Datasets:

auliraff
/

CIC-IDS-Collection

Flow Duration int64 -919,011,000,000 120M	Total Fwd Packets int32 0 310k	Total Backward Packets int32 0 292k	Fwd Packets Length Total float64 0 144M	Bwd Packets Length Total float64 0 655M	Fwd Packet Length Max float64 0 64.4k	Fwd Packet Length Mean float32 0 16.5k	Fwd Packet Length Std float32 0 18.4k	Bwd Packet Length Max float64 0 65.2k	Bwd Packet Length Mean float32 0 33.9k	Bwd Packet Length Std float32 0 21.3k	Flow Bytes/s float64 -261,000,000 2.94B	Flow Packets/s float64 -2,000,000 4M	Flow IAT Mean float32 -828,219,981,824 120M	Flow IAT Std float32 0 474B	Flow IAT Max float64 -828,220,000,000 980B	Flow IAT Min float64 -947,405,000,000 120M	Fwd IAT Total float64 -919,011,000,000 120M	Fwd IAT Mean float32 -828,219,981,824 120M	Fwd IAT Std float32 0 474B	Fwd IAT Max float64 -828,220,000,000 980B	Fwd IAT Min float64 -947,405,000,000 120M	Bwd IAT Total float64 0 120M	Bwd IAT Mean float32 0 120M	Bwd IAT Std float32 0 84.8M	Bwd IAT Max float64 0 120M	Bwd IAT Min float64 0 120M	Fwd PSH Flags int8 0 1	Fwd Header Length int64 -212,543,795,000 134M	Bwd Header Length int64 -17,003,494,240 5.84M	Fwd Packets/s float32 0 4M	Bwd Packets/s float32 0 2M	Packet Length Max float64 0 65.2k	Packet Length Mean float32 0 17.3k	Packet Length Std float32 0 22.8k	Packet Length Variance float32 0 519M	SYN Flag Count int8 0 1	URG Flag Count int8 0 1	Avg Packet Size float32 0 17.5k	Avg Fwd Segment Size float32 0 16.5k	Avg Bwd Segment Size float32 0 33.9k	Subflow Fwd Packets int32 0 310k	Subflow Fwd Bytes int32 0 144M	Subflow Bwd Packets int32 0 292k	Subflow Bwd Bytes int32 0 655M	Init Fwd Win Bytes int32 -1 65.5k	Init Bwd Win Bytes int32 -1 65.5k	Fwd Act Data Packets int32 0 310k	Fwd Seg Size Min int32 -1,408,237,563 67.2M	Active Mean float32 0 114M	Active Std float32 0 75M	Active Max float64 0 114M	Active Min float64 0 114M	Idle Mean float32 0 396B	Idle Std float32 0 262B	Idle Max float64 0 980B	Idle Min float64 0 240B	Label stringclasses 33 values	ClassLabel stringclasses 8 values
4	2	0	12	0	6	6	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	0	0	0	1	9	6	0	2	12	0	0	329	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	12	0	6	6	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	0	0	0	1	9	6	0	2	12	0	0	329	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
3	2	0	12	0	6	6	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	666,666.6875	0	6	6	0	0	0	1	9	6	0	2	12	0	0	245	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	12	0	6	6	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	0	0	0	1	9	6	0	2	12	0	0	245	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
609	7	4	484	414	233	69.14286	111.967896	207	103.5	119.511505	1,474,548.440066	18,062.397373	60.900002	115.194954	381	2	609	101.5	177.089523	460	2	467	155.666672	263.560883	460	3	0	164	104	11,494.25293	6,568.144531	233	74.833336	107.527443	11,562.151367	0	0	81.63636	69.14286	103.5	7	484	4	414	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
879	9	4	656	3,064	313	72.888885	136.153809	1,532	766	884.50061	4,232,081.911263	14,789.533561	73.25	209.055069	734	1	879	109.875	281.977417	806	1	764	254.666672	434.168549	756	3	0	204	104	10,238.908203	4,550.625488	1,532	265.714294	547.842529	300,131.4375	0	0	286.153839	72.888885	766	9	656	4	3,064	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
1,160	9	6	3,134	3,048	1,552	348.222229	682.482544	1,518	508	782.347229	5,329,310.344828	12,931.034483	82.85714	218.246109	836	1	1,160	145	326.90802	950	1	1,022	204.399994	354.353363	836	3	0	204	144	7,758.620605	5,172.413574	1,552	386.375	684.968994	469,182.53125	0	0	412.133331	348.222229	508	9	3,134	6	3,048	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
524	7	4	2,812	2,820	1,397	401.714294	679.914856	1,410	705	814.063904	10,748,091.603053	20,992.366412	52.400002	83.678223	284	1	524	87.333336	143.728455	377	1	440	146.666672	169.163635	342	49	0	164	104	13,358.77832	7,633.587891	1,410	469.333344	689.943359	476,021.875	0	0	512	401.714294	705	7	2,812	4	2,820	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
6	1	1	6	6	6	6	0	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	166,666.671875	166,666.671875	6	6	0	0	0	0	9	6	6	1	6	1	6	2,053	251	0	20	0	0	0	0	0	0	0	0	Benign	Benign
