Datasets:

abluva
/

CIC-IDS-2017-V2

Destination_Port float64 0 1	Flow_Duration float64 0 1	Total_Fwd_Packets float64 0 1	Total_Backward_Packets float64 0 1	Total_Length_of_Fwd_Packets float64 0 1	Total_Length_of_Bwd_Packets float64 0 1	Fwd_Packet_Length_Max float64 0 1	Fwd_Packet_Length_Min float64 0 1	Fwd_Packet_Length_Mean float64 0 1	Fwd_Packet_Length_Std float64 0 1	Bwd_Packet_Length_Max float64 0 1	Bwd_Packet_Length_Min float64 0 1	Bwd_Packet_Length_Mean float64 0 1	Bwd_Packet_Length_Std float64 0 1	Flow_Bytes/s float64 0 1	Flow_Packets/s float64 0 1	Flow_IAT_Mean float64 0 1	Flow_IAT_Std float64 0 1	Flow_IAT_Max float64 0 1	Flow_IAT_Min float64 0 1	Fwd_IAT_Total float64 0 1	Fwd_IAT_Mean float64 0 1	Fwd_IAT_Std float64 0 1	Fwd_IAT_Max float64 0 1	Fwd_IAT_Min float64 0 1	Bwd_IAT_Total float64 0 1	Bwd_IAT_Mean float64 0 1	Bwd_IAT_Std float64 0 1	Bwd_IAT_Max float64 0 1	Bwd_IAT_Min float64 0 1	Fwd_PSH_Flags float64 0 1	Fwd_Header_Length float64 0 1	Bwd_Header_Length float64 0 1	Fwd_Packets/s float64 0 1	Bwd_Packets/s float64 0 1	Min_Packet_Length float64 0 1	Max_Packet_Length float64 0 1	Packet_Length_Mean float64 0 1	Packet_Length_Std float64 0 1	Packet_Length_Variance float64 0 1	FIN_Flag_Count float64 0 1	SYN_Flag_Count float64 0 1	PSH_Flag_Count float64 0 1	ACK_Flag_Count float64 0 1	URG_Flag_Count float64 0 1	Down/Up_Ratio float64 0 1	Average_Packet_Size float64 0 1	Avg_Fwd_Segment_Size float64 0 1	Avg_Bwd_Segment_Size float64 0 1	Fwd_Header_Length.1 float64 0 1	Subflow_Fwd_Packets float64 0 1	Subflow_Fwd_Bytes float64 0 1	Subflow_Bwd_Packets float64 0 1	Subflow_Bwd_Bytes float64 0 1	Init_Win_bytes_forward float64 0 1	Init_Win_bytes_backward float64 0 1	act_data_pkt_fwd float64 0 1	min_seg_size_forward float64 0 1	Active_Mean float64 0 1	Active_Std float64 0 1	Active_Max float64 0 1	Active_Min float64 0 1	Idle_Mean float64 0 1	Idle_Std float64 0 1	Idle_Max float64 0 1	Idle_Min float64 0 1	label stringclasses 16 values
0.000336	0.000001	0	0.000003	0	0	0	0	0	0	0	0	0	0	0.111921	0.335341	0.000001	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.002008	0.003012	0	0	0	0	0	0	0	0	1	1	0.00641	0	0	0	0.999856	0	0	0.000003	0	0.00444	0.003723	0	1	0	0	0	0	0	0	0	0	BENIGN
0.9178	0.000001	0	0.000007	0	0	0	0	0	0	0	0	0	0	0.111921	0.339357	0	0	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004016	0.012048	0	0	0	0	0	0	0	0	1	1	0.012821	0	0	0	0.999856	0	0	0.000007	0	0.003723	0.00444	0	1	0	0	0	0	0	0	0	0	BENIGN
0.001877	0.000833	0	0.000003	0.000004	0	0.001934	0.020645	0.00808	0	0.002458	0.016575	0.008275	0	0.111922	0.333337	0.000833	0	0.000833	0.000833	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000003	0.000005	0.033149	0.001934	0.014384	0	0	0	0	0	0	0	0.00641	0.018493	0.00808	0.008275	0.999856	0	0.000004	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.001877	0.000309	0	0.000003	0.000004	0	0.001934	0.020645	0.00808	0	0.002458	0.016575	0.008275	0	0.111922	0.333342	0.000309	0	0.000309	0.000309	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000009	0.000014	0.033149	0.001934	0.014384	0	0	0	0	0	0	0	0.00641	0.018493	0.00808	0.008275	0.999856	0	0.000004	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0	0.926345	0.000664	0	0	0	0	0	0	0	0	0	0	0	0.111921	0.333334	0.006345	0.029951	0.113333	0	0.925	0.006345	0.03002	0.113333	0	0	0	0	0	0	0	0.999856	0.994592	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.000664	0	0	0	0	0	0	1	0.015943	0.028615	0.043845	0.000001	0.078859	0.034561	0.113333	0.047502	BENIGN
