Datasets:

transformer112
/

cicids2017-ids-dataset

Destination Port int32	Flow Duration float32	Total Fwd Packets int32	Total Backward Packets int32	Total Length of Fwd Packets int32	Total Length of Bwd Packets int32	Fwd Packet Length Max int32	Fwd Packet Length Min int32	Fwd Packet Length Mean float32	Fwd Packet Length Std float32	Bwd Packet Length Max int32	Bwd Packet Length Min int32	Bwd Packet Length Mean float32	Bwd Packet Length Std float32	Flow Bytes/s float32	Flow Packets/s float32	Flow IAT Mean float32	Flow IAT Std float32	Flow IAT Max float32	Flow IAT Min float32	Fwd IAT Mean float32	Fwd IAT Std float32	Fwd IAT Min float32	Bwd IAT Total int32	Bwd IAT Mean float32	Bwd IAT Std float32	Bwd IAT Max int32	Bwd IAT Min int32	Fwd PSH Flags int32	Fwd Header Length float32	Bwd Header Length float32	Fwd Packets/s float32	Bwd Packets/s float32	Min Packet Length int32	Max Packet Length int32	Packet Length Mean float32	Packet Length Std float32	Packet Length Variance float32	FIN Flag Count int32	PSH Flag Count int32	ACK Flag Count int32	URG Flag Count int32	Down/Up Ratio int32	Init_Win_bytes_forward float32	Init_Win_bytes_backward float32	act_data_pkt_fwd int32	min_seg_size_forward float32	Active Mean float32	Active Std float32	Active Max int32	Active Min int32	Idle Mean float32	Idle Std float32	Idle Max int32	Idle Min int32	Label large_string	Source IP large_string	Destination IP large_string	Label_Binary int32
109	41	1	1	0	6	0	0	0	0	6	6	6	0	146,341.46875	48,780.488281	41	0	41	41	0	0	0	0	0	0	0	0	0	40	20	24,390.244141	24,390.244141	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
80	115,171,368	16	14	508	1,397	424	0	31.75	104.61071	1,391	0	99.785713	371.640472	16.540569	0.260481	3,971,426.5	4,867,623.5	10,000,000	24	7,678,091	4,181,481.5	747	110,000,000	8,499,893	3,761,540.5	10,000,000	5,503	0	332	424	0.138923	0.121558	0	1,391	61.451614	258.078247	66,604.390625	0	1	0	0	0	8,192	946	15	20	48,395.910156	29,655.792969	137,811	39,266	9,996,950	15,794.969727	10,000,000	9,950,137	BENIGN	192.168.10.50	192.168.10.3	0
80	87,056,544	78	64	27,908	14,043	555	0	357.794861	258.624542	255	0	219.421875	88.653206	481.882202	1.631124	617,422.3125	2,092,468.875	10,007,358	15	1,130,604.5	2,739,030.25	753	84,579,254	1,342,527.875	3,022,210.5	10,044,286	15	0	1,620	1,352	0.895969	0.735154	0	555	293.363647	212.38414	45,107.023438	0	1	0	0	0	8,192	167	73	20	2,602,394.75	3,369,413	8,475,416	24,122	9,480,367	986,988.6875	10,007,358	7,257,916	BENIGN	192.168.10.8	205.174.165.80	0
37,472	79	1	1	0	0	0	0	0	0	0	0	0	0	0	25,316.455078	79	0	79	79	0	0	0	0	0	0	0	0	0	32	32	12,658.227539	12,658.227539	0	0	0	0	0	0	0	1	1	1	114	229	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.51	192.168.10.3	0
443	5,317,114	6	6	1,598	1,244	1,297	0	266.333344	513.015686	1,062	2	207.333328	421.835815	534.500488	2.256863	483,374	1,438,455.875	4,814,326	3	100,557	186,888.890625	196	5,284,365	1,056,873	2,205,993.5	5,000,196	3	0	132	124	1.128432	1.128432	0	1,297	218.615387	434.728943	188,989.25	0	1	0	0	1	8,192	32,425	5	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.25	8.8.8.8	0
80	23,521	1	1	0	0	0	0	0	0	0	0	0	0	0	85.030396	23,521	0	23,521	23,521	0	0	0	0	0	0	0	0	0	32	32	42.515198	42.515198	0	0	0	0	0	0	0	1	1	1	1,079	31	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.9	8.8.8.8	0
443	5,320,558	5	1	135	46	46	6	27	20.124611	46	46	46	0	34.01899	1.127701	1,064,111.625	2,241,043.25	5,070,356	3	1,330,139.5	2,496,242.5	3	0	0	0	0	0	1	100	20	0.939751	0.18795	6	46	32.42857	18.866701	355.952393	0	0	1	0	0	16,099	118	4	20	249,504	0	249,504	249,504	5,070,356	0	5,070,356	5,070,356	BENIGN	192.168.10.8	205.174.165.80	0
443	109,236	13	7	894	3,426	405	0	68.769234	127.123398	1,498	0	489.428558	688.554993	39,547.402344	183.089828	5,749.263184	9,278.832031	23,352	1	9,103	10,966.87207	1	83,264	13,877.333008	14,582.854492	33,461	232	0	428	232	119.008385	64.081436	0	1,498	205.714279	440.916565	194,407.421875	0	1	0	0	0	65,535	122	6	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.17	8.8.8.8	0
80	112,294	4	4	436	858	436	0	109	218	858	0	214.5	429	11,523.322266	71.241562	16,042	24,584.181641	52,356	1	37,423.667969	25,083.265625	8,469	61,159	20,386.333984	35,143.152344	60,966	1	0	92	92	35.620781	35.620781	0	858	143.777771	304.18161	92,526.445313	0	1	0	0	1	8,192	31	1	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.8	192.168.10.3	0
