Datasets:

jason1966
/

ailearner-researchlab_iot-intrusion-detection-hybrid-ml-dl-dataset

Src Port int64	Dst Port int64	Protocol int64	Flow Duration int64	Total Fwd Packet int64	Total Bwd packets int64	Total Length of Fwd Packet float64	Fwd Packet Length Min float64	Bwd Packet Length Max float64	Flow IAT Min float64	Fwd IAT Min float64	Fwd Header Length int64	Bwd Packets/s float64	Packet Length Max float64	Packet Length Std float64	RST Flag Count int64	FWD Init Win Bytes int64	Bwd Init Win Bytes int64	Idle Mean float64	Idle Max float64	FIN Flag Count int64	SYN Flag Count int64	ACK Flag Count int64	Label int64
33,344	443	6	379,933	11	11	720	0	2,736	1	1	360	28.952473	2,736	669.529745	0	29,200	131	1,698,846,220,361,365	1,698,846,220,361,365	1	2	21	0
36,754	80	6	205,637	3	3	87	0	189	0	0	104	14.588814	189	73.49344	0	29,200	508	1,698,846,231,078,414	1,698,846,231,078,414	1	2	5	0
36,754	80	6	0	2	0	0	0	0	0	0	64	0	0	0	0	237	0	1,698,846,231,288,838	1,698,846,231,288,838	1	0	2	0
8,080	40,426	6	5,030,379	1	2	6	6	0	0	0	20	0.397584	6	3.464102	0	2,048	123	849,423,117,024,930.5	1,698,846,229,019,482	1	0	3	0
40,054	80	6	72,278	3	4	87	0	148	205	2,458	104	55.341874	148	56.782637	0	29,200	508	1,698,846,236,128,933	1,698,846,236,128,933	1	2	6	0
40,054	80	6	2,457	2	0	0	0	0	2,457	2,457	64	0	0	0	0	237	0	1,698,846,236,201,416	1,698,846,236,201,416	1	0	2	0
38,000	443	6	15,688,031	11	10	1,152	0	1,513	0	0	360	0.637429	1,513	580.056358	0	64,240	114	849,423,118,120,469	1,698,846,220,643,571	1	2	20	0
40,436	8,080	6	5,755,979	9	21	14,890	0	254	0	183	296	3.64838	7,240	1,476.11298	0	14,600	2,048	849,423,119,880,024.5	1,698,846,234,050,236	1	2	29	0
53,946	443	6	55,035	6	9	813	0	1,380	0	1,640	132	163.532298	1,380	463.909793	0	64,240	265	1,698,846,247,060,905	1,698,846,247,060,905	1	2	14	0
60,618	443	6	230,175	14	12	3,480	0	2,660	1	1	292	52.134246	2,660	633.252042	0	64,240	501	1,698,846,255,619,580	1,698,846,255,619,580	1	2	25	0
8,080	40,427	6	34,316,266	3	4	18	6	0	0	15,000,104	60	0.116563	6	3.207135	0	2,048	123	566,282,085,706,628.2	1,698,846,227,118,323	1	0	7	0
60,619	443	6	93,559	8	6	2,751	0	5,763	212	212	172	64.130656	5,763	1,482.59332	0	64,240	16,387	1,698,846,261,416,358	1,698,846,261,416,358	1	2	13	0
60,619	443	6	1,450	2	0	12	6	0	1,450	1,450	40	0	6	0	0	254	0	1,698,846,261,511,373	1,698,846,261,511,373	1	0	2	0
40,437	8,080	6	5,086,444	10	21	15,209	0	254	0	175	328	4.128621	5,792	1,257.514702	0	14,600	2,048	849,423,133,239,368.5	1,698,846,261,434,795	1	2	30	0
54,010	443	6	214,029	6	9	813	0	1,380	0	3,071	132	42.050376	1,380	463.909793	0	64,240	265	1,698,846,277,128,455	1,698,846,277,128,455	1	2	14	0