1,119	9	6	3,160	3,060	1,565	351.111115	688.214966	1,524	510	785.445618	5,558,534.405719	13,404.825737	79.928574	190.290649	704	1	1,119	139.875	263.037994	759	1	1,047	209.399994	310.63855	704	3	0	204	144	8,042.895508	5,361.930176	1,565	388.75	689.242554	475,055.28125	0	0	414.666656	351.111115	510	9	3,160	6	3,060	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
18,378	13	13	4,160	5,724	1,672	320	612.97406	2,634	440.307678	817.30896	537,816.955055	1,414.735009	735.119995	3,222.599609	16,177	1	18,378	1,531.5	4,628.949219	16,177	3	18,292	1,524.333374	4,674.379395	16,337	1	0	284	284	707.367493	707.367493	2,634	366.074066	700.494812	490,693	0	0	380.153839	320	440.307678	13	4,160	13	5,724	8,192	0	11	20	0	0	0	0	0	0	0	0	Benign	Benign
822	7	4	458	356	220	65.428574	105.626472	178	89	102.768349	990,267.639903	13,381.995134	82.199997	177.666229	579	1	822	137	269.600433	683	1	660	220	375.855011	654	3	0	164	104	8,515.81543	4,866.180176	220	67.833336	97.7286	9,550.878906	0	0	74	65.428574	89	7	458	4	356	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
876	9	4	630	2,942	300	70	130.422394	1,471	735.5	849.282227	4,077,625.570776	14,840.182648	73	209.199341	734	1	876	109.5	281.355408	804	1	756	252	429.549774	748	3	0	204	104	10,273.972656	4,566.209961	1,471	255.142853	525.978333	276,653.21875	0	0	274.769226	70	735.5	9	630	4	2,942	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
1,009	7	4	2,748	2,780	1,365	392.571442	664.300598	1,390	695	802.516846	5,478,691.774034	10,901.883053	100.900002	248.102783	804	1	1,009	168.166672	340.192535	861	1	864	288	492.768707	857	3	0	164	104	6,937.562012	3,964.321045	1,390	460.666656	677.172791	458,562.96875	0	0	502.545441	392.571442	695	7	2,748	4	2,780	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
616	7	4	484	414	233	69.14286	111.967896	207	103.5	119.511505	1,457,792.207792	17,857.142857	61.599998	119.006256	393	1	616	102.666664	180.493393	468	1	466	155.333328	262.983521	459	3	0	164	104	11,363.636719	6,493.506348	233	74.833336	107.527443	11,562.151367	0	0	81.63636	69.14286	103.5	7	484	4	414	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
5	1	1	6	6	6	6	0	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	0	0	0	0	9	6	6	1	6	1	6	2,053	255	0	20	0	0	0	0	0	0	0	0	Benign	Benign
946	9	4	654	3,064	312	72.666664	135.712936	1,532	766	884.50061	3,930,232.55814	13,742.071882	78.833336	193.222824	689	1	946	118.25	248.5896	730	1	790	263.333344	449.179626	782	3	0	204	104	9,513.742188	4,228.32959	1,532	265.571442	547.829407	300,117.03125	0	0	286	72.666664	766	9	654	4	3,064	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
927	9	6	3,160	3,060	1,565	351.111115	688.214966	1,524	510	785.445618	6,709,816.612729	16,181.229773	66.214287	181.835587	694	2	927	115.875	277.954498	801	2	909	181.800003	286.522614	694	47	0	204	144	9,708.738281	6,472.491699	1,565	388.75	689.242554	475,055.28125	0	0	414.666656	351.111115	510	9	3,160	6	3,060	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
973	9	6	3,112	3,012	1,541	345.777771	677.632019	1,500	502	773.052124	6,293,936.279548	15,416.238438	69.5	190.582001	727	1	973	121.625	294.127747	843	1	893	178.600006	309.713257	727	3	0	204	144	9,249.743164	6,166.495605	1,541	382.75	678.510742	460,376.875	0	0	408.266663	345.777771	502	9	3,112	6	3,012	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
953	7	4	2,814	2,836	1,398	402	680.402832	1,418	709	818.682678	5,928,646.379853	11,542.497377	95.300003	211.982727	692	1	953	158.833328	333.205292	837	2	854	284.666656	408.186646	756	49	0	164	104	7,345.225586	4,197.271973	1,418	470.833344	692.174133	479,105.0625	0	0	513.636353	402	709	7	2,814	4	2,836	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
740	8	6	4,948	270	2,465	618.5	937.901917	129	45	65.121422	7,051,351.351351	18,918.918919	56.923077	123.698196	459	0	740	105.714287	207.419632	550	0	694	138.800003	186.758408	472	47	0	184	144	10,810.810547	8,108.10791	2,465	347.866669	728.802551	531,153.125	0	0	372.714294	618.5	45	8	4,948	6	270	8,192	2,053	6	20	0	0	0	0	0	0	0	0	Benign	Benign
77,033	13	11	4,122	1,038	1,660	317.076935	600.681885	210	94.36364	89.663002	66,984.279465	311.554788	3,349.260986	15,550.735352	74,678	2	77,033	6,419.416504	21,541.960938	74,816	2	76,989	7,698.899902	23,561.136719	74,748	3	0	284	244	168.75885	142.795944	1,660	206.399994	444.884644	197,922.328125	0	0	215	317.076935	94.36364	13	4,122	11	1,038	8,192	0	11	20	0	0	0	0	0	0	0	0	Benign	Benign
46	1	1	6	6	6	6	0	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	21,739.130859	21,739.130859	6	6	0	0	0	0	9	6	6	1	6	1	6	0	254	0	20	0	0	0	0	0	0	0	0	Benign	Benign
