311	2,589.88129	3.916887	256,355.395062	3,670,512.509356	57,224,519	1	62,197,891	691,087.677778	6,042,539.714245	57,361,052	47	62,197,904	409,196.736842	4,648,091.699873	57,321,024	1	0	1,832	3,072	1.460806	2.456081	0	1,430	658.510204	677.670066	459,236.718133	0	0	1	0	0	0	1	661.209016	78.450549	1,007.816993	91	7,139	153	154,196	8,192	231	26	20	4,608,351	0	4,608,351	4,608,351	57,224,519	0	57,224,519	57,224,519	train	cicids2018_0
443	6	62,565,841	12	12	551	3,719	197	0	45.916667	72.014466	1,430	0	309.916667	537.257084	68.248104	0.383596	2,720,253.956522	12,123,688.50851	58,297,485	0	62,565,841	5,687,803.727273	17,458,736.082149	58,297,485	188	62,361,550	5,669,231.818182	17,509,300.271852	58,423,146	0	0	264	252	0.191798	0.191798	0	1,430	170.8	391.61567	153,362.833333	0	1	1	0	0	1	1	177.916667	45.916667	309.916667	12	551	12	3,719	8,192	176	5	20	4,061,434	0	4,061,434	4,061,434	58,297,485	0	58,297,485	58,297,485	train	cicids2018_0
443	6	119,982,191	5	1	274	126	126	0	54.8	54.343353	126	126	126	0	3.333828	0.050007	23,996,438.2	32,809,264.753256	59,937,247	29,193	119,982,191	29,995,547.75	34,573,631.295343	59,937,247	30,051	0	0	0	0	0	1	100	20	0.041673	0.008335	0	126	75.142857	56.354321	3,175.809524	1	0	0	1	0	0	0	87.666667	54.8	126	5	274	1	126	6,935	6,861	2	20	53,909.5	33,741.014278	77,768	30,051	59,937,186	86.267027	59,937,247	59,937,125	train	cicids2018_0
80	6	3,038,933	16	143	379	202,635	379	0	23.6875	94.75	1,460	0	1,417.027972	235.629601	66,804.368507	52.320996	19,233.753165	222,496.323294	2,796,661	0	242,272	16,151.466667	19,784.728284	40,643	32	2,999,894	21,126.014085	234,690.210264	2,796,726	0	0	344	2,872	5.265006	47.05599	0	1,460	1,268.8375	486.13062	236,322.979717	0	1	1	0	0	1	8	1,276.81761	23.6875	1,417.027972	16	379	143	202,635	8,192	946	1	20	0	0	0	0	0	0	0	0	test	cicids2018_0
443	6	119,204,522	12	14	557	562	187	0	46.416667	68.870707	78	0	40.142857	29.894319	9.387228	0.218113	4,768,180.88	16,108,997.973248	58,291,094	8	119,204,522	10,836,774.727273	23,529,118.073317	58,426,334	89	119,059,443	9,158,418.692308	21,849,721.998849	58,387,064	17	1	240	280	0.100667	0.117445	0	187	48.37037	56.84131	3,230.934473	1	0	0	1	0	0	1	50.230769	46.416667	40.142857	12	557	14	562	256	289	5	20	1,251,984.5	1,441,416.667352	2,271,220	232,749	58,278,380.5	17,979.604125	58,291,094	58,265,667	train	cicids2018_0
443	6	60,092,054	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.656454	0.099847	12,018,410.8	26,786,972.197167	59,936,401	30,191	60,092,054	20,030,684.666667	34,559,364.101085	59,936,401	77,708	60,014,863	60,014,863	0	60,014,863	60,014,863	1	80	40	0.066565	0.033282	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	254	7,008	1	20	77,708	0	77,708	77,708	59,936,401	0	59,936,401	59,936,401	train	cicids2018_0
443	6	60,092,272	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.65643	0.099846	12,018,454.4	26,787,148.113321	59,936,759	29,863	60,092,272	20,030,757.333333	34,559,611.207279	59,936,759	77,574	60,014,434	60,014,434	0	60,014,434	60,014,434	1	80	40	0.066564	0.033282	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	257	7,230	1	20	77,939	0	77,939	77,939	59,936,759	0	59,936,759	59,936,759	train	cicids2018_0
443	6	60,217,034	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.642639	0.09964	12,043,406.8	26,797,242.002683	59,979,745	28,533	60,217,034	20,072,344.666667	34,560,824.973989	59,979,745	105,535	60,142,971	60,142,971	0	60,142,971	60,142,971	1	80	40	0.066426	0.033213	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	254	7,082	1	20	105,535	0	105,535	105,535	59,979,745	0	59,979,745	59,979,745	train	cicids2018_0