59,588	443	6	15,499,842	10	10	1,938	0	4,104	1	621	328	0.645168	4,104	941.305484	0	64,240	136	849,423,138,591,015	1,698,846,261,847,396	1	2	19	0
59,566	443	6	15,501,264	10	12	1,933	0	2,736	0	799	328	0.77413	2,736	713.271326	0	64,240	136	849,423,138,578,710	1,698,846,261,845,975	1	2	21	0
59,568	443	6	15,501,126	10	10	1,938	0	4,104	0	1,068	328	0.645114	4,104	943.053319	0	64,240	136	849,423,138,569,535	1,698,846,261,846,575	1	2	19	0
0	0	0	4,427,469	2	0	0	0	0	4,427,469	4,427,469	0	0	0	0	0	0	0	1,698,846,232,287,660	1,698,846,232,287,660	0	0	0	1
0	0	0	7,969,361	2	0	0	0	0	7,969,361	7,969,361	0	0	0	0	0	0	0	849,423,117,472,648.5	1,698,846,226,975,936	0	0	0	1
0	0	0	31,687,946	2	0	0	0	0	31,687,946	31,687,946	0	0	0	0	0	0	0	849,423,136,495,902.5	1,698,846,241,303,859	0	0	0	1
0	0	0	47,122,150	2	0	0	0	0	47,122,150	47,122,150	0	0	0	0	0	0	0	849,423,133,537,020	1,698,846,219,951,890	0	0	0	1
60,606	443	6	413,735	13	9	4,926	0	2,845	206	206	272	21.753054	2,845	849.706271	1	65,535	16,382	1,698,846,247,661,387	1,698,846,247,661,387	0	2	21	0
55,468	443	6	30,724,311	2	2	0	0	0	4,300	30,720,011	64	0.065095	0	0	0	501	265	849,423,125,590,441.5	1,698,846,220,465,172	0	0	4	0
0	0	0	30,776,524	2	0	0	0	0	30,776,524	30,776,524	0	0	0	0	0	0	0	849,423,127,170,120.5	1,698,846,223,563,717	0	0	0	1
49,653	443	6	235,954	2	1	108	6	173	44,442	235,954	40	4.238114	173	68.558369	0	510	7,472	1,698,846,268,745,661	1,698,846,268,745,661	0	0	3	0
0	0	0	40,600,174	2	0	0	0	0	40,600,174	40,600,174	0	0	0	0	0	0	0	849,423,133,908,581	1,698,846,227,216,988	0	0	0	1
0	0	0	19,372,894	2	0	0	0	0	19,372,894	19,372,894	0	0	0	0	0	0	0	849,423,130,640,857	1,698,846,241,908,820	0	0	0	1
0	0	0	1,300,603	2	0	0	0	0	1,300,603	1,300,603	0	0	0	0	0	0	0	1,698,846,225,532,760	1,698,846,225,532,760	0	0	0	1
0	0	0	3,677,439	2	0	0	0	0	3,677,439	3,677,439	0	0	0	0	0	0	0	1,698,846,226,395,695	1,698,846,226,395,695	0	0	0	1
0	0	0	4,655,366	2	0	0	0	0	4,655,366	4,655,366	0	0	0	0	0	0	0	1,698,846,248,806,085	1,698,846,248,806,085	0	0	0	1
0	0	0	2,990,159	2	0	0	0	0	2,990,159	2,990,159	0	0	0	0	0	0	0	1,698,846,251,095,424	1,698,846,251,095,424	0	0	0	1
0	0	0	39,519,365	2	0	0	0	0	39,519,365	39,519,365	0	0	0	0	0	0	0	849,423,131,960,420	1,698,846,224,401,475	0	0	0	1
0	0	0	25,293,170	2	0	0	0	0	25,293,170	25,293,170	0	0	0	0	0	0	0	849,423,135,446,629.5	1,698,846,245,600,089	0	0	0	1
0	0	0	43,725,637	2	0	0	0	0	43,725,637	43,725,637	0	0	0	0	0	0	0	849,423,134,906,811.5	1,698,846,226,087,986	0	0	0	1
0	0	0	5,011,858	2	0	0	0	0	5,011,858	5,011,858	0	0	0	0	0	0	0	849,423,115,730,283.5	1,698,846,226,448,709	0	0	0	1