0.001877	0.00032	0	0.000003	0.000004	0	0.001934	0.020645	0.00808	0	0.002458	0.016575	0.008275	0	0.111922	0.333342	0.00032	0	0.00032	0.00032	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000009	0.000013	0.033149	0.001934	0.014384	0	0	0	0	0	0	0	0.00641	0.018493	0.00808	0.008275	0.999856	0	0.000004	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.001574	0.000036	0.000024	0.000041	0.000007	0.008058	0	0.009875	0.011225	0.073221	0	0.111148	0.08462	0.111933	0.333347	0.000105	0.000234	0.0005	0	0.001574	0.000197	0.000266	0.0005	0	0.000737	0.000123	0.000268	0.000415	0	0	0.999856	0.994592	0.000016	0.000019	0	0.057615	0.088857	0.110606	0.012227	0	0	1	0	0	0	0.080924	0.009875	0.111148	0.999856	0.000036	0.000041	0.000024	0.000007	0.125015	0.005249	0.000037	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.001783	0.000041	0.000027	0.000044	0.000007	0.0083	0	0.009477	0.010374	0.073221	0	0.09803	0.082694	0.111931	0.333347	0.000105	0.000224	0.000492	0	0.001783	0.000198	0.000277	0.000492	0	0.000945	0.000135	0.000291	0.00052	0	0	0.999856	0.994592	0.000016	0.000019	0	0.057615	0.080624	0.105752	0.011177	0	0	1	0	0	0	0.072945	0.009477	0.09803	0.999856	0.000041	0.000044	0.000027	0.000007	0.125015	0.005249	0.000042	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.000026	0	0.000007	0	0	0.000242	0.002581	0.00101	0	0.001946	0.002072	0.003793	0.002761	0.111928	0.333495	0.000013	0.000026	0.000026	0	0	0	0	0	0	0.000026	0.000026	0	0.000026	0.000026	0	0.999856	0.994592	0.000108	0.000324	0.004144	0.001531	0.004195	0.003382	0.000011	1	0	0	1	0	0.012821	0.004795	0.00101	0.003793	0.999856	0	0	0.000007	0	0.000015	0.005371	0	1	0	0	0	0	0	0	0	0	BENIGN
0.001221	0.961209	0.000073	0.000051	0.000074	0.000002	0.017486	0	0.009426	0.019968	0.038198	0	0.017217	0.032013	0.111921	0.333333	0.031007	0.056681	0.083333	0.000001	0.958333	0.060076	0.052728	0.083333	0.000002	0.925	0.065876	0.050394	0.083333	0.000176	0	0.999856	0.994592	0	0	0	0.030056	0.022247	0.042736	0.001825	0	0	1	0	0	0	0.019665	0.009426	0.017217	0.999856	0.000073	0.000074	0.000051	0.000002	0.125015	0.005371	0.000075	1	0.000525	0.000928	0.002414	0.000333	0.083333	0.000284	0.083333	0.082813	BENIGN
0.001221	0.959883	0.000068	0.000048	0.00004	0.000001	0.017486	0	0.00545	0.015032	0.038198	0	0.00926	0.024316	0.111921	0.333333	0.0331	0.057488	0.083333	0.000001	0.958333	0.063992	0.049556	0.084167	0.000001	0.925	0.070932	0.044599	0.084167	0.000172	0	0.999856	0.994592	0	0	0	0.030056	0.012276	0.032131	0.001032	0	0	1	0	0	0	0.010873	0.00545	0.00926	0.999856	0.000068	0.00004	0.000048	0.000001	0.125015	0.005249	0.00007	1	0.000429	0.000474	0.001392	0.000329	0.083333	0.000274	0.083333	0.082943	BENIGN
0.00676	0.984212	0.000068	0.000069	0.001181	0.000017	0.166801	0.002581	0.160225	0.213875	0.073221	0.002072	0.094759	0.082895	0.111921	0.333333	0.02812	0.163915	0.490833	0	0.983333	0.065614	0.244672	0.490833	0.000001	0.983333	0.051759	0.220332	0.491667	0	1	0.999856	0.994592	0	0	0.004144	0.166801	0.214603	0.236934	0.056106	0	1	0	1	0	0.00641	0.189055	0.160225	0.094759	0.999856	0.000068	0.001183	0.000069	0.000017	0.003876	0.009247	0.00007	1	0.001234	0.000804	0.001618	0.00085	0.490833	0.000965	0.490833	0.49	BENIGN