1,112	9	7	3,134	3,054	1,552	348.222229	682.482544	1,518	436.285706	738.956421	5,564,748.201439	14,388.489209	74.133331	207.441864	819	1	1,112	139	298.786591	875	1	1,058	176.333328	317.479858	819	3	0	204	164	8,093.525391	6,294.963867	1,552	364	669.604004	448,369.5	0	0	386.75	348.222229	436.285706	9	3,134	7	3,054	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
655	7	4	2,812	2,820	1,397	401.714294	679.914856	1,410	705	814.063904	8,598,473.282443	16,793.89313	65.5	91.557205	274	0	655	109.166664	172.446411	459	1	556	185.333328	186.003586	372	0	0	164	104	10,687.022461	6,106.870117	1,410	469.333344	689.943359	476,021.875	0	0	512	401.714294	705	7	2,812	4	2,820	8,192	2,053	5	20	0	0	0	0	0	0	0	0	Benign	Benign
40,643	3	4	103	191	97	34.333332	54.353779	179	47.75	87.5457	7,233.717983	172.231381	6,773.833496	10,209.40625	19,958	3	20,083	10,041.5	14,094.759766	20,008	75	20,685	6,895	11,413.094727	20,069	3	0	72	92	73.813446	98.417931	179	36.75	66.282402	4,393.356934	0	0	42	34.333332	47.75	3	103	4	191	8,192	913	2	20	0	0	0	0	0	0	0	0	Benign	Benign
4	2	0	12	0	6	6	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	0	0	0	0	9	6	0	2	12	0	0	255	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
26,361,049	21	14	3,720	2,672	936	177.142853	268.13678	952	190.857147	324.959381	242.47897	1.327717	775,325	4,298,075.5	25,084,797	1	26,361,049	1,318,052.5	5,597,543.5	25,084,797	1	1,068,197	82,169	295,756.8125	1,066,507	2	0	444	304	0.79663	0.531087	952	177.555557	285.093201	81,278.140625	0	0	182.628571	177.142853	190.857147	21	3,720	14	2,672	8,192	2,053	19	20	0	0	0	0	0	0	0	0	Benign	Benign
52	1	2	6	12	6	6	0	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	19,230.769531	38,461.539063	6	6	0	0	0	1	8	6	6	1	6	2	12	251	2,053	0	20	0	0	0	0	0	0	0	0	Benign	Benign
1,067	9	6	3,084	2,984	1,527	342.666656	671.458679	1,486	497.333344	765.822632	5,686,972.820993	14,058.106842	76.214287	204.808426	782	1	1,067	133.375	311.196747	901	1	998	199.600006	331.007996	782	1	0	204	144	8,434.864258	5,623.242676	1,527	379.25	672.25061	451,920.875	0	0	404.533325	342.666656	497.333344	9	3,084	6	2,984	8,192	2,053	7	20	0	0	0	0	0	0	0	0	Benign	Benign
3,536	13	11	4,094	1,038	1,646	314.923065	595.465698	210	94.36364	89.663002	1,451,357.466063	6,787.330317	153.739136	318.338898	1,210	1	3,536	294.666656	468.52832	1,348	1	3,497	349.700012	468.643677	1,276	3	0	284	244	3,676.470703	3,110.859619	1,646	205.279999	441.073273	194,545.625	0	0	213.833328	314.923065	94.36364	13	4,094	11	1,038	8,192	0	11	20	0	0	0	0	0	0	0	0	Benign	Benign
519,267	15	10	4,844	3,982	1,660	322.933319	568.093872	1,268	398.200012	498.039001	16,997.036207	48.144789	21,636.125	74,227.679688	315,131	3	519,267	37,090.5	95,598.296875	315,131	3	7,445	827.222229	1,361.89917	3,835	3	0	324	224	28.886873	19.257915	1,660	339.461548	525.526367	276,177.9375	0	0	353.040009	322.933319	398.200012	15	4,844	10	3,982	8,192	2,050	13	20	0	0	0	0	0	0	0	0	Benign	Benign
46	2	1	12	6	6	6	0	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	43,478.261719	21,739.130859	6	6	0	0	0	0	8	6	6	2	12	1	6	0	256	1	20	0	0	0	0	0	0	0	0	Benign	Benign
13,230,245	23	20	1,976	2,238	228	85.91304	67.343697	414	111.900002	126.098915	318.51262	3.250129	315,005.84375	2,009,537.625	13,026,743	3	13,230,245	601,374.75	2,775,567.5	13,026,743	3	13,229,879	696,309.4375	3,034,079.5	13,225,490	3	0	484	424	1.738441	1.511688	414	95.772728	98.653931	9,732.598633	0	0	98	85.91304	111.900002	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	Benign
55	1	1	6	6	6	6	0	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	18,181.818359	18,181.818359	6	6	0	0	0	1	9	6	6	1	6	1	6	252	2,050	0	20	0	0	0	0	0	0	0	0	Benign	Benign
464	10	4	165	326	79	16.5	33.012623	163	81.5	94.108093	1,058,189.655172	30,172.413793	35.692307	28.018995	101	0	464	51.555557	53.012054	163	0	320	106.666664	100.748863	223	48	0	336	144	21,551.724609	8,620.689453	163	32.733334	59.520065	3,542.638184	0	0	35.07143	16.5	81.5	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	7	0	7	3.5	4.949748	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	7	4.666667	4.041452	16.333334	1	0	7	3.5	0	2	7	0	0	237	-1	0	32	0	0	0	0	0	0	0	0	Benign	Benign
1,175	9	6	3,110	3,108	1,555	345.555542	685.690552	1,554	518	802.482178	5,291,914.893617	12,765.957447	83.928574	219.180099	842	1	1,175	146.875	307.714813	906	1	1,036	207.199997	358.963379	842	4	0	304	208	7,659.574707	5,106.382813	1,555	388.625	695.193604	483,294.125	0	0	414.533325	345.555542	518	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