0	0	0	17,633,787	2	0	0	0	0	17,633,787	17,633,787	0	0	0	0	0	0	0	849,423,138,759,104	1,698,846,259,884,421	0	0	0	1
0	0	0	2,089,399	2	0	0	0	0	2,089,399	2,089,399	0	0	0	0	0	0	0	1,698,846,219,122,798	1,698,846,219,122,798	0	0	0	1
0	0	0	26,387,449	2	0	0	0	0	26,387,449	26,387,449	0	0	0	0	0	0	0	849,423,132,400,659	1,698,846,238,413,869	0	0	0	1
0	0	0	11,894,559	2	0	0	0	0	11,894,559	11,894,559	0	0	0	0	0	0	0	849,423,135,909,611	1,698,846,259,924,663	0	0	0	1
0	0	0	27,197,169	2	0	0	0	0	27,197,169	27,197,169	0	0	0	0	0	0	0	849,423,124,410,568	1,698,846,221,623,967	0	0	0	1
0	0	0	20,981,510	2	0	0	0	0	20,981,510	20,981,510	0	0	0	0	0	0	0	849,423,127,243,938.5	1,698,846,233,506,367	0	0	0	1
0	0	0	18,551,953	2	0	0	0	0	18,551,953	18,551,953	0	0	0	0	0	0	0	849,423,130,898,887.5	1,698,846,243,245,822	0	0	0	1
0	0	0	16,663,461	2	0	0	0	0	16,663,461	16,663,461	0	0	0	0	0	0	0	849,423,118,894,775	1,698,846,221,126,089	0	0	0	1
60,130	443	6	45,950,297	22	14	12,045	0	6,209	204	35,854	704	0.304677	6,209	1,043.923395	0	501	2,016	1,698,846,220,556,987	1,698,846,220,556,987	0	0	36	0
59,568	443	6	3,888	1	1	0	0	0	3,888	0	32	257.201646	0	0	0	501	136	1,698,846,277,349,269	1,698,846,277,349,269	1	0	2	0
0	0	0	5,266,972	2	0	0	0	0	5,266,972	5,266,972	0	0	0	0	0	0	0	849,423,125,495,954	1,698,846,245,724,936	0	0	0	1
0	0	0	13,860,831	2	0	0	0	0	13,860,831	13,860,831	0	0	0	0	0	0	0	849,423,134,102,481.5	1,698,846,254,344,132	0	0	0	1
60,615	7,680	6	15,035,386	5	0	0	0	0	1,003,750	1,003,750	160	0	0	0	0	64,240	0	849,423,130,564,362.5	1,698,846,253,114,667	0	5	0	0
0	0	0	8,309,489	2	0	0	0	0	8,309,489	8,309,489	0	0	0	0	0	0	0	849,423,136,286,241.5	1,698,846,264,262,994	0	0	0	1
0	0	0	6,040,759	2	0	0	0	0	6,040,759	6,040,759	0	0	0	0	0	0	0	849,423,134,904,866	1,698,846,263,768,973	0	0	0	1
57,744	8,190	6	29,852	2	1	204	0	278	2,161	29,852	64	33.498593	278	119.536605	0	2,608	1,443	1,698,846,254,788,270	1,698,846,254,788,270	0	0	3	0
0	0	0	39,224,324	2	0	0	0	0	39,224,324	39,224,324	0	0	0	0	0	0	0	849,423,137,689,267.5	1,698,846,236,154,211	0	0	0	1
0	0	0	8,613,600	2	0	0	0	0	8,613,600	8,613,600	0	0	0	0	0	0	0	849,423,125,554,518.5	1,698,846,242,495,437	0	0	0	1
53,950	1,900	17	3,018,718	4	0	692	173	0	1,004,338	1,004,338	32	0	173	0	0	0	0	1,698,846,232,534,556	1,698,846,232,534,556	0	0	0	0
0	0	0	15,818,817	2	0	0	0	0	15,818,817	15,818,817	0	0	0	0	0	0	0	849,423,130,075,606.5	1,698,846,244,332,396	0	0	0	1
0	0	0	24,972,295	2	0	0	0	0	24,972,295	24,972,295	0	0	0	0	0	0	0	849,423,138,461,121	1,698,846,251,949,947	0	0	0	1
0	0	0	22,207,247	2	0	0	0	0	22,207,247	22,207,247	0	0	0	0	0	0	0	849,423,134,797,056	1,698,846,247,386,865	0	0	0	1