0.00676	0.991687	0.002917	0.003518	0.001092	0.002584	0.067446	0	0.003693	0.018823	0.219662	0	0.284264	0.084857	0.111927	0.333336	0.000595	0.023993	0.490833	0	0.991667	0.001547	0.0388	0.490833	0	0.991667	0.000966	0.030763	0.491667	0	0	0.999856	0.994611	0.000002	0.000004	0	0.172844	0.306382	0.20396	0.041576	0	0	1	0	0	0.00641	0.262771	0.003693	0.284264	0.999856	0.002917	0.001094	0.003518	0.002584	0.125015	0.008759	0.00288	1	0.006091	0.010688	0.011188	0.000993	0.49	0.002686	0.490833	0.488333	BENIGN
0.000809	0.000256	0	0.000003	0.000003	0	0.001773	0.018925	0.007406	0	0.003072	0.020718	0.010344	0	0.111923	0.333344	0.000256	0	0.000256	0.000256	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000011	0.000016	0.030387	0.002417	0.014783	0.001952	0.000004	0	0	0	0	0	0.00641	0.019007	0.007406	0.010344	0.999856	0	0.000003	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000002	0.000005	0.000007	0.000006	0	0.001531	0.016344	0.006396	0	0.003379	0.02279	0.011378	0	0.112388	0.336824	0.000001	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.00349	0.005236	0.026243	0.002659	0.014743	0.003241	0.000011	0	0	0	0	0	0.00641	0.015796	0.006396	0.011378	0.999856	0.000005	0.000006	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000254	0	0.000003	0.000005	0	0.002417	0.025806	0.0101	0	0.003891	0.026243	0.013102	0	0.111923	0.333344	0.000254	0	0.000254	0.000254	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000011	0.000016	0.041436	0.003062	0.019578	0.001952	0.000004	0	0	0	0	0	0.00641	0.025171	0.0101	0.013102	0.999856	0	0.000005	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000001	0.000005	0.000007	0.000005	0	0.00133	0.014194	0.005555	0	0.002509	0.01692	0.008448	0	0.112378	0.337662	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004329	0.006494	0.02279	0.001974	0.011807	0.001852	0.000003	0	0	0	0	0	0.00641	0.01265	0.005555	0.008448	0.999856	0.000005	0.000005	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000001	0.000005	0.000007	0.000008	0	0.001974	0.021075	0.008248	0	0.003328	0.022445	0.011206	0	0.112536	0.337526	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004193	0.006289	0.03384	0.002619	0.016601	0.001852	0.000003	0	0	0	0	0	0.00641	0.017787	0.008248	0.011206	0.999856	0.000005	0.000008	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.336145	0.000005	0.000007	0.000008	0	0.002498	0.018925	0.008921	0.001786	0.004608	0.024862	0.013964	0.001553	0.111921	0.333333	0.111667	0.274763	0.335833	0.000003	0.335833	0.335833	0	0.335833	0.335833	0.335833	0.335833	0	0.335833	0.335833	0	0.999856	0.994592	0	0	0.030387	0.003626	0.018699	0.004135	0.000017	0	0	0	0	0	0.00641	0.020034	0.008921	0.013964	0.999856	0.000005	0.000008	0.000007	0	0	0	0.000005	1	0.000279	0	0.000279	0.000279	0.335833	0	0.335833	0.335833	BENIGN
0.000809	0.000254	0	0.000003	0.000005	0	0.002417	0.025806	0.0101	0	0.004506	0.030387	0.015171	0	0.111923	0.333344	0.000254	0	0.000254	0.000254	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000011	0.000016	0.041436	0.003546	0.020776	0.003417	0.000012	0	0	0	0	0	0.00641	0.026712	0.0101	0.015171	0.999856	0	0.000005	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000002	0.000005	0.000007	0.000006	0	0.001652	0.017634	0.006901	0	0.003891	0.026243	0.013102	0	0.112479	0.337037	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.003704	0.005556	0.028315	0.003062	0.016481	0.004052	0.000016	0	0	0	0	0	0.00641	0.017658	0.006901	0.013102	0.999856	0.000005	0.000006	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000001	0.000005	0.000007	0.000006	0	0.001531	0.016344	0.006396	0	0.002765	0.018646	