77,216	19	11	3,412	6,654	1,293	179.578949	400.318817	3,069	604.909119	1,009.026489	130,361.583092	388.520514	2,662.620605	13,971.623047	75,306	1	77,216	4,289.777832	17,724.007813	75,306	1	76,926	7,692.600098	23,970.09375	75,912	1	0	624	368	246.062988	142.45752	3,069	324.709686	693.666565	481,173.28125	0	0	335.533325	179.578949	604.909119	19	3,412	11	6,654	29,200	2,076	10	32	0	0	0	0	0	0	0	0	Benign	Benign
1,053	9	6	3,110	3,108	1,555	345.555542	685.690552	1,554	518	802.482178	5,905,033.238367	14,245.014245	75.214287	204.371521	782	1	1,053	131.625	318.125732	916	1	995	199	328.089172	782	5	0	304	208	8,547.008789	5,698.005859	1,555	388.625	695.193604	483,294.125	0	0	414.533325	345.555542	518	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
436	10	4	165	326	79	16.5	33.012623	163	81.5	94.108093	1,126,146.788991	32,110.091743	33.53846	25.796043	87	1	436	48.444443	47.597561	148	1	302	100.666664	91.221344	206	48	0	336	144	22,935.779297	9,174.311523	163	32.733334	59.520065	3,542.638184	0	0	35.07143	16.5	81.5	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	Benign	Benign
1,172	9	6	3,110	3,108	1,555	345.555542	685.690552	1,554	518	802.482178	5,305,460.750853	12,798.634812	83.714287	220.346039	846	1	1,172	146.5	310.546997	913	1	1,046	209.199997	360.54361	846	3	0	304	208	7,679.180664	5,119.454102	1,555	388.625	695.193604	483,294.125	0	0	414.533325	345.555542	518	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
56,361,247	23	12	1,730	1,784	168	75.217392	81.815178	268	148.666672	84.884232	62.347804	0.620994	1,657,683.75	5,134,992	21,449,915	1	56,361,247	2,561,874.75	6,245,714	21,449,915	1	34,693,536	3,153,957.75	6,385,923.5	20,331,895	3	0	484	264	0.408082	0.212912	268	97.611115	89.260864	7,967.501465	0	0	100.400002	75.217392	148.666672	23	1,730	12	1,784	8,192	2,050	21	20	204,149	5,830.512695	210,844	200,187	11,360,298	7,620,304.5	20,131,476	6,367,360	Benign	Benign
73	1	1	6	6	6	6	0	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	13,698.629883	13,698.629883	6	6	0	0	0	1	9	6	6	1	6	1	6	253	2,050	0	20	0	0	0	0	0	0	0	0	Benign	Benign
512	11	4	172	326	79	15.636364	31.449238	163	81.5	94.108093	972,656.25	29,296.875	36.57143	29.042976	80	1	512	51.200001	43.42503	127	1	284	94.666664	158.774475	278	2	0	368	144	21,484.375	7,812.5	163	31.125	57.860607	3,347.850098	0	0	33.200001	15.636364	81.5	11	172	4	326	29,200	2,081	4	32	0	0	0	0	0	0	0	0	Benign	Benign
1,100	10	6	3,150	3,152	1,575	315	632.561646	1,576	525.333313	813.842896	5,729,090.909091	14,545.454545	73.333336	220.309097	867	1	1,100	122.222221	301.096252	922	1	1,026	205.199997	375.298828	867	1	0	336	208	9,090.90918	5,454.54541	1,576	370.705872	671.975708	451,551.34375	0	0	393.875	315	525.333313	10	3,150	6	3,152	29,200	2,081	3	32	0	0	0	0	0	0	0	0	Benign	Benign
15,745	17	13	3,452	6,666	1,313	203.058823	425.778473	3,069	512.769226	948.171997	642,616.703715	1,905.366783	542.93103	2,557.74707	13,828	1	15,745	984.0625	3,431.506836	13,828	1	15,655	1,304.583374	4,144.950684	14,460	1	0	560	408	1,079.707886	825.658936	3,069	326.387085	695.3573	483,521.78125	0	0	337.266663	203.058823	512.769226	17	3,452	13	6,666	29,200	0	10	32	0	0	0	0	0	0	0	0	Benign	Benign
1,135	9	6	3,150	3,150	1,575	350	694.509705	1,575	525	813.326477	5,550,660.792952	13,215.859031	81.071426	226.610977	864	1	1,135	141.875	324.625702	942	3	1,049	209.800003	373.4216	864	1	0	304	208	7,929.515625	5,286.34375	1,575	393.75	704.361389	496,125	0	0	420	350	525	9	3,150	6	3,150	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
425	10	4	165	326	79	16.5	33.012623	163	81.5	94.108093	1,155,294.117647	32,941.176471	32.692307	25.137569	78	1	425	47.222221	44.971596	140	1	262	87.333336	109.436432	211	3	0	336	144	23,529.412109	9,411.764648	163	32.733334	59.520065	3,542.638184	0	0	35.07143	16.5	81.5	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	Benign	Benign
1,122	10	6	3,150	3,152	1,575	315	632.561646	1,576	525.333313	813.842896	5,616,755.793226	14,260.249554	74.800003	212.528381	839	1	1,122	124.666664	281.873199	872	1	996	199.199997	363.030579	839	2	0	336	208	8,912.65625	5,347.59375	1,576	370.705872	671.975708	451,551.34375	0	0	393.875	315	525.333313	10	3,150	6	3,152	29,200	2,081	3	32	0	0	0	0	0	0	0	0	Benign	Benign