0	0	0	8,998,964	2	0	0	0	0	8,998,964	8,998,964	0	0	0	0	0	0	0	849,423,130,641,459	1,698,846,252,283,954	0	0	0	1
0	0	0	15,058,926	2	0	0	0	0	15,058,926	15,058,926	0	0	0	0	0	0	0	849,423,130,571,307	1,698,846,246,083,688	0	0	0	1
0	0	0	2,893,813	2	0	0	0	0	2,893,813	2,893,813	0	0	0	0	0	0	0	1,698,846,268,379,916	1,698,846,268,379,916	0	0	0	1
0	0	0	18,813,014	2	0	0	0	0	18,813,014	18,813,014	0	0	0	0	0	0	0	849,423,126,049,417.5	1,698,846,233,285,821	0	0	0	1
0	0	0	5,408,605	2	0	0	0	0	5,408,605	5,408,605	0	0	0	0	0	0	0	849,423,135,253,575	1,698,846,265,098,545	0	0	0	1
0	0	0	9,436,334	2	0	0	0	0	9,436,334	9,436,334	0	0	0	0	0	0	0	849,423,114,878,885.5	1,698,846,220,321,437	0	0	0	1
0	0	0	31,493,168	2	0	0	0	0	31,493,168	31,493,168	0	0	0	0	0	0	0	849,423,129,885,720.5	1,698,846,228,278,273	0	0	0	1
0	0	0	18,975,426	2	0	0	0	0	18,975,426	18,975,426	0	0	0	0	0	0	0	849,423,132,993,243	1,698,846,247,011,060	0	0	0	1
0	0	0	12,053,608	2	0	0	0	0	12,053,608	12,053,608	0	0	0	0	0	0	0	849,423,123,569,336.5	1,698,846,235,085,065	0	0	0	1
43,882	443	6	11,071	2	1	32	0	32	614	11,071	64	90.326077	32	16	0	1,173	442	1,698,846,236,945,364	1,698,846,236,945,364	0	0	3	0
0	0	0	47,483,156	2	0	0	0	0	47,483,156	47,483,156	0	0	0	0	0	0	0	849,423,135,247,431	1,698,846,223,011,706	0	0	0	1
0	0	0	25,040,591	2	0	0	0	0	25,040,591	25,040,591	0	0	0	0	0	0	0	849,423,122,359,061	1,698,846,219,677,531	0	0	0	1
0	0	0	14,889,330	2	0	0	0	0	14,889,330	14,889,330	0	0	0	0	0	0	0	849,423,117,091,714	1,698,846,219,294,098	0	0	0	1
0	0	0	19,636,459	2	0	0	0	0	19,636,459	19,636,459	0	0	0	0	0	0	0	849,423,135,426,108.5	1,698,846,251,215,758	0	0	0	1
0	0	0	24,208,324	2	0	0	0	0	24,208,324	24,208,324	0	0	0	0	0	0	0	849,423,131,269,450.5	1,698,846,238,330,577	0	0	0	1
0	0	0	5,981,788	2	0	0	0	0	5,981,788	5,981,788	0	0	0	0	0	0	0	849,423,119,211,163.5	1,698,846,232,440,539	0	0	0	1
0	0	0	30,396,159	2	0	0	0	0	30,396,159	30,396,159	0	0	0	0	0	0	0	849,423,131,202,754	1,698,846,232,009,349	0	0	0	1
41,429	53	17	5,858	1	1	44	44	44	5,858	0	8	170.706726	44	0	0	0	0	1,698,846,232,404,865	1,698,846,232,404,865	0	0	0	0
0	0	0	35,481,553	2	0	0	0	0	35,481,553	35,481,553	0	0	0	0	0	0	0	849,423,136,486,578.5	1,698,846,237,491,604	0	0	0	1
0	0	0	25,316,177	2	0	0	0	0	25,316,177	25,316,177	0	0	0	0	0	0	0	849,423,134,281,921	1,698,846,243,247,665	0	0	0	1
0	0	0	10,973,674	2	0	0	0	0	10,973,674	10,973,674	0	0	0	0	0	0	0	849,423,115,016,037.5	1,698,846,219,058,401	0	0	0	1
0	0	0	9,116,567	2	0	0	0	0	9,116,567	9,116,567	0	0	0	0	0	0	0	849,423,116,422,507.5	1,698,846,223,728,448	0	0	0	1
0	0	0	17,021,235	2	0	0	0	0	17,021,235	17,021,235	0	0	0	0	0	0	0	849,423,123,789,611	1,698,846,230,557,987	0	0	0	1