443	179,889	10	5	1,136	1,167	885	0	113.599998	275.361267	1,029	0	233.399994	448.750275	12,802.338867	83.38475	12,849.213867	20,582.992188	50,287	49	19,987.666016	26,604.685547	49	115,776	28,944	25,659.783203	50,670	475	0	332	168	55.589836	27.794918	0	1,029	143.9375	322.269135	103,857.398438	0	1	0	0	0	65,535	116	5	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.17	192.168.10.3	0
80	62,146	4	5	431	2,267	431	0	107.75	215.5	1,448	0	453.399994	659.470825	43,413.894531	144.820267	7,768.25	13,384.572266	29,563	1	20,712	15,688.420898	2,605	32,895	8,223.75	15,989.495117	32,204	1	0	136	168	64.364563	80.455704	0	1,448	269.799988	497.248596	247,256.171875	0	1	0	0	1	29,200	235	1	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.14	205.174.165.80	0
443	244	3	1	0	0	0	0	0	0	0	0	0	0	0	16,393.443359	81.333336	117.95903	217	3	122	168.291412	3	0	0	0	0	0	0	60	32	12,295.082031	4,098.36084	0	0	0	0	0	1	0	0	0	0	0	986	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.51	205.174.165.80	0
80	85,620,376	8	5	415	11,595	415	0	51.875	146.724655	10,147	0	2,319	4,420.67627	140.27034	0.151833	7,135,031.5	24,400,000	84,600,000	0	12,200,000	31,900,000	0	1,483	370.75	374.535614	876	5	0	272	168	0.093436	0.058397	0	10,147	857.857117	2,702.245117	7,302,128.5	0	0	1	0	0	274	235	1	32	985	0	985	985	84,600,000	0	84,600,000	84,600,000	DoS Hulk	205.174.165.73	192.168.10.50	1
80	101,821	3	4	26	11,601	20	0	8.666667	10.263203	8,675	0	2,900.25	4,088.041992	114,190.585938	68.7481	16,970.166016	32,360.322266	80,931	48	10,329	14,403.764648	144	101,653	33,884.332031	41,995.390625	80,931	184	0	72	92	29.46347	39.284626	0	8,675	1,453.375	3,091.095703	9,554,872	0	1	0	0	1	8,192	229	2	20	0	0	0	0	0	0	0	0	DDoS	205.174.165.70	192.168.10.50	1
443	3	1	1	31	6	31	31	31	0	6	6	6	0	12,333,333	666,666.6875	3	0	3	3	0	0	0	0	0	0	0	0	1	20	20	333,333.34375	333,333.34375	6	31	22.666666	14.433757	208.333328	0	0	1	0	1	165	165	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.8	205.174.165.80	0
443	63,097,204	7	2	187	92	46	6	26.714285	20.089087	46	46	46	0	4.421749	0.142637	7,887,150.5	20,700,000	59,000,000	4	10,500,000	23,800,000	4	59,000,000	59,000,000	0	59,000,000	59,000,000	1	140	40	0.11094	0.031697	6	46	32.5	18.863544	355.833344	0	0	1	0	0	1,963	268	6	20	15,298	0	15,298	15,298	59,000,000	0	59,000,000	59,000,000	BENIGN	192.168.10.51	8.8.8.8	0
80	83,529,120	6	7	389	11,595	371	0	64.833336	150.019226	5,792	0	1,656.428589	2,119.480225	143.470917	0.155634	6,960,760	24,100,000	83,400,000	1	16,700,000	37,300,000	1	83,500,000	13,900,000	34,000,000	83,400,000	54	0	164	232	0.071831	0.083803	0	5,792	856.428589	1,664.763184	2,771,436.25	1	0	0	0	1	0	235	3	20	9,969	0	9,969	9,969	83,400,000	0	83,400,000	83,400,000	DoS Hulk	205.174.165.73	192.168.10.50	1
80	84,743,120	5	7	355	11,595	343	0	71	152.082214	4,344	0	1,656.428589	1,760.59729	141.014389	0.141604	7,703,920	25,500,000	84,600,000	1	21,200,000	42,300,000	1	84,700,000	14,100,000	34,500,000	84,600,000	47	0	144	232	0.059002	0.082603	0	4,344	919.692322	1,497.954712	2,243,868.5	1	0	0	0	1	0	235	2	20	11,013	0	11,013	11,013	84,600,000	0	84,600,000	84,600,000	DoS Hulk	205.174.165.73	192.168.10.50	1
50,001	99	2	2	4	12	2	2	2	0	6	6	6	0	161,616.15625	40,404.039063	33	27.730848	50	1	50	0	50	1	1	0	1	1	0	48	40	20,202.019531	20,202.019531	2	6	3.6	2.19089	4.8	0	1	0	0	1	1,024	0	1	24	0	0	0	0	0	0	0	0	BENIGN	192.168.10.17	205.174.165.80	0
80	117,361,080	20	19	4,437	645	1,479	0	221.850006	541.828003	215	0	33.947369	80.546379	43.302258	0.332308	3,088,449.5	4,560,324	10,000,000	2	6,176,899	4,784,251.5	23,186	112,000,000	6,235,035.5	4,919,350.5	10,100,000	2	0	648	616	0.170414	0.161894	0	1,479	127.050003	394.036621	155,264.875	0	1	0	0	0	29,200	1,177	3	32	181,558.265625	523,651.3125	1,760,423	22,978	10,000,000	8,041.494629	10,000,000	10,000,000	BENIGN	192.168.10.15	205.174.165.80	0
56,447	45	1	1	6	6	6	6	6	0	6	6	6	0	266,666.65625	44,444.445313	45	0	45	45	0	0	0	0	0	0	0	0	0	20	20	22,222.222656	22,222.222656	6	6	6	0	0	0	0	1	1	1	30,016	63,982	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.16	205.174.165.80	0
80	376,471	3	5	1,583	1,126	1,583	0	527.666687	913.945496	1,126	0	225.199997	503.5625	7,195.773438	21.249977	53,781.570313	91,031.835938	187,155	3	93,599.5	132,052.90625	224	189,558	47,389.5	93,372.945313	187,441	3	0	104	168	7.968741	13.281236	0	1,583	301	608.1073	369,794.5	0	1	0	0	1	29,200	159	1	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.50	205.174.165.80	0
443	79,268	2	1	0	31	0	0	0	0	31	31	31	0	391.078369	37.846294	39,634	56,046.699219	79,265	3	3	0	3	0	0	0	0	0	0	40	32	25.230862	12.615431	0	31	7.75	15.5	240.25	1	0	0	0	0	0	118	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.50	192.168.10.3	0