625	11	4	172	326	79	15.636364	31.449238	163	81.5	94.108093	796,800	24,000	44.642857	36.197338	128	1	625	62.5	44.895557	128	1	369	123	207.8461	363	3	0	368	144	17,600	6,400	163	31.125	57.860607	3,347.850098	0	0	33.200001	15.636364	81.5	11	172	4	326	29,200	2,081	4	32	0	0	0	0	0	0	0	0	Benign	Benign
1,155	9	6	3,226	3,232	1,613	358.444458	711.266174	1,616	538.666687	834.49884	5,591,341.991342	12,987.012987	82.5	196.309311	761	1	1,155	144.375	302.607208	891	1	1,039	207.800003	311.552094	761	47	0	304	208	7,792.208008	5,194.805176	1,616	403.625	722.026794	521,322.65625	0	0	430.533325	358.444458	538.666687	9	3,226	6	3,232	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
457	11	4	172	326	79	15.636364	31.449238	163	81.5	94.108093	1,089,715.536105	32,822.757112	32.642857	25.275732	82	1	457	45.700001	34.496536	92	1	296	98.666664	128.710266	245	3	0	368	144	24,070.021484	8,752.735352	163	31.125	57.860607	3,347.850098	0	0	33.200001	15.636364	81.5	11	172	4	326	29,200	2,081	4	32	0	0	0	0	0	0	0	0	Benign	Benign
1,175	9	6	3,226	3,232	1,613	358.444458	711.266174	1,616	538.666687	834.49884	5,496,170.212766	12,765.957447	83.928574	210.590179	811	-1	1,175	146.875	309.230133	910	1	1,042	208.399994	344.224915	811	3	0	304	208	7,659.574707	5,106.382813	1,616	403.625	722.026794	521,322.65625	0	0	430.533325	358.444458	538.666687	9	3,226	6	3,232	29,200	260	2	32	0	0	0	0	0	0	0	0	Benign	Benign
54,462	11	6	2,868	2,790	1,430	260.727264	578.106079	1,395	465	720.374878	103,888.950094	312.144247	3,403.875	13,290.255859	53,238	1	54,462	5,446.200195	16,833.595703	53,349	1	54,394	10,878.799805	23,736.951172	53,336	1	0	368	208	201.975693	110.168556	1,430	314.333344	604.073608	364,904.9375	0	0	332.823517	260.727264	465	11	2,868	6	2,790	29,200	2,075	4	32	0	0	0	0	0	0	0	0	Benign	Benign
61,588	11	6	2,866	2,676	1,429	260.545441	577.701538	1,338	446	690.940247	89,985.062025	276.027798	3,849.25	15,210.007813	60,886	0	61,588	6,158.799805	19,254.3125	60,956	0	61,569	12,313.799805	27,208.5	60,985	1	0	368	208	178.606216	97.421577	1,429	307.888885	592.019592	350,487.15625	0	0	326	260.545441	446	11	2,866	6	2,676	29,200	2,075	4	32	0	0	0	0	0	0	0	0	Benign	Benign
285,298	22	12	5,970	1,138	2,804	271.363647	696.788879	212	94.833336	79.791588	24,914.300135	119.173636	8,645.393555	42,597.351563	242,731	1	285,298	13,585.619141	53,230.695313	242,731	1	284,295	25,845	85,287.171875	282,995	3	0	720	400	77.11235	42.061283	2,804	203.085709	557.047668	310,302.09375	0	0	209.058823	271.363647	94.833336	22	5,970	12	1,138	29,200	2,081	11	32	0	0	0	0	0	0	0	0	Benign	Benign
66,026,109	39	34	12,254	6,204	1,793	314.205139	495.927368	348	182.470581	120.926285	279.556077	1.105623	917,029.3125	6,148,586.5	51,448,528	1	66,026,109	1,737,529.125	8,430,942	51,448,528	3	14,360,860	435,177.5625	1,743,332.625	7,778,632	3	0	804	704	0.590675	0.514948	1,793	249.432434	373.922699	139,818.1875	0	0	252.849319	314.205139	182.470581	39	12,254	34	6,204	8,192	2,053	37	20	219,753.5	8,215.874023	225,563	213,944	6,960,254.5	857,916.375	7,566,893	6,353,616	Benign	Benign
71	1	1	6	6	6	6	0	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	14,084.506836	14,084.506836	6	6	0	0	0	1	9	6	6	1	6	1	6	251	2,053	0	20	0	0	0	0	0	0	0	0	Benign	Benign
59,002,797	17	11	3,298	6,654	1,293	194	422.123047	3,069	604.909119	1,009.026489	168.66997	0.474554	2,185,288.75	11,343,837	58,946,457	1	59,002,797	3,687,674.75	14,735,679	58,946,457	1	15,124	1,512.400024	4,428.921875	14,112	3	0	560	368	0.288122	0.186432	3,069	343.172424	714.192261	510,070.5625	0	0	355.428558	194	604.909119	17	3,298	11	6,654	29,200	2,076	8	32	0	0	0	0	0	0	0	0	Benign	Benign
1,151	9	6	3,110	3,108	1,555	345.555542	685.690552	1,554	518	802.482178	5,402,258.9053	13,032.14596	82.214287	212.750549	818	1	1,151	143.875	344.075348	991	1	1,087	217.399994	337.454895	818	47	0	304	208	7,819.287598	5,212.858398	1,555	388.625	695.193604	483,294.125	0	0	414.533325	345.555542	518	9	3,110	6	3,108	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
371	10	4	165	326	79	16.5	33.012623	163	81.5	94.108093	1,323,450.134771	37,735.849057	28.538462	21.053961	49	1	371	41.222221	34.726711	100	1	219	73	84.326744	167	4	0	336	144	26,954.177734	10,781.670898	163	32.733334	59.520065	3,542.638184	0	0	35.07143	16.5	81.5	10	165	4	326	29,200	2,081	3	32	0	0	0	0	0	0	0	0	Benign	Benign