443	6	115,446,467	18	17	1,530	2,426	399	0	85	162.517691	687	0	142.705882	268.221635	34.266965	0.303171	3,395,484.323529	4,667,256.033043	10,014,403	1,060	115,446,467	6,790,968.647059	4,539,322.77619	10,030,940	69,931	115,354,028	7,209,626.75	4,368,118.672422	10,030,997	1,060	1	360	460	0.155916	0.147254	0	687	120.972222	220.953193	48,820.313492	1	0	0	1	0	0	0	124.428571	85	142.705882	18	1,530	17	2,426	253	276	13	20	500,418.454545	1,084,659.655215	3,171,684	16,525	9,987,923.909091	38,627.049234	10,014,403	9,908,332	train	cicids2018_0
443	6	74,083,686	24	21	12,874	6,179	1,384	0	536.416667	444.675741	1,460	0	294.238095	439.425978	257.182128	0.607421	1,683,720.136364	7,895,832.011408	48,954,068	1	74,083,686	3,221,029.826087	10,802,048.71903	48,954,068	336	74,003,064	3,700,153.2	11,576,074.001354	49,033,585	1	0	492	432	0.323958	0.283463	0	1,460	414.195652	453.188684	205,379.983092	0	0	1	0	0	0	0	423.4	536.416667	294.238095	24	12,874	21	6,179	8,192	1,020	17	20	388,497	86,356.122759	449,560	327,434	34,412,167.5	20,565,352.90978	48,954,068	19,870,267	test	cicids2018_0
443	6	80,252,127	75	151	3,574	133,543	384	0	47.653333	77.152095	1,430	0	884.390728	665.144044	1,708.577768	2.816125	356,676.12	4,043,577.380787	58,826,482	0	80,252,127	1,084,488.202703	7,041,978.941184	58,920,839	29	80,112,249	534,081.66	4,958,265.096476	58,920,942	0	0	1,512	3,032	0.934555	1.88157	0	1,430	604.039648	672.642953	452,448.542669	0	1	1	0	0	1	2	606.712389	47.653333	884.390728	75	3,574	151	133,543	8,192	230	29	20	3,393,031.5	2,773,071.270381	5,353,889	1,432,174	36,663,007	31,343,886.934317	58,826,482	14,499,532	train	cicids2018_0
445	6	34,358,080	2	2	0	0	0	0	0	0	0	0	0	0	0	0.116421	11,452,693.333333	19,610,099.894533	34,095,981	51	262,099	262,099	0	262,099	262,099	34,358,029	34,358,029	0	34,358,029	34,358,029	0	52	52	0.05821	0.05821	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	2	0	2	0	8,192	0	0	20	262,099	0	262,099	262,099	34,095,981	0	34,095,981	34,095,981	test	cicids2018_0
443	6	80,416,240	15	14	2,046	4,144	814	0	136.4	214.361777	1,460	0	296	508.771976	76.974502	0.360624	2,872,008.571429	8,933,219.934924	39,997,693	1	80,416,240	5,744,017.142857	12,181,227.10385	40,009,339	266	80,339,558	6,179,966	12,560,348.095813	40,009,698	1	0	312	292	0.186529	0.174094	0	1,460	206.333333	382.227801	146,098.091954	0	1	1	0	0	1	0	213.448276	136.4	296	15	2,046	14	4,144	8,192	129	8	20	234,105.333333	136,323.104958	313,304	76,694	26,545,610	11,650,983.501443	39,997,693	19,656,738	test	cicids2018_0
443	6	66,277,129	39	54	5,030	18,444	363	0	128.974359	152.855537	1,430	0	341.555556	558.14317	354.179494	1.403199	720,403.576087	6,050,402.575202	57,977,268	13	66,277,129	1,744,134.973684	9,417,402.26235	58,104,878	89	66,125,375	1,247,648.584906	7,976,151.059527	58,072,120	25	0	792	1,092	0.588438	0.814761	0	1,430	249.723404	445.829043	198,763.535575	0	0	1	0	0	0	1	252.408602	128.974359	341.555556	39	5,030	54	18,444	8,192	330	21	20	8,148,053	0	8,148,053	8,148,053	57,977,268	0	57,977,268	57,977,268	test	cicids2018_0
443	6	60,186,360	4	2	148	252	74	0	37	42.72392	126	126	126	0	6.646024	0.09969	12,037,272	26,776,653.362771	59,936,749	29,797	60,186,360	20,062,120	34,532,473.478013	59,936,749	77,943	60,099,421	60,099,421	0	60,099,421	60,099,421	1	80	40	0.06646	0.03323	0	126	67.714286	51.774235	2,680.571429	1	0	0	1	0	0	0	79	37	126	4	148	2	252	255	7,010	1	20	77,943	0	77,943	77,943	59,936,749	0	59,936,749	59,936,749	train	cicids2018_0
443	6	108,031,308	11	8	580	5,415	265	0	52.727273	95.519727	1,460	0	676.875	612.248651	55.493172	0.175875	6,001,739.333	23,800,000	101,000,000	1	108,000,000	10,800,000	31,800,000	101,000,000	34	6,974,129	996,304.1429	2,512,412.253	6,691,113	1	0	232	172	0.101822	0.074053	0	1,460	299.75	492.792139	242,844.0921	0	0	1	0	0	0	0	315.526316	52.727273	676.875	11	580	8	5,415	65,535	980	3	20	238,651	0	238,651	238,651	6,665,469	0	6,665,469	6,665,469	train	cicids2018_0