80	100,470,856	6	6	313	11,595	313	0	52.166668	127.781715	5,792	0	1,932.5	2,179.547119	118.521935	0.119438	9,133,714	30,200,000	100,000,000	1	20,100,000	44,800,000	1	181,307	36,261.398438	71,806.0625	164,062	70	0	200	200	0.059719	0.059719	0	5,792	916	1,716.335815	2,945,808.75	0	0	1	0	1	251	235	1	32	4	0	4	4	100,000,000	0	100,000,000	100,000,000	DoS Hulk	205.174.165.73	192.168.10.50	1
27,782	36,880	20	14	19,897	0	1,448	0	994.849976	630.756226	0	0	0	0	539,506.5	921.908875	1,117.575806	5,261.819824	29,713	0	1,941.052612	6,894.615234	1	30,012	2,308.615479	8,318.723633	29,995	0	0	664	464	542.299377	379.609558	0	1,448	568.485718	686.906616	471,840.71875	0	1	0	0	0	65,535	362	15	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.9	192.168.10.3	0
443	118,164,728	33	46	2,196	44,406	794	0	66.545456	169.771378	2,860	0	965.347839	694.651489	394.381653	0.668558	1,514,932.375	9,226,825	58,100,000	2	3,692,647.75	14,300,000	64	118,000,000	2,623,805.75	12,100,000	58,100,000	2	0	684	932	0.279271	0.389287	0	2,860	582.525024	698.127563	487,382.09375	0	1	0	0	1	8,192	376	31	20	1,011,655.5	1,306,550.25	1,935,526	87,785	58,000,000	75,559.3125	58,100,000	58,000,000	BENIGN	192.168.10.25	8.8.8.8	0
80	85,205,024	6	7	350	11,595	332	0	58.333332	134.100952	5,792	0	1,656.428589	2,120.732178	140.191269	0.152573	7,100,418.5	24,500,000	85,000,000	1	17,000,000	38,000,000	1	85,200,000	14,200,000	34,700,000	85,100,000	45	0	164	232	0.070418	0.082155	0	5,792	853.642883	1,666.40564	2,776,908	1	0	0	0	1	0	235	3	20	9,962	0	9,962	9,962	85,000,000	0	85,000,000	85,000,000	DoS Hulk	205.174.165.73	192.168.10.50	1
443	5,229,119	9	9	394	3,204	207	0	43.777779	72.987633	1,432	0	356	576.9599	688.070007	3.442262	307,595.25	1,177,536.75	4,874,558	3	653,639.875	1,706,130.875	3	250,439	31,304.875	57,588.675781	133,437	3	0	192	192	1.721131	1.721131	0	1,432	189.368423	420.463013	176,789.140625	0	1	0	0	1	8,192	62	8	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.51	8.8.8.8	0
59,264	59	1	1	0	0	0	0	0	0	0	0	0	0	0	33,898.304688	59	0	59	59	0	0	0	0	0	0	0	0	0	20	20	16,949.152344	16,949.152344	0	0	0	0	0	0	0	1	1	1	62	255	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.25	192.168.10.3	0
22	1,547,735	39	44	2,646	7,062	408	0	67.846153	101.813438	976	0	160.5	313.55365	6,272.391602	53.626751	18,874.816406	106,803.453125	951,178	0	40,729.867188	165,582.03125	1	596,450	13,870.930664	32,750.388672	172,874	0	0	804	904	25.198112	28.428638	0	976	115.571426	240.794235	57,981.863281	0	1	0	0	1	8,192	245	37	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.51	8.8.8.8	0
5,560	44	1	1	2	6	2	2	2	0	6	6	6	0	181,818.1875	45,454.546875	44	0	44	44	0	0	0	0	0	0	0	0	0	24	20	22,727.273438	22,727.273438	2	6	3.333333	2.309401	5.333333	0	1	0	0	1	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
443	24,258	1	1	6	6	6	6	6	0	6	6	6	0	494.682159	82.447029	24,258	0	24,258	24,258	0	0	0	0	0	0	0	0	0	20	20	41.223515	41.223515	6	6	6	0	0	0	0	1	1	1	2,532	74	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.9	205.174.165.80	0
8,192	119	1	1	6	6	6	6	6	0	6	6	6	0	100,840.335938	16,806.722656	119	0	119	119	0	0	0	0	0	0	0	0	0	20	20	8,403.361328	8,403.361328	6	6	6	0	0	0	0	1	1	1	34,304	63,537	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.8	205.174.165.80	0
80	115,899,656	16	14	437	746	437	0	27.3125	109.25	746	0	53.285713	199.376892	10.207106	0.258845	3,996,539.75	4,881,337	10,000,000	42	7,726,643.5	4,162,217.25	53	111,000,000	8,506,196	3,762,486.75	10,100,000	20,604	0	520	456	0.13805	0.120794	0	746	38.161289	153.007645	23,411.339844	0	1	0	0	0	29,200	340	1	32	41,738.363281	17,507.275391	94,523	36,268	10,000,000	4,624.038086	10,000,000	9,999,189	BENIGN	192.168.10.12	192.168.10.3	0
80	37,741	3	7	26	11,601	20	0	8.666667	10.263203	4,380	0	1,657.285767	1,561.96936	308,073.4375	264.963837	4,193.444336	12,311.295898	37,023	1	18,524.5	26,196.185547	1	37,716	6,286	15,085.079102	37,078	47	0	72	152	79.489151	185.474686	0	4,380	1,057	1,468.855225	2,157,535.75	0	1	0	0	2	8,192	229	2	20	0	0	0	0	0	0	0	0	DDoS	205.174.165.70	192.168.10.50	1
16,016	42	1	1	0	6	0	0	0	0	6	6	6	0	142,857.140625	47,619.046875	42	0	42	42	0	0	0	0	0	0	0	0	0	40	20	23,809.523438	23,809.523438	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
443	60,359,980	10	13	914	3,944	517	0	91.400002	159.825745	1,460	0	303.384613	533.725952	80.483788	0.381047	2,743,635.5	12,300,000	58,000,000	1	6,466,960.5	19,300,000	247	60,300,000	5,028,009.5	16,700,000	58,000,000	1	0	212	272	0.165673	0.215374	0	1,460	202.416672	414.152252	171,522.078125	0	1	0	0	1	8,192	290	9	20	147,270	0	147,270	147,270	58,000,000	0	58,000,000	58,000,000	BENIGN	192.168.10.19	192.168.10.3	0