0.00931	0	0.11243	0.337634	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004301	0.006452	0.026243	0.002176	0.013305	0.001852	0.000003	0	0	0	0	0	0.00641	0.014255	0.006396	0.00931	0.999856	0.000005	0.000006	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000259	0.000014	0.000007	0.00001	0	0.00133	0.014194	0.005555	0	0.003123	0.021064	0.010516	0	0.111925	0.333365	0.000052	0.00013	0.000212	0	0.000213	0.000071	0.000173	0.000212	0	0	0	0	0	0	0	0.999856	0.994592	0.000043	0.000032	0.02279	0.002458	0.012286	0.002888	0.000008	0	0	0	0	0	0	0.012286	0.005555	0.010516	0.999856	0.000014	0.00001	0.000007	0	0	0	0.000014	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.00026	0.000014	0.000007	0.000013	0	0.001652	0.017634	0.006901	0	0.003891	0.026243	0.013102	0	0.111925	0.333365	0.000052	0.000137	0.000223	0	0.000223	0.000074	0.000182	0.000223	0	0	0	0	0	0	0	0.999856	0.994592	0.000043	0.000032	0.028315	0.003062	0.015283	0.003609	0.000013	0	0	0	0	0	0	0.015283	0.006901	0.013102	0.999856	0.000014	0.000013	0.000007	0	0	0	0.000014	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000002	0.000005	0.000007	0.000006	0	0.001491	0.015914	0.006228	0	0.003943	0.026588	0.013275	0	0.112467	0.337058	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.003724	0.005587	0.025552	0.003102	0.015882	0.00463	0.000021	0	0	0	0	0	0.00641	0.017016	0.006228	0.013275	0.999856	0.000005	0.000006	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000257	0.000014	0.000007	0.000015	0	0.001974	0.021075	0.008248	0	0.003943	0.026588	0.013275	0	0.111926	0.333366	0.000051	0.0001	0.000133	0	0.000133	0.000044	0.000109	0.000133	0	0	0	0	0	0	0	0.999856	0.994592	0.000043	0.000032	0.03384	0.003102	0.01708	0.002888	0.000008	0	0	0	0	0	0	0.01708	0.008248	0.013275	0.999856	0.000014	0.000015	0.000007	0	0	0	0.000014	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000257	0.000014	0.000007	0.000015	0	0.001894	0.020215	0.007911	0	0.005018	0.03384	0.016895	0	0.111926	0.333366	0.000051	0.0001	0.000141	0	0.000141	0.000047	0.000116	0.000141	0	0	0	0	0	0	0	0.999856	0.994592	0.000043	0.000032	0.032459	0.003948	0.01845	0.00526	0.000028	0	0	0	0	0	0	0.01845	0.007911	0.016895	0.999856	0.000014	0.000015	0.000007	0	0	0	0.000014	1	0	0	0	0	0	0	0	0	BENIGN
0.848096	0.000038	0.000009	0.000003	0.000004	0	0.001531	0.002581	0.002805	0.002593	0.000307	0.002072	0.001034	0	0.111926	0.333479	0.000013	0.000028	0.000036	0.000001	0.000038	0.000019	0.000035	0.000036	0.000002	0	0	0	0	0	0	0.999856	0.994592	0.000218	0.000109	0.004144	0.001531	0.003716	0.003025	0.000009	0	0	0	1	0	0	0.003981	0.002805	0.001034	0.999856	0.000009	0.000004	0.000003	0	0.005371	0.000015	0.000009	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000002	0.000005	0.000007	0.000007	0	0.001894	0.020215	0.007911	0	0.005018	0.03384	0.016895	0	0.112562	0.33677	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.003436	0.005155	0.032459	0.003948	0.020197	0.005904	0.000035	0	0	0	0	0	0.00641	0.02164	0.007911	0.016895	0.999856	0.000005	0.000007	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000001	0.000005	0.000007	0.000008	0	0.001974	0.021075	0.008248	0	0.003328	0.022445	0.011206	0	0.11254	0.337553	0.000001	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004219	0.006329	0.03384	0.002619	0.016601	0.001852	0.000003	0	0	0	0	0	0.00641	0.017787	0.008248	0.011206	0.999856	0.000005	0.000008	0.000007	0	0	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.84802	0.000001	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.111989	0.337719	0.000001	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004386	0.006579	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.473709	0.975342	0	1	0	0	0	0	0	0	0	0	BENIGN