1,145	9	6	3,108	3,108	1,554	345.333344	685.249573	1,554	518	802.482178	5,428,820.960699	13,100.436681	81.785713	207.063049	798	1	1,145	143.125	301.416382	887	1	1,059	211.800003	329.108185	798	47	0	304	208	7,860.262207	5,240.174805	1,554	388.5	694.96991	482,983.1875	0	0	414.399994	345.333344	518	9	3,108	6	3,108	29,200	260	2	32	0	0	0	0	0	0	0	0	Benign	Benign
101,567	21	12	5,803	1,138	2,740	276.333344	695.933838	212	94.833336	79.791588	68,339.125897	324.908681	3,173.96875	12,306.138672	55,595	1	101,567	5,078.350098	15,414.117188	55,595	1	100,772	9,161.09082	30,011.474609	99,648	4	0	688	400	206.760071	118.148613	2,740	204.147064	551.884094	304,576.0625	0	0	210.333328	276.333344	94.833336	21	5,803	12	1,138	29,200	2,081	10	32	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	39	0	39	19.5	27.577164	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	39	26	22.516661	507	1	0	39	19.5	0	2	39	0	0	245	-1	0	32	0	0	0	0	0	0	0	0	Benign	Benign
119,719,148	231	0	0	0	0	0	0	0	0	0	0	1.929516	520,518.03125	2,274,525.75	20,694,308	0	119,719,148	520,518.03125	2,274,525.75	20,694,308	0	0	0	0	0	0	0	0	0	1.929516	0	0	0	0	0	0	0	0	0	0	231	0	0	0	-1	-1	0	0	8,721,244	8,761,761	22,509,459	17	12,685,486	5,296,658	20,694,308	6,499,982	Benign	Benign
8	7	0	192	0	31	27.428572	9.449112	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	31	27.875	8.838835	78.125	1	0	31.857143	27.428572	0	7	192	0	0	1,013	-1	6	20	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	37	0	31	18.5	17.67767	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	31	22.666666	14.433757	208.333328	1	0	34	18.5	0	2	37	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	12	0	6	6	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	0	0	0	1	9	6	0	2	12	0	0	1,013	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
12	13	0	378	0	31	29.076923	6.933753	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	1,083,333.375	0	31	29.214285	6.681531	44.642857	1	0	31.461538	29.076923	0	13	378	0	0	1,013	-1	12	20	0	0	0	0	0	0	0	0	Benign	Benign
4	2	0	12	0	6	6	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	0	0	0	1	9	6	0	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
1	2	0	12	0	6	6	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	0	0	0	1	9	6	0	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
3	2	0	12	0	6	6	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	666,666.6875	0	6	6	0	0	0	1	9	6	0	2	12	0	0	913	-1	1	20	0	0	0	0	0	0	0	0	Benign	Benign
224,644	5	2	0	0	0	0	0	0	0	0	0	31.160414	37,440.667969	91,610.59375	224,440	3	224,644	56,161	112,186.015625	224,440	3	3	3	0	3	3	0	184	80	22.257439	8.902975	0	0	0	0	0	0	0	0	0	5	0	2	0	65,535	8,192	0	32	0	0	0	0	0	0	0	0	Benign	Benign
1,224	11	5	92	5,820	39	8.363636	15.396576	2,910	1,164	1,217.350342	4,830,065.359477	13,071.895425	81.599998	176.774185	683	1	1,224	122.400002	225.748734	683	1	358	89.5	165.727692	338	3	0	376	176	8,986.927734	4,084.967285	2,910	347.764709	815.835571	665,587.6875	0	0	369.5	8.363636	1,164	11	92	5	5,820	65,535	2,081	4	32	0	0	0	0	0	0	0	0	Benign	Benign
65,511,209	6	6	288	288	48	48	0	48	48	0	8.792388	0.183175	5,955,564.5	19,258,082	64,004,884	3	65,511,097	13,102,219	28,462,970	64,004,961	3	65,511,105	13,102,221	28,462,988	64,004,995	3	0	120	120	0.091587	0.091587	48	48	0	0	0	0	52	48	48	6	288	6	288	-1	-1	5	20	1,506,210	0	1,506,210	1,506,210	64,004,884	0	64,004,884	64,004,884	Benign	Benign
1,829	5	2	0	0	0	0	0	0	0	0	0	3,827.227993	304.833344	645.217896	1,620	2	1,829	457.25	777.915771	1,620	2	4	4	0	4	4	0	184	80	2,733.734375	1,093.493652	0	0	0	0	0	0	0	0	0	5	0	2	0	65,535	8,192	0	32	0	0	0	0	0	0	0	0	Benign	Benign
1,403	5	2	0	0	0	0	0	0	0	0	0	4,989.308624	233.833328	498.814362	1,251	3	1,403	350.75	601.447876	1,251	4	3	3	0	3	3	0	184	80	3,563.791992	1,425.516724	0	0	0	0	0	0	0	0	0	5	0	2	0	65,535	8,192	0	32	0	0	0	0	0	0	0	0	Benign	Benign
2,489	19	12	298	738	64	15.684211	24.009378	144	61.5	62.393909	416,231.41824	12,454.801125	82.966667	219.448135	1,227	1	2,489	138.277771	277.260712	1,227	3	2,433	221.181824	433.082397	1,454	1	0	632	352	7,633.587891	4,821.213379	144	32.375	47.423794	2,249.016113	0	0	33.419353	15.684211	61.5	19	298	12	738	65,535	0	8	32	0	0	0	0	0	0	0	0	Benign	Benign
156,516	17	8	284	714	64	16.705883	25.25808	144	89.25	58.96912	6,376.34491	159.728079	6,521.5	31,610.351563	154,927	3	156,516	9,782.25	38,705.398438	154,927	4	1,374	196.285721	252.743423	609	3	0	568	272	108.615097	51.112984	144	38.384617	50.876381	2,588.40625	0	0	39.919998	16.705883	89.25	17	284	8	714	65,535	2,081	6	32	0	0	0	0	0	0	0	0	Benign	Benign