443	5,061,977	7	4	635	157	517	0	90.714287	190.707199	157	0	39.25	78.5	156.460602	2.173064	506,197.6875	1,555,976	4,934,158	3	843,662.8125	2,035,280.25	3	96,918	32,306	31,396.566406	64,249	1,486	0	232	136	1.382859	0.790205	0	517	66	150.210754	22,563.273438	0	1	0	0	0	29,200	118	3	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.15	192.168.10.3	0
64,623	86,978	2	4	0	24	0	0	0	0	6	6	6	0	275.931854	68.982964	17,395.599609	38,847.4375	86,888	1	86,947	0	86,947	86,969	28,989.666016	50,168.28125	86,919	1	0	76	80	22.99432	45.98864	0	6	3.428571	3.207135	10.285714	0	0	1	0	2	117	0	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.14	205.174.165.80	0
22	14,327,322	21	32	2,008	2,745	640	0	95.619049	140.045166	976	0	85.78125	220.240585	331.743774	3.699226	275,525.4375	772,041.8125	3,531,086	3	622,885.875	1,136,437.625	348	14,300,000	462,167.25	961,376.5625	3,531,086	3	0	680	1,032	1.465731	2.233495	0	976	88.018517	189.590271	35,944.472656	0	1	0	0	1	29,200	247	16	32	0	0	0	0	0	0	0	0	SSH-Patator	205.174.165.73	192.168.10.50	1
443	37,306,064	18	20	4,229	7,582	978	0	234.944443	411.708832	1,489	0	379.100006	568.797729	316.597321	1.018601	1,008,272	2,897,249.75	10,200,000	6	1,597,841.75	3,485,921.5	225	37,300,000	1,962,267.875	3,857,496.25	10,200,000	48	0	596	648	0.482495	0.536106	0	1,489	302.846161	495.231384	245,254.140625	0	1	0	0	1	29,200	672	6	32	459,846.65625	601,992.75	1,146,309	21,893	8,594,590	2,771,271.5	10,200,000	5,394,717	BENIGN	192.168.10.15	205.174.165.80	0
39,898	108	1	1	0	0	0	0	0	0	0	0	0	0	0	18,518.517578	108	0	108	108	0	0	0	0	0	0	0	0	0	32	32	9,259.258789	9,259.258789	0	0	0	0	0	0	0	1	1	1	905	229	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.19	192.168.10.3	0
80	82,728,192	6	6	369	11,595	351	0	61.5	141.855911	4,344	0	1,932.5	2,181.008301	144.618164	0.145053	7,520,745	24,900,000	82,600,000	4	16,500,000	36,900,000	4	82,700,000	16,500,000	36,900,000	82,600,000	65	0	164	200	0.072527	0.072527	0	4,344	920.769226	1,714.960083	2,941,088.25	1	0	0	0	1	0	235	3	20	17,984	0	17,984	17,984	82,600,000	0	82,600,000	82,600,000	DoS Hulk	205.174.165.73	192.168.10.50	1
42,075	5,949,089	1	6	6	36	6	6	6	0	6	6	6	0	7.059905	1.176651	991,514.8125	2,420,479.25	5,932,290	3	0	0	0	5,947,824	1,189,564.75	2,651,268	5,932,290	3	0	20	120	0.168093	1.008558	6	6	6	0	0	0	0	1	1	6	229	0	0	20	16,799	0	16,799	16,799	5,932,290	0	5,932,290	5,932,290	BENIGN	192.168.10.16	205.174.165.80	0
80	98,311,216	8	7	402	11,595	402	0	50.25	142.128464	4,344	0	1,656.428589	1,757.578979	122.030838	0.152577	7,022,229.5	26,300,000	98,300,000	1	14,000,000	37,100,000	1	58,982	9,830.333008	18,963.742188	47,498	15	0	264	232	0.081374	0.071202	0	4,344	749.8125	1,388.209839	1,927,126.375	0	0	1	0	0	274	235	1	32	992	0	992	992	98,300,000	0	98,300,000	98,300,000	DoS Hulk	205.174.165.73	192.168.10.50	1
80	60,068,640	5	5	231	4,589	213	0	46.200001	93.28022	1,663	0	917.799988	839.199158	80.241539	0.166476	6,674,293.5	20,000,000	60,000,000	22	15,000,000	30,000,000	338	25,248	6,312	11,729.956055	23,894	49	0	112	112	0.083238	0.083238	0	1,663	438.181824	704.432068	496,224.5625	0	1	0	0	1	8,192	946	4	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.51	192.168.10.3	0
443	116,757,424	23	24	5,077	5,983	1,535	0	220.739136	472.596039	1,460	0	249.291672	451.557556	94.726311	0.402544	2,538,204.75	4,302,927.5	10,078,853	4	5,305,262	4,965,818.5	564	116,718,625	5,074,723	5,020,057.5	10,117,477	4	0	472	624	0.19699	0.205554	0	1,535	230.416672	453.525848	205,685.6875	0	1	0	0	1	8,192	1,311	22	20	94,302.664063	129,300.585938	380,004	38,624	9,632,011	1,210,331	10,078,853	5,797,590	BENIGN	192.168.10.3	8.8.8.8	0
443	118,078,072	20	18	2,615	4,472	1,005	0	130.75	269.656097	3,533	0	248.444443	823.593445	60.019611	0.321821	3,191,299.25	13,500,000	58,900,000	1	6,214,635.5	18,500,000	1	118,000,000	6,943,180.5	19,500,000	59,000,000	1	0	648	584	0.169379	0.152442	0	3,533	181.717941	586.647461	344,155.21875	0	1	0	0	0	29,200	401	11	32	306,704	322,869.1875	535,007	78,401	58,700,000	297,765.5	58,900,000	58,500,000	BENIGN	192.168.10.5	205.174.165.80	0
443	118,064,744	20	21	1,304	5,840	443	0	65.199997	106.66011	1,430	0	278.095245	443.206146	60.509171	0.347267	2,951,618.75	12,900,000	58,800,000	1	6,213,934	18,400,000	20	118,000,000	5,901,396.5	18,000,000	58,800,000	1	0	436	432	0.169399	0.177869	0	1,430	170.095245	336.362244	113,139.554688	0	1	0	0	1	8,192	368	17	20	446,956.5	243,767.28125	619,326	274,587	58,400,000	460,986.9375	58,800,000	58,100,000	BENIGN	192.168.10.17	192.168.10.3	0