0.964614	0	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.112082	0.34375	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.010417	0.015625	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.007843	0.003876	0	1	0	0	0	0	0	0	0	0	BENIGN
0.00032	0.001358	0.000077	0.000086	0.000016	0.000001	0.001732	0	0.00187	0.001711	0.002663	0	0.003324	0.001756	0.111923	0.333377	0.000032	0.000171	0.00069	0	0.001357	0.00008	0.000365	0.001044	0	0.001357	0.000057	0.000224	0.000689	0	0	0.999856	0.994592	0.000037	0.000077	0	0.002095	0.004645	0.002961	0.000009	0	0	1	0	0	0.00641	0.004074	0.00187	0.003324	0.999856	0.000077	0.000016	0.000086	0.000001	0.125015	0.00351	0.000075	1	0	0	0	0	0	0	0	0	BENIGN
0.581643	0.000278	0.000055	0.000031	0.001384	0	0.117647	0	0.231202	0.16158	0.000307	0	0.000805	0.000323	0.112152	0.333443	0.000013	0.000073	0.000236	0	0.000277	0.000023	0.000096	0.000236	0	0.000277	0.000035	0.000118	0.000238	0	0	0.999856	0.994592	0.00013	0.000135	0	0.117647	0.233186	0.231984	0.053786	0	0	1	0	0	0	0.208959	0.231202	0.000805	0.999856	0.000055	0.001387	0.000031	0	0.125015	0.005951	0.000052	1	0	0	0	0	0	0	0	0	BENIGN
0.581643	0	0.000005	0	0.000161	0	0.083199	0.002581	0.174301	0.204324	0	0	0	0	0.55789	0.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0.999856	0.994592	0.333333	0	0.004144	0.083199	0.413128	0.251244	0.063088	0	1	0	1	0	0	0.531164	0.174301	0	0.999856	0.000005	0.000161	0	0	0.003922	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.815305	0.000001	0	0.000007	0	0.000001	0.000242	0.002581	0.00101	0	0.030978	0.002072	0.052668	0.051687	0.114962	0.33908	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.003831	0.011494	0.004144	0.024376	0.046672	0.063299	0.004004	0	0	0	1	1	0.012821	0.053339	0.00101	0.052668	0.999856	0	0	0.000007	0.000001	0.005951	0.003922	0	1	0	0	0	0	0	0	0	0	BENIGN
0.81529	0	0	0.00001	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.11214	0.347518	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.007092	0.031915	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.019231	0.001926	0.00101	0.001034	0.999856	0	0	0.00001	0	0.00351	0.003906	0	1	0	0	0	0	0	0	0	0	BENIGN
0.581643	0	0.000005	0	0.000001	0	0.000242	0.002581	0.00101	0	0	0	0	0	0.117067	0.666667	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.666667	0	0.004144	0.000242	0.001798	0	0	0	0	0	1	0	0	0.002312	0.00101	0	0.999856	0.000005	0.000001	0	0	0.003922	0	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.00032	0.000001	0	0.000007	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.112079	0.343537	0	0	0.000001	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.006803	0.020408	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.012821	0.002055	0.00101	0.001034	0.999856	0	0	0.000007	0	0.003906	0.00351	0	1	0	0	0	0	0	0	0	0	BENIGN
0.847532	0.000001	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.111984	0.337398	0.000001	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004065	0.006098	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.00444	0.003922	0	1	0	0	0	0	0	0	0	0	BENIGN