0	0	0	16,503,458	2	0	0	0	0	16,503,458	16,503,458	0	0	0	0	0	0	0	849,423,134,202,551	1,698,846,251,901,644	0	0	0	1
55,922	53	17	1,600	1	1	47	47	191	1,600	0	8	625	191	83.138439	0	0	0	1,698,846,231,064,835	1,698,846,231,064,835	0	0	0	0
0	0	0	3,079,021	2	0	0	0	0	3,079,021	3,079,021	0	0	0	0	0	0	0	1,698,846,249,958,054	1,698,846,249,958,054	0	0	0	1
0	0	0	40,939,744	2	0	0	0	0	40,939,744	40,939,744	0	0	0	0	0	0	0	849,423,134,632,374	1,698,846,228,325,004	0	0	0	1
0	0	0	49,794,199	2	0	0	0	0	49,794,199	49,794,199	0	0	0	0	0	0	0	849,423,138,093,718.5	1,698,846,226,393,238	0	0	0	1
0	0	0	4,695,751	2	0	0	0	0	4,695,751	4,695,751	0	0	0	0	0	0	0	1,698,846,220,553,095	1,698,846,220,553,095	0	0	0	1
0	0	0	15,452,962	2	0	0	0	0	15,452,962	15,452,962	0	0	0	0	0	0	0	849,423,121,180,015	1,698,846,226,907,068	0	0	0	1
0	0	0	8,550,749	2	0	0	0	0	8,550,749	8,550,749	0	0	0	0	0	0	0	849,423,134,200,993	1,698,846,259,851,237	0	0	0	1
0	0	0	40,570,614	2	0	0	0	0	40,570,614	40,570,614	0	0	0	0	0	0	0	849,423,138,447,309.5	1,698,846,236,324,005	0	0	0	1
0	0	0	52,898,703	2	0	0	0	0	52,898,703	52,898,703	0	0	0	0	0	0	0	849,423,138,531,371.5	1,698,846,224,164,040	0	0	0	1
0	0	0	47,253,696	2	0	0	0	0	47,253,696	47,253,696	0	0	0	0	0	0	0	849,423,135,938,662.5	1,698,846,224,623,629	0	0	0	1
0	0	0	285,569	2	0	0	0	0	285,569	285,569	0	0	0	0	0	0	0	1,698,846,224,581,014	1,698,846,224,581,014	0	0	0	1
0	0	0	18,306,968	2	0	0	0	0	18,306,968	18,306,968	0	0	0	0	0	0	0	849,423,133,057,886	1,698,846,247,808,804	0	0	0	1
0	0	0	43,775,193	2	0	0	0	0	43,775,193	43,775,193	0	0	0	0	0	0	0	849,423,132,418,027	1,698,846,221,060,861	0	0	0	1
34,750	443	6	202,444	8	6	1,504	0	586	0	1	264	29.637826	1,239	337.588056	0	64,240	276	1,698,846,223,390,719	1,698,846,223,390,719	0	2	13	0
53,836	443	6	54,027,765	20	10	390	0	39	3,072	7,588	640	0.18509	39	18.532448	0	501	8	169,884,627,217,191.1	1,698,846,218,241,275	0	0	30	0
0	0	0	15,195,638	2	0	0	0	0	15,195,638	15,195,638	0	0	0	0	0	0	0	849,423,118,863,582.5	1,698,846,222,531,527	0	0	0	1
60,609	443	6	739,182	15	9	4,947	0	2,845	1	1	312	12.175621	2,845	825.400048	1	65,535	16,382	1,698,846,248,369,635	1,698,846,248,369,635	0	2	23	0
0	0	0	5,785,350	2	0	0	0	0	5,785,350	5,785,350	0	0	0	0	0	0	0	849,423,122,728,113	1,698,846,239,670,876	0	0	0	1

End of preview. Expand in Data Studio

IoT Intrusion Detection: Hybrid ML-DL Dataset

Hybrid ML-DL network traffic data for IoT intrusion and threat detection

Dataset Info

Source: Kaggle
Original Size: 35.78 MB
Kaggle Downloads: 3
Files: 1

Files

final_dataset.csv

Mirrored from Kaggle

Downloads last month: 51