40,434	51	1	1	0	0	0	0	0	0	0	0	0	0	0	39,215.6875	51	0	51	51	0	0	0	0	0	0	0	0	0	32	32	19,607.84375	19,607.84375	0	0	0	0	0	0	0	1	1	1	349	554	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.8	205.174.165.80	0
1,058	75	1	1	2	6	2	2	2	0	6	6	6	0	106,666.664063	26,666.666016	75	0	75	75	0	0	0	0	0	0	0	0	0	24	20	13,333.333008	13,333.333008	2	6	3.333333	2.309401	5.333333	0	1	0	0	1	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
52,641	85	1	1	0	0	0	0	0	0	0	0	0	0	0	23,529.412109	85	0	85	85	0	0	0	0	0	0	0	0	0	32	32	11,764.706055	11,764.706055	0	0	0	0	0	0	0	1	1	1	349	32,832	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.25	205.174.165.80	0
443	1,997,160	7	6	1,566	1,098	998	0	223.714279	390.631409	961	0	183	385.059998	1,333.894165	6.509243	166,430	563,275.3125	1,954,733	48	7,071.166504	16,367.172852	143	1,996,895	399,379	890,914.5	1,993,095	472	0	232	200	3.504977	3.004266	0	998	190.285721	361.754578	130,866.375	0	1	0	0	0	29,200	8	3	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.50	205.174.165.80	0
21	8,148,657	9	15	105	188	24	0	11.666667	9.513149	34	0	12.533334	14.54975	35.956844	2.945271	354,289.4375	915,939	2,984,521	3	713,519.25	1,309,168.5	272	8,148,588	582,042	1,130,050	2,984,521	3	0	296	488	1.104476	1.840794	0	34	11.72	12.640939	159.793335	0	1	0	0	1	29,200	227	6	32	0	0	0	0	0	0	0	0	FTP-Patator	205.174.165.73	192.168.10.50	1
443	115,907,904	24	21	3,368	5,226	1,525	0	140.333328	418.861664	1,418	0	248.857147	466.824738	74.145073	0.388239	2,634,270.5	4,359,912	10,000,000	1	5,039,474	4,983,176.5	1	111,000,000	5,568,383	5,080,679.5	10,000,000	49	0	776	680	0.207061	0.181178	0	1,525	186.82608	436.178619	190,251.796875	0	1	0	0	0	29,200	413	5	32	114,897.179688	258,966.34375	895,710	36,677	10,000,000	3,964.994873	10,000,000	9,999,892	BENIGN	192.168.10.12	8.8.8.8	0
80	15,159,527	7	5	1,363	533	1,363	0	194.714279	515.165588	524	0	106.599998	233.366241	125.069862	0.791581	1,378,138.875	3,229,720	9,996,245	1	2,526,587.75	4,177,269	4	10,100,000	2,524,379.75	5,004,373	10,000,000	1	0	232	168	0.461756	0.329826	0	1,363	145.846161	393.266418	154,658.46875	0	1	0	0	0	29,200	5,743	1	32	101,526	0	101,526	101,526	9,996,245	0	9,996,245	9,996,245	BENIGN	192.168.10.3	8.8.8.8	0
44,176	49	1	1	2	6	2	2	2	0	6	6	6	0	163,265.3125	40,816.328125	49	0	49	49	0	0	0	0	0	0	0	0	0	24	20	20,408.164063	20,408.164063	2	6	3.333333	2.309401	5.333333	0	1	0	0	1	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
443	4,494,420	15	10	840	5,235	203	0	56	74.578819	2,271	0	523.5	808.155396	1,351.676025	5.562453	187,267.5	345,521.21875	1,426,143	3	321,030	441,314.625	4	2,952,147	328,016.34375	389,245	1,101,351	3	0	312	208	3.337472	2.224981	0	2,271	233.653839	541.258545	292,960.78125	0	1	0	0	0	8,192	16,384	14	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.15	192.168.10.3	0
7,741	43	1	1	0	6	0	0	0	0	6	6	6	0	139,534.890625	46,511.628906	43	0	43	43	0	0	0	0	0	0	0	0	0	40	20	23,255.814453	23,255.814453	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
39,862	51	2	1	31	6	31	0	15.5	21.920311	6	6	6	0	725,490.1875	58,823.53125	25.5	31.819805	48	3	3	0	3	0	0	0	0	0	1	64	20	39,215.6875	19,607.84375	0	31	17	16.35033	267.333344	0	0	1	0	0	1,007	0	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.5	192.168.10.3	0
80	47,260,776	88	119	1,932	210,301	510	0	21.954546	101.352791	4,380	0	1,767.235352	828.200623	4,490.679199	4.379953	229,421.25	1,440,242.875	10,000,000	0	474,825.90625	2,107,958	143	47,200,000	400,386.9375	1,891,209.5	10,000,000	44	0	1,780	2,392	1.862009	2.517944	0	4,380	1,020.350952	1,069.952881	1,144,799.25	0	1	0	0	1	29,200	33	4	20	326,566.5	622,715.6875	1,260,640	15,181	10,000,000	195.777084	10,000,000	10,000,000	BENIGN	192.168.10.5	205.174.165.80	0
443	167,069	18	18	954	23,694	298	0	53	84.863907	3,640	0	1,316.333374	1,054.169678	147,531.859375	215.479828	4,773.399902	11,668.619141	39,165	3	9,827.587891	16,895.667969	48	127,478	7,498.706055	19,305.564453	72,836	49	0	372	372	107.739914	107.739914	0	3,640	666.16217	969.454041	939,841.1875	0	1	0	0	1	8,192	1,013	17	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.17	205.174.165.80	0
80	99,944,600	7	5	362	11,595	356	0	51.714287	134.196014	8,688	0	2,319	3,774.237549	119.636276	0.120067	9,085,873	30,100,000	99,800,000	1	16,600,000	40,700,000	1	147,297	36,824.25	65,707.421875	135,027	83	0	220	168	0.070039	0.050028	0	8,688	919.769226	2,466.396973	6,083,114.5	0	0	1	0	0	251	235	2	20	4	0	4	4	99,800,000	0	99,800,000	99,800,000	DoS Hulk	205.174.165.73	192.168.10.50	1