443	6	119,995,934	6	5	386	74	78	0	64.333333	31.557355	74	0	14.8	33.093806	3.833463	0.09167	11,999,593.4	14,365,793.240965	31,850,763	41,884	103,085,235	20,617,047	15,012,285.396615	31,920,742	41,884	110,821,457	27,705,364.25	7,255,237.684601	31,920,708	16,840,748	1	120	100	0.050002	0.041668	0	78	44.5	39.313426	1,545.545455	1	0	0	1	0	0	0	48.545455	64.333333	14.8	6	386	5	74	129	129	4	20	64,332.2	12,548.955562	69,979	41,884	23,934,854.6	10,402,871.117532	31,850,763	9,062,614	train	cicids2018_0
53	17	2,190,827	2	2	60	234	30	30	30	0	117	117	117	0	134.1959	1.825795	730,275.666667	1,263,824.097693	2,189,614	339	2,190,488	2,190,488	0	2,190,488	2,190,488	2,189,953	2,189,953	0	2,189,953	2,189,953	0	16	16	0.912897	0.912897	30	117	64.8	47.651863	2,270.7	0	0	0	0	0	0	1	81	30	117	2	60	2	234	-1	-1	1	8	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	117,180,410	44	93	14,462	20,696	1,315	0	328.681818	575.875341	1,057	0	222.537634	347.459399	300.033086	1.169137	861,620.661765	1,665,445.764385	4,915,230	0	117,180,410	2,725,125.813953	2,048,601.933757	5,031,137	19,073	117,094,878	1,272,770.413043	1,933,473.944437	4,967,614	0	1	880	1,860	0.375489	0.793648	0	1,315	264.297101	442.41973	195,735.217656	1	0	0	1	0	0	2	266.226277	328.681818	222.537634	44	14,462	93	20,696	256	5,565	10	20	0	0	0	0	0	0	0	0	train	cicids2018_0
443	6	205,813	9	23	1,444	25,254	517	0	160.444444	222.568591	1,460	0	1,098	625.624633	129,719.697007	155.480946	6,639.129032	14,381.037459	61,827	0	205,813	25,726.625	19,953.076998	61,827	19	156,707	7,123.045455	17,240.211703	70,142	0	0	192	472	43.729016	111.75193	0	1,460	809.030303	693.007778	480,259.780303	0	1	1	0	0	1	2	834.3125	160.444444	1,098	9	1,444	23	25,254	8,192	1,013	5	20	0	0	0	0	0	0	0	0	train	cicids2018_0
53	17	1,865,308	2	2	81	312	43	38	40.5	3.535534	213	99	156	80.610173	210.689066	2.144418	621,769.333333	1,073,040.287558	1,860,809	1,256	1,864,052	1,864,052	0	1,864,052	1,864,052	1,862,065	1,862,065	0	1,862,065	1,862,065	0	16	16	1.072209	1.072209	38	213	86.2	75.423471	5,688.7	0	0	0	0	0	0	1	107.75	40.5	156	2	81	2	312	-1	-1	1	8	0	0	0	0	0	0	0	0	test	cicids2018_0
443	6	119,129,620	15	20	938	657	166	0	62.533333	67.401639	91	0	32.85	30.812292	13.388778	0.293798	3,503,812.352941	13,989,095.922201	58,823,162	1	119,129,620	8,509,258.571429	21,256,190.179137	58,874,685	268	119,054,680	6,266,035.789474	18,457,581.659437	58,834,646	1	1	300	400	0.125913	0.167884	0	166	48.916667	54.325145	2,951.221429	1	0	0	1	0	0	1	50.314286	62.533333	32.85	15	938	20	657	254	256	9	20	910,810	1,070,012.366068	1,667,423	154,197	58,623,102	282,927.565288	58,823,162	58,423,042	train	cicids2018_0
443	6	53,015,376	5	1	123	46	46	0	24.6	23.276598	46	46	46	0	3.187754	0.113175	10,603,075.2	23,621,911.451828	52,859,093	19	53,015,376	13,253,844	26,403,601.67237	52,859,093	19	0	0	0	0	0	1	100	20	0.094312	0.018862	0	46	30.714286	21.684974	470.238095	1	0	0	1	0	0	0	35.833333	24.6	46	5	123	1	46	256	64	2	20	156,058	0	156,058	156,058	52,859,093	0	52,859,093	52,859,093	train	cicids2018_0
443	6	65,138,173	18	26	1,735	16,926	537	0	96.388889	153.279498	1,460	0	651	666.268174	286.483319	0.675487	1,514,841.232558	8,947,428.601906	58,624,549	1	65,138,173	3,831,657.235294	14,167,497.023335	58,624,549	33	65,076,261	2,603,050.44	11,724,465.400348	58,685,891	1	0	372	532	0.276336	0.399152	0	1,460	414.688889	582.798726	339,654.355556	0	0	1	0	0	0	1	424.113636	96.388889	651	18	1,735	26	16,926	8,192	271	8	20	6,451,637	0	6,451,637	6,451,637	58,624,549	0	58,624,549	58,624,549	train	cicids2018_0