1,151	9	6	3,130	3,124	1,565	347.777771	690.100159	1,562	520.666687	806.613342	5,433,536.055604	13,032.14596	82.214287	210.738327	810	2	1,151	143.875	323.399109	939	2	1,049	209.800003	339.272308	810	3	0	304	208	7,819.287598	5,212.858398	1,565	390.875	699.218872	488,907.0625	0	0	416.933319	347.777771	520.666687	9	3,130	6	3,124	29,200	2,081	2	32	0	0	0	0	0	0	0	0	Benign	Benign
113,976,922	267	0	20,447	0	153	76.580521	44.140625	0	0	0	179.395966	2.342579	428,484.65625	3,701,805.25	48,523,116	0	113,976,922	428,484.65625	3,701,805.25	48,523,116	0	0	0	0	0	0	0	5,078	0	2.34258	0	153	76.649254	44.07225	1,942.363403	0	0	76.936333	76.580521	0	267	20,447	0	0	-1	-1	266	0	2,745,981.5	5,491,934.5	10,983,883	14	25,498,178	18,833,046	48,523,116	5,463,561	Benign	Benign
1,048,289	7	4	438	432	221	62.57143	106.867294	216	108	124.707657	829.923809	10.49329	104,828.898438	220,810.890625	721,217	59	1,048,289	174,714.828125	273,449.84375	721,217	143	189,483	63,161	54,389.867188	95,094	360	0	232	136	6.677548	3.815742	221	72.5	107.096809	11,469.727539	0	0	79.090912	62.57143	108	7	438	4	432	29,200	66	2	32	0	0	0	0	0	0	0	0	Benign	Benign
1,082,649	52	53	217	102,458	217	4.173077	30.092485	4,344	1,933.1698	854.487488	94,836.830773	96.984341	10,410.086914	61,991.5625	606,247	1	1,082,649	21,228.412109	87,670.625	606,247	1	381,758	7,341.5	25,015.091797	95,210	1	0	1,672	1,704	48.030342	48.954002	4,344	968.63208	1,140.715088	1,301,230.875	0	0	977.857117	4.173077	1,933.1698	52	217	53	102,458	29,200	237	1	32	0	0	0	0	0	0	0	0	Benign	Benign
1,084,750	5	3	210	110	210	42	93.914856	110	36.666668	63.50853	294.998848	7.374971	154,964.28125	329,191.5	894,653	61	1,084,750	271,187.5	418,035.875	894,653	210	95,342	47,671	66,705.625	94,839	503	0	168	104	4.609357	2.765614	210	35.555557	74.851707	5,602.777832	0	0	40	42	36.666668	5	210	3	110	29,200	118	1	32	0	0	0	0	0	0	0	0	Benign	Benign
1,073,099	88	101	648	205,141	220	7.363636	39.42873	4,344	2,031.098999	850.066895	191,770.749949	176.125409	5,707.973633	30,182.101563	354,691	0	1,073,099	12,334.47168	43,612.019531	354,691	2	580,358	5,803.580078	20,374.089844	96,038	1	0	2,824	3,240	82.005478	94.119926	4,344	1,083.099976	1,186.727783	1,408,322.75	0	0	1,088.830688	7.363636	2,031.098999	88	648	101	205,141	29,200	254	3	32	0	0	0	0	0	0	0	0	Benign	Benign
8,439,803	26	30	831	29,479	249	31.961538	63.511562	2,864	982.633362	945.503296	3,591.316053	6.635226	153,450.96875	847,487.625	6,000,678	1	6,426,835	257,073.40625	1,196,848.875	6,000,922	3	8,389,185	289,282.25	1,159,789	6,000,678	1	0	540	612	3.080641	3.554585	2,864	531.754395	833.476929	694,683.8125	0	0	541.25	31.961538	982.633362	26	831	30	29,479	29,200	70	25	20	426,053	0	426,053	426,053	6,000,678	0	6,000,678	6,000,678	Benign	Benign
67,037,196	8	8	384	384	48	48	0	48	48	0	11.456326	0.238673	4,469,146.5	14,271,655	55,956,316	44,916	66,990,997	9,570,142	20,477,636	56,001,261	992,873	66,991,090	9,570,156	20,478,190	56,002,515	991,683	0	160	160	0.119337	0.119337	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	11,034,681	0	11,034,681	11,034,681	55,956,316	0	55,956,316	55,956,316	Benign	Benign
68,045,057	8	8	384	384	48	48	0	48	48	0	11.286639	0.235138	4,536,337	14,525,054	56,943,904	57,451	67,987,500	9,712,500	20,855,822	57,001,355	989,295	67,987,529	9,712,504	20,855,866	57,001,461	989,348	0	160	160	0.117569	0.117569	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	11,043,596	0	11,043,596	11,043,596	56,943,904	0	56,943,904	56,943,904	Benign	Benign
70,053,281	3	3	144	144	48	48	0	48	48	0	4.111156	0.085649	14,010,656	29,592,712	66,904,116	93,919	69,959,076	34,979,536	45,281,160	66,998,152	2,960,924	69,959,362	34,979,680	45,281,196	66,998,321	2,961,041	0	72	72	0.042825	0.042825	48	48	0	0	0	0	56	48	48	3	144	3	144	-1	-1	2	20	3,054,960	0	3,054,960	3,054,960	66,904,116	0	66,904,116	66,904,116	Benign	Benign
70,052,323	9	9	432	432	48	48	0	48	48	0	12.333638	0.256951	4,120,725	13,643,811	56,950,908	50,355	70,001,903	8,750,238	19,499,446	57,001,263	1,007,294	70,001,809	8,750,226	19,499,478	57,001,328	1,007,146	0	192	192	0.128475	0.128475	48	48	0	0	0	0	50.666668	48	48	9	432	9	432	-1	-1	8	8	13,050,995	0	13,050,995	13,050,995	56,950,908	0	56,950,908	56,950,908	Benign	Benign
69,066,158	9	9	432	432	48	48	0	48	48	0	12.509745	0.26062	4,062,715.25	13,641,278	56,905,000	96,111	68,969,822	8,621,228	19,553,860	57,001,352	971,635	68,969,976	8,621,247	19,553,846	57,001,336	971,844	0	192	192	0.13031	0.13031	48	48	0	0	0	0	50.666668	48	48	9	432	9	432	-1	-1	8	8	12,064,822	0	12,064,822	12,064,822	56,905,000	0	56,905,000	56,905,000	Benign	Benign