443	196,066	7	5	376	3,508	201	0	53.714287	78.686539	1,460	0	701.599976	731.564636	19,809.65625	61.20388	17,824.181641	33,657.46875	85,534	6	32,677.666016	44,616.621094	176	94,944	23,736	41,717.09375	86,021	49	0	152	112	35.702263	25.501617	0	1,460	298.769226	539.975769	291,573.84375	0	1	0	0	0	8,192	60	6	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.17	205.174.165.80	0
80	4,293,273	4	4	442	1,786	430	0	110.5	213.018784	1,774	0	446.5	885.004517	518.951416	1.86338	613,324.6875	1,553,170.25	4,134,953	63	52,773.332031	23,357.875	38,771	4,254,565	1,418,188.375	2,353,586.5	4,135,027	946	0	92	92	0.93169	0.93169	0	1,774	247.555557	589.551331	347,570.78125	0	1	0	0	1	8,192	946	3	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.3	192.168.10.3	0
1,417	67	1	1	0	6	0	0	0	0	6	6	6	0	89,552.242188	29,850.746094	67	0	67	67	0	0	0	0	0	0	0	0	0	40	20	14,925.373047	14,925.373047	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
443	2,901,407	13	11	1,225	6,654	789	0	94.230766	222.359009	1,953	0	604.909119	784.361328	2,715.579102	8.271849	126,148.132813	503,609.34375	2,421,310	1	40,007.832031	77,755.296875	1	2,859,273	285,927.3125	756,498.3125	2,421,378	3	0	428	360	4.480585	3.791264	0	1,953	315.160004	591.710144	350,120.875	0	1	0	0	0	65,535	68	5	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.8	8.8.8.8	0
443	291,239	49	46	887	67,984	405	0	18.102041	70.361046	5,792	0	1,477.913086	934.973938	236,475.890625	326.192566	3,098.287354	9,532.280273	46,011	1	6,067.479004	13,033.226563	1	248,052	5,512.266602	13,963.661133	66,967	49	0	1,880	1,480	168.246704	157.945877	0	5,792	717.40625	976.877808	954,290.25	0	1	0	0	0	65,535	122	6	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.14	8.8.8.8	0
80	15,216	1	1	6	6	6	6	6	0	6	6	6	0	788.643555	131.440582	15,216	0	15,216	15,216	0	0	0	0	0	0	0	0	0	20	20	65.720291	65.720291	6	6	6	0	0	0	0	1	1	1	274	30	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.50	205.174.165.80	0
15,742	49	1	1	0	6	0	0	0	0	6	6	6	0	122,448.976563	40,816.328125	49	0	49	49	0	0	0	0	0	0	0	0	0	40	20	20,408.164063	20,408.164063	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
443	463,347	7	7	376	3,788	201	0	53.714287	78.686539	1,460	0	541.142883	661.717834	8,986.785156	30.214935	35,642.078125	39,961.605469	115,390	55	71,075	38,511.839844	5,272	378,326	63,054.332031	78,175.25	201,264	55	0	152	152	15.107468	15.107468	0	1,460	277.600006	505.57547	255,606.546875	0	1	0	0	1	8,192	60	6	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.25	205.174.165.80	0
80	85,608,152	8	6	313	11,595	313	0	39.125	110.662209	5,792	0	1,932.5	2,181.008301	139.098907	0.163536	6,585,242.5	23,400,000	84,500,000	0	12,200,000	31,900,000	0	119,494	23,898.800781	45,354.464844	104,205	44	0	272	200	0.093449	0.070087	0	5,792	793.866638	1,622.078125	2,631,137.5	0	0	1	0	0	274	235	1	32	2	0	2	2	84,500,000	0	84,500,000	84,500,000	DoS Hulk	205.174.165.73	192.168.10.50	1
443	6,349,289	10	13	763	6,373	398	0	76.300003	132.282562	1,432	0	490.230774	620.772095	1,123.905396	3.622453	288,604.03125	1,275,873.5	5,999,219	1	705,476.5625	1,985,567.5	549	6,265,333	522,111.09375	1,725,310.125	5,999,274	1	0	212	272	1.57498	2.047473	0	1,432	297.333344	504.004456	254,020.5	0	1	0	0	1	8,192	66	9	20	349,933	0	349,933	349,933	5,999,219	0	5,999,219	5,999,219	BENIGN	192.168.10.8	192.168.10.3	0
80	91,669,352	9	4	62	11,601	20	0	6.888889	5.301991	8,760	0	2,900.25	4,128.319336	127.228996	0.141814	7,639,113	25,200,000	87,600,000	1	11,500,000	30,800,000	1	14,894	4,964.666504	4,359.07959	8,719	184	0	192	92	0.098179	0.043635	0	8,760	833.5	2,402.713867	5,773,033.5	0	0	1	0	0	256	229	7	20	4,037,976	0	4,037,976	4,037,976	87,600,000	0	87,600,000	87,600,000	DDoS	205.174.165.70	192.168.10.50	1
443	115,812,168	22	20	2,087	1,607	821	0	94.86364	239.836517	677	2	80.349998	205.3629	31.896477	0.362656	2,824,687	4,504,835.5	10,200,000	16	5,514,865	5,088,630	16	113,000,000	5,942,061	5,162,523.5	10,300,000	18	0	460	404	0.189963	0.172693	0	821	85.906975	219.253036	48,071.894531	0	1	0	0	0	29,200	40,958	21	20	124,893.632813	133,514.234375	527,454	84,501	10,100,000	59,364.4375	10,200,000	9,960,032	BENIGN	192.168.10.50	205.174.165.80	0
80	3,460,281	4	5	465	2,756	453	0	116.25	224.517822	1,460	0	551.200012	751.867798	930.849243	2.600945	432,535.125	1,041,455.6875	2,999,133	91	153,716	109,332.078125	27,471	3,243,924	810,981	1,463,351.375	2,999,256	208	0	92	112	1.155975	1.444969	0	1,460	322.100006	572.336792	327,569.4375	0	1	0	0	1	8,192	123	3	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.5	192.168.10.3	0