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CAD-CICIDS2018

Dataset Summary

CAD-CICIDS2018 is a single-source continual anomaly detection benchmark scenario for network intrusion detection. It is derived from CSE-CIC-IDS2018 and converts the original tabular network-intrusion data into a sequence of concept-grouped tasks.

The dataset contains 2,590,771 samples, 5 tasks, and has a reported 28.04% anomaly ratio in the test set.

Intended Use

This dataset is intended for research on:

continual anomaly detection;
continual learning for tabular data;
network intrusion detection;
robustness under distribution shift;
task ordering in continual-learning benchmarks;
forgetting and knowledge transfer across related network-traffic concepts;
benchmarking anomaly detectors under sequential task exposure.

The intended use is defensive machine learning research. The dataset should not be used to support offensive cybersecurity activity.

Dataset Source

CSE-CIC-IDS2018: https://www.unb.ca/cic/datasets/ids-2018.html

Dataset Files

The repository contains the following files:

File	Description
`data.csv`	Main tabular dataset file.
`orderings.json`	Predefined task orderings for continual-learning evaluation.
`croissant.json`	Croissant metadata describing the dataset.

Dataset Structure

The main file is:

data.csv

The dataset contains task metadata, binary labels, and numerical flow-level features.

Core Columns

Column	Type	Description
`task_id`	integer	Numeric identifier of the continual-learning task.
`task_name`	string	Name of the task, e.g. `cicids2018_0`.
`task_split`	string	Split assignment for the row.
`label`	integer	Binary anomaly label. Conventionally, `0` denotes benign/normal traffic and `1` denotes anomalous/attack traffic.

Task Identifiers

The dataset contains the following task identifiers:

cicids2018_0, cicids2018_1, cicids2018_2, cicids2018_3, cicids2018_4

Feature Columns

The remaining columns are numerical network-flow features, including packet-count, byte-count, flag-count, duration, inter-arrival-time, and aggregate flow-statistics features. Representative examples include:

Dst Port
Protocol
Flow Duration
Tot Fwd Pkts
Tot Bwd Pkts
TotLen Fwd Pkts
TotLen Bwd Pkts
Fwd Pkt Len Mean
Bwd Pkt Len Mean
Flow Byts/s
Flow Pkts/s
Flow IAT Mean
Fwd IAT Mean
Bwd IAT Mean

For the complete schema, see croissant.json.

Task Orderings

The dataset provides six predefined orderings in orderings.json. These orderings define different continual-learning evaluation regimes over the same task set.

Ordering	Task sequence
`curriculum_asc`	`cicids2018_3` → `cicids2018_4` → `cicids2018_2` → `cicids2018_1` → `cicids2018_0`
`curriculum_desc`	`cicids2018_0` → `cicids2018_1` → `cicids2018_2` → `cicids2018_4` → `cicids2018_3`
`generalization_desc`	`cicids2018_2` → `cicids2018_3` → `cicids2018_0` → `cicids2018_1` → `cicids2018_4`
`generalization_asc`	`cicids2018_4` → `cicids2018_1` → `cicids2018_0` → `cicids2018_3` → `cicids2018_2`
`smooth_drift`	`cicids2018_2` → `cicids2018_0` → `cicids2018_1` → `cicids2018_3` → `cicids2018_4`
`abrupt_drift`	`cicids2018_1` → `cicids2018_2` → `cicids2018_3` → `cicids2018_0` → `cicids2018_4`

These orderings are intended to expose complementary continual-learning dynamics, including curriculum-like adaptation, generalization-oriented ordering, smooth drift, and abrupt drift.

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Tabular CAD Benchmarks

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