67,987,663	6	6	288	288	48	48	0	48	48	0	8.472125	0.176503	6,180,696.5	20,170,720	66,991,029	3	67,987,529	13,597,506	29,851,050	66,991,109	3	67,987,515	13,597,503	29,851,082	66,991,163	3	0	168	168	0.088251	0.088251	48	48	0	0	0	0	52	48	48	6	288	6	288	-1	-1	5	20	996,497	0	996,497	996,497	66,991,028	0	66,991,029	66,991,029	Benign	Benign
68,014,799	8	8	384	384	48	48	0	48	48	0	11.29166	0.235243	4,534,320	14,536,941	56,977,668	23,512	67,991,012	9,713,002	20,855,544	57,001,279	992,802	67,991,054	9,713,008	20,855,620	57,001,455	992,612	0	160	160	0.117621	0.117621	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	11,013,344	0	11,013,344	11,013,344	56,977,668	0	56,977,668	56,977,668	Benign	Benign
72,994,028	9	9	432	432	48	48	0	48	48	0	11.836585	0.246596	4,293,766.5	14,124,443	58,976,269	23,583	72,970,218	9,121,277	20,154,566	59,001,278	1,979,154	72,970,010	9,121,251	20,154,092	59,000,079	1,978,719	0	192	192	0.123298	0.123298	48	48	0	0	0	0	50.666668	48	48	9	432	9	432	-1	-1	8	8	13,993,949	0	13,993,949	13,993,949	58,976,268	0	58,976,269	58,976,269	Benign	Benign
72,018,466	8	8	384	384	48	48	0	48	48	0	10.663932	0.222165	4,801,231	14,741,425	57,920,399	80,806	71,937,445	10,276,778	21,056,926	58,001,243	1,989,417	71,937,409	10,276,773	21,057,006	58,001,420	1,989,170	0	160	160	0.111083	0.111083	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	14,017,046	0	14,017,046	14,017,046	57,920,400	0	57,920,399	57,920,399	Benign	Benign
72,017,628	8	8	384	384	48	48	0	48	48	0	10.664056	0.222168	4,801,175	14,501,067	56,970,996	30,160	71,987,468	10,283,924	20,630,588	57,001,215	1,993,119	71,987,277	10,283,897	20,630,570	57,001,156	1,993,184	0	160	160	0.111084	0.111084	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	15,016,472	0	15,016,472	15,016,472	56,970,996	0	56,970,996	56,970,996	Benign	Benign
60,326,922	11	9	6,529	4,233	2,741	593.545471	877.129211	1,460	470.333344	624.252136	178.394648	0.331527	3,175,101.25	13,753,901	59,971,485	2	60,326,922	6,032,692	18,952,256	59,971,485	2	277,055	34,631.875	35,399.769531	97,723	48	0	232	192	0.18234	0.149187	2,741	512.476196	747.060669	558,099.6875	0	0	538.099976	593.545471	470.333344	11	6,529	9	4,233	8,192	508	10	20	0	0	0	0	0	0	0	0	Benign	Benign
73,069,201	8	8	384	384	48	48	0	48	48	0	10.510584	0.218971	4,871,280	14,999,789	58,923,754	77,412	72,991,062	10,427,295	21,431,948	59,001,166	1,996,473	72,991,329	10,427,333	21,432,248	59,001,893	1,996,528	0	172	172	0.109485	0.109485	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	14,067,308	0	14,067,308	14,067,308	58,923,752	0	58,923,754	58,923,754	Benign	Benign
74,071,787	8	8	384	384	48	48	0	48	48	0	10.36832	0.216007	4,938,119	14,996,269	58,920,321	80,678	73,991,109	10,570,158	21,385,276	59,001,168	1,992,945	73,990,495	10,570,071	21,385,230	59,000,999	1,992,833	0	172	172	0.108003	0.108003	48	48	0	0	0	0	51	48	48	8	384	8	384	-1	-1	7	8	15,070,788	0	15,070,788	15,070,788	58,920,320	0	58,920,321	58,920,321	Benign	Benign

End of preview. Expand in Data Studio

source: https://www.kaggle.com/datasets/dhoogla/cicidscollection

About Dataset The Canadian Institute for Cybersecurity has published several datasets for network intrusion detection. Four of them: CIC-IDS2017, CIC-DoS2017, CSE-CIC-IDS2018 and CIC-DDoS2019 are collated here into one collection, cleaned up and with harmonized labeling.

The intent behind this collection is simple: to have a larger, more varied set of NIDS samples for more powerful analyses by researchers. Too often, researchers still rely on the individual datasets even though the full set is compatible out-of-the-box. The parts have been created for the same purpose and they have been processed with the same feature extraction tool chain.

This collection also takes into account 2 articles in which flawed features were discovered. Those features have been removed from the dataset. See the cleanup notebook for more information.

If you make use of this combined version, please credit the original authors. The relevant publications are cited here on Kaggle alongside the individual datasets and they are also readily available at the CIC's official dataset distribution page

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