0.846571	0	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.113208	0.416667	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.083333	0.125	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.0047	0.003922	0	1	0	0	0	0	0	0	0	0	BENIGN
0.846098	0.000001	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.111989	0.337719	0.000001	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.004386	0.006579	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.014969	0.003876	0	1	0	0	0	0	0	0	0	0	BENIGN
0.847547	0	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.112047	0.341463	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.00813	0.012195	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.00444	0.003922	0	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.04101	0.000032	0.000027	0.000021	0.000001	0.00137	0.014624	0.005723	0	0.004864	0.032804	0.016378	0	0.111921	0.333334	0.002734	0.00709	0.016687	0	0.02535	0.003621	0.009286	0.016687	0	0.01512	0.00216	0.005243	0.007603	0	0	0.999856	0.994592	0.000001	0.000001	0.023481	0.003828	0.01879	0.006633	0.000044	0	0	0	0	0	0.00641	0.017113	0.005723	0.016378	0.999856	0.000032	0.000021	0.000027	0.000001	0	0	0.000033	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.001566	0.000005	0.000007	0.000001	0	0.000242	0.002581	0.00101	0	0.001587	0.002072	0.003189	0.002157	0.111921	0.333337	0.000522	0.00065	0.000867	0.000001	0.001566	0.001566	0	0.001566	0.001566	0.000867	0.000867	0	0.000867	0.000867	0	0.999856	0.994592	0.000004	0.000005	0.004144	0.001249	0.003296	0.002363	0.000006	0	0	0	1	0	0.00641	0.003532	0.00101	0.003189	0.999856	0.000005	0.000001	0.000007	0	0.974701	0.735184	0.000005	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036619	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007324	0.022538	0.035812	0	0.036619	0.009155	0.025212	0.035811	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003906	0.004471	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036622	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007324	0.022536	0.035811	0	0.036622	0.009155	0.02521	0.035811	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003937	0.001892	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.001877	0.000137	0	0.000003	0.000004	0	0.001934	0.020645	0.00808	0	0.002458	0.016575	0.008275	0	0.111924	0.333354	0.000137	0	0.000137	0.000137	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.00002	0.00003	0.033149	0.001934	0.014384	0	0	0	0	0	0	0	0.00641	0.018493	0.00808	0.008275	0.999856	0	0.000004	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.847974	0	0	0.000003	0	0	0.000242	0.002581	0.00101	0	0.000307	0.002072	0.001034	0	0.112064	0.342593	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.009259	0.013889	0.004144	0.000242	0.001798	0	0	0	0	0	1	1	0.00641	0.002312	0.00101	0.001034	0.999856	0	0	0.000003	0	0.735184	0.974228	0	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.03673	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007346	0.022623	0.035942	0	0.03673	0.009182	0.025309	0.035942	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003952	0.00563	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036734	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007347	0.022624	0.035944	0.000001	0.036734	0.009183	0.025309	0.035944	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.00386	0.001953	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036731	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007346	0.022625	0.035945	0.000001	0.036731	0.009183	0.025311	