41,064	80	1	1	0	0	0	0	0	0	0	0	0	0	0	25,000	80	0	80	80	0	0	0	0	0	0	0	0	0	32	32	12,500	12,500	0	0	0	0	0	0	0	1	1	1	939	479	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.3	192.168.10.3	0
50,526	28	1	1	6	6	6	6	6	0	6	6	6	0	428,571.4375	71,428.570313	28	0	28	28	0	0	0	0	0	0	0	0	0	20	20	35,714.285156	35,714.285156	6	6	6	0	0	0	0	1	1	1	60	255	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.12	8.8.8.8	0
443	80,478,016	17	17	3,536	4,405	2,896	0	208	699.146179	2,896	0	259.117645	729.006958	98.672905	0.422476	2,438,727.75	4,352,338.5	10,024,847	1	5,029,240	5,170,428.5	5	80,454,882	5,028,430	5,177,664	10,048,047	1	0	552	540	0.211238	0.211238	0	2,896	226.885712	694.501648	482,332.53125	0	1	0	0	1	29,200	7,916	4	32	43,350	57,049.414063	184,540	23,112	10,015,130	22,697.173828	10,024,847	9,959,924	BENIGN	192.168.10.19	8.8.8.8	0
80	49,501,488	43	45	7,949	45,698	1,220	0	184.860458	363.095398	1,460	0	1,015.511108	642.103271	1,083.745117	1.777724	568,982.625	2,207,299	10,225,043	0	1,055,042.25	3,022,535	1	49,486,432	1,124,691.625	3,026,045.5	10,240,028	0	0	880	912	0.868661	0.909064	0	1,460	602.775269	667.572388	445,652.875	0	1	0	0	1	29,200	44	42	20	898,170	1,766,388.625	3,547,753	14,958	10,179,774	90,505.164063	10,225,043	10,044,016	BENIGN	192.168.10.25	192.168.10.3	0
80	56,867	3	4	438	860	438	0	146	252.879425	860	0	215	430	22,825.189453	123.094238	9,477.833008	11,294.385742	23,369	4	16,532	9,759.488281	9,631	33,498	11,166	18,807.349609	32,880	4	0	104	136	52.754673	70.339561	0	860	162.25	320.901306	102,977.640625	0	1	0	0	1	29,200	31	1	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.15	205.174.165.80	0
443	117,662,584	17	18	447	411	63	0	26.294117	27.073429	59	0	22.833334	25.046427	7.292037	0.297461	3,460,664.25	7,424,815.5	24,910,426	35	7,350,750	9,578,852	350	117,612,216	6,918,365.5	9,425,260	24,910,426	274	1	544	576	0.144481	0.15298	0	63	25.583334	26.151619	683.907166	0	0	1	0	1	383	114	8	32	137,164.28125	121,259.6875	412,132	89,595	16,664,501	6,860,127.5	24,910,426	6,147,879	BENIGN	192.168.10.15	8.8.8.8	0
49,666	8	1	3	0	0	0	0	0	0	0	0	0	0	0	500,000	2.666667	2.081666	5	1	0	0	0	3	1.5	0.707107	2	1	0	20	60	125,000	375,000	0	0	0	0	0	0	0	1	1	3	16,154	2,049	0	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.51	192.168.10.3	0
43,936	7,135	4	1	69	0	38	0	17.25	20.122541	0	0	0	0	9,670.637695	700.770874	1,783.75	3,287.293213	6,709	4	2,378.333252	3,805.79834	4	0	0	0	0	0	0	128	20	560.616699	140.154175	0	38	11.5	17.952715	322.299988	0	0	1	0	0	512	0	2	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.16	205.174.165.80	0
443	96,900,416	30	24	5,409	10,298	1,237	0	180.300003	347.469879	1,348	0	429.083344	499.107635	162.094254	0.557273	1,828,309.75	3,661,894.5	10,100,000	6	3,341,393.5	4,510,042	103	96,800,000	4,206,619.5	4,744,489	10,200,000	48	0	968	776	0.309596	0.247677	0	1,348	285.581818	433.314697	187,761.625	0	1	0	0	0	29,200	156	9	32	705,172.5625	1,187,274.25	3,523,672	147,627	9,648,137	1,270,950.125	10,100,000	6,260,238	BENIGN	192.168.10.25	8.8.8.8	0
443	2,242,156	10	11	703	3,950	267	0	70.300003	100.477806	1,448	0	359.090912	569.918335	2,075.234619	9.365985	112,107.796875	226,842.390625	998,796	4	206,312.890625	320,593.46875	207	1,148,310	114,831	111,615.40625	293,304	4	0	336	360	4.459993	4.905992	0	1,448	211.5	426.65094	182,031.03125	0	1	0	0	1	29,200	254	4	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.9	205.174.165.80	0
443	94,987	2	1	0	0	0	0	0	0	0	0	0	0	0	31.583269	47,493.5	67,161.710938	94,984	3	3	0	3	0	0	0	0	0	0	64	32	21.055513	10.527757	0	0	0	0	0	0	0	1	1	0	304	252	0	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.5	192.168.10.3	0
80	115,750,408	16	14	376	390	292	0	23.5	71.615639	384	0	27.857143	102.517433	6.617687	0.259178	3,991,393.25	4,798,566	10,017,132	151	7,716,693.5	4,268,092	242	112,427,450	8,648,265	3,793,098	10,217,760	3,227	0	332	424	0.138228	0.12095	0	384	24.709677	84.524628	7,144.413086	0	1	0	0	0	8,192	946	15	20	237,086.265625	120,331.203125	599,898	200,599	9,983,588	60,974.273438	10,017,132	9,800,487	BENIGN	192.168.10.16	192.168.10.3	0
443	5,918,231	8	5	372	2,776	191	0	46.5	71.876877	1,460	0	555.200012	737.916443	531.91571	2.196602	493,185.90625	1,646,231.875	5,720,271	4	845,461.5625	2,149,791.5	4	115,805	28,951.25	32,915.851563	66,185	215	0	172	112	1.351755	0.844847	0	1,460	224.857147	485.555176	235,763.828125	0	1	0	0	0	8,192	110	7	20	197,956	0	197,956	197,956	5,720,271	0	5,720,271	5,720,271	BENIGN	192.168.10.51	192.168.10.3	0
80	3,926,429	4	5	434	2,501	422	0	108.5	209.019135	1,460	0	500.200012	696.33197	747.498535	2.292159	490,803.625	1,285,856.25	3,669,210	86	85,739.664063	89,579.0625	33,270	3,893,290	973,322.5	1,800,352.125	3,669,296	264	0	92	112	1.018737	1.273422	0	1,460	293.5	527.80957	278,582.9375	0	1	0	0	1	8,192	946	3	20	0	0	0	0	0	0	0	0	BENIGN	192.168.10.9	192.168.10.3	0
80	115,371,184	17	15	434	2,063	434	0	25.529411	105.26046	1,398	0	137.53334	388.48587	21.643187	0.277366	3,721,651	4,891,193	10,200,000	10	7,210,699	4,640,033.5	48	112,000,000	8,033,971.5	4,328,633	10,200,000	49	0	552	488	0.14735	0.130015	0	1,398	75.666664	273.635559	74,876.414063	0	1	0	0	0	29,200	939	1	32	50,097.453125	43,272.121094	180,567	36,861	10,200,000	65,367.296875	10,200,000	10,000,000	BENIGN	192.168.10.50	8.8.8.8	0
80	76,294	5	3	392	145	392	0	78.400002	175.307724	145	0	48.333332	83.71579	7,038.561523	104.857521	10,899.142578	17,797.773438	36,952	82	19,073.5	21,151.253906	620	38,640	19,320	27,010.064453	38,419	221	0	172	104	65.53595	39.321571	0	392	59.666668	133.532761	17,831	0	1	0	0	0	65,535	340	1	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.3	8.8.8.8	0
5,907	52	1	1	2	6	2	2	2	0	6	6	6	0	153,846.15625	38,461.539063	52	0	52	52	0	0	0	0	0	0	0	0	0	24	20	19,230.769531	19,230.769531	2	6	3.333333	2.309401	5.333333	0	1	0	0	1	1,024	0	0	24	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
999	55	1	1	0	6	0	0	0	0	6	6	6	0	109,090.90625	36,363.636719	55	0	55	55	0	0	0	0	0	0	0	0	0	40	20	18,181.818359	18,181.818359	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
43,651	39,198	20	14	19,897	0	1,448	0	994.849976	630.756226	0	0	0	0	507,602.4375	867.391174	1,187.818237	5,585.09375	31,515	0	2,063.052734	7,317.835938	1	31,812	2,447.076904	8,818.253906	31,796	0	0	664	464	510.230103	357.161072	0	1,448	568.485718	686.906616	471,840.71875	0	1	0	0	0	65,535	362	15	32	0	0	0	0	0	0	0	0	BENIGN	192.168.10.14	8.8.8.8	0
60,443	49	1	1	0	6	0	0	0	0	6	6	6	0	122,448.976563	40,816.328125	49	0	49	49	0	0	0	0	0	0	0	0	0	40	20	20,408.164063	20,408.164063	0	6	2	3.464102	12	0	1	0	0	1	29,200	0	0	40	0	0	0	0	0	0	0	0	PortScan	205.174.165.73	192.168.10.50	1
80	82,775,368	5	8	386	11,595	374	0	77.199997	165.943359	4,344	0	1,449.375	1,729.380127	144.741119	0.157052	6,897,947.5	23,800,000	82,600,000	8	20,700,000	41,300,000	1,018	82,800,000	11,800,000	31,200,000	82,600,000	48	0	144	264	0.060404	0.096647	0	4,344	856.214294	1,457.535767	2,124,410.5	1	0	0	0	1	0	235	2	20	13,006	0	13,006	13,006	82,600,000	0	82,600,000	82,600,000	DoS Hulk	205.174.165.73	192.168.10.50	1
80	116,097,520	16	14	528	985	444	0	33	109.610222	979	0	70.35714	261.530304	13.032147	0.258403	4,003,362.75	4,888,091	10,100,000	149	7,739,834.5	4,139,598	22,282	111,000,000	8,511,841	3,761,064	10,100,000	12,628	0	332	424	0.137815	0.120588	0	979	48.80645	189.936203	36,075.761719	0	1	0	0	0	8,192	119	15	20	39,700.363281	58,276.804688	215,411	21,992	10,000,000	54,877.523438	10,100,000	9,899,647	BENIGN	192.168.10.8	205.174.165.80	0
8,080	1,001,488	3	3	0	18	0	0	0	0	6	6	6	0	17.973255	5.991085	200,297.59375	273,481.03125	500,061	447	500,520.5	242.537628	500,349	1,000,857	500,428.5	396.68689	500,709	500,148	0	92	60	2.995543	2.995543	0	6	2.571429	3.207135	10.285714	0	1	0	0	1	8,192	0	0	28	0	0	0	0	0	0	0	0	Bot	0.0.0.0	0.0.0.0	1
80	115,672,016	16	14	442	1,962	431	0	27.625	107.567574	1,962	0	140.142853	524.366577	20.7829	0.259354	3,988,690.25	4,873,703.5	10,000,000	61	7,711,467.5	4,162,287.5	205	111,000,000	8,503,481	3,752,518.5	10,000,000	37,776	0	332	424	0.138322	0.121032	0	1,962	77.548386	358.180115	128,292.992188	0	1	0	0	0	8,192	946	12	20	47,158.273438	28,765.164063	133,630	36,749	10,000,000	4,330.663086	10,000,000	9,999,435	BENIGN	192.168.10.25	8.8.8.8	0

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CICIDS2017 IDS Dataset (Cleaned + Topology-Injected)

This dataset is a cleaned and topology-enriched version of the CICIDS2017 intrusion detection dataset.

Details

Total Flows: 1,385,330
Features: 58 numerical features
Attack Classes: 14 raw → 8 unified threat families
Includes: IP topology reconstruction (source/destination IPs mapped from attack labels)

Processing

NaN/Inf/negative value removal
Zero-variance feature drop
Collinearity pruning (threshold: 0.995)
IP topology injection based on published CICIDS2017 attack schedule
Label engineering: 14 classes collapsed to 8 unified families

Usage

Used with the Hybrid Edge-to-Core IDS:

Stage 1: LightGBM binary gatekeeper (benign vs attack)
Stage 2: Graph Attention Network (GAT) multiclass diagnoser

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