0.035945	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003891	0.00563	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036737	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007348	0.022725	0.036073	0.000001	0.036737	0.009184	0.025429	0.036073	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003876	0.001083	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036736	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007347	0.022724	0.036072	0	0.036736	0.009184	0.025428	0.036072	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.00386	0.001953	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036741	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007348	0.022317	0.035554	0.000001	0.036741	0.009185	0.024946	0.035554	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003845	0.001953	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.03674	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007348	0.022622	0.035943	0	0.03674	0.009185	0.025308	0.035943	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003922	0.001892	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036745	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007349	0.022622	0.035944	0.000001	0.036745	0.009186	0.025307	0.035944	0.000001	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003891	0.00563	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036744	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.007349	0.02262	0.035941	0	0.036744	0.009186	0.025304	0.035941	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.003922	0.001083	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.00676	0.036749	0.000018	0.000003	0.00001	0	0.001853	0.002581	0.004545	0.002824	0.002355	0.015884	0.00793	0	0.111921	0.333334	0.00735	0.022721	0.036071	0	0.036749	0.009187	0.025424	0.036071	0	0	0	0	0	0	1	0.999856	0.994592	0	0	0.004144	0.001853	0.009717	0.003987	0.000016	0	1	0	1	0	0	0.009717	0.004545	0.00793	0.999856	0.000018	0.00001	0.000003	0	0.00386	0.001816	0.000019	1	0	0	0	0	0	0	0	0	BENIGN
0.005936	0.000319	0.000041	0.000021	0.000078	0.000002	0.009871	0	0.016866	0.013654	0.01618	0.055939	0.039767	0.008551	0.111948	0.333403	0.000021	0.000113	0.00031	0	0.000319	0.000035	0.000147	0.000312	0	0.000007	0.000001	0.000003	0.000004	0	1	0.999856	0.994592	0.000087	0.000078	0	0.012732	0.044296	0.022042	0.000486	0	1	0	1	0	0	0.040341	0.016866	0.039767	0.999856	0.000041	0.000078	0.000021	0.000002	0.006027	0.031693	0.000023	1	0	0	0	0	0	0	0	0	BENIGN
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0.537163	0.000001	0	0.000003	0	0	0	0	0	0	0	0	0	0	0.111921	0.338983	0.000001	0	0.000001	0.000001	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.00565	0.008475	0	0	0	0	0	0	0	0	1	1	0.00641	0	0	0	0.999856	0	0	0.000003	0	0.005341	0.00386	0	1	0	0	0	0	0	0	0	0	BENIGN
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0.00676	0.012496	0.000041	0.000034	0.000066	0.000006	0.010757	0	0.014325	0.014016	0.148285	0	0.068098	0.1099	0.111922	0.333336	0.000658	0.001499	0.004206	0	0.011689	0.001299	0.002284	0.005	0.000002	0.011703	0.0013	0.002132	0.004206	0	0	0.999856	0.994592	0.000002	0.000003	0	0.11668	0.068507	0.133036	0.017689	0	0	1	0	0	0.00641	0.061657	0.014325	0.068098	0.999856	0.000041	0.000066	0.000034	0.000006	0.445572	0.00386	0.000023	1	0	0	0	0	0	0	0	0	BENIGN
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0.001877	0.00014	0	0.000003	0.000004	0	0.001934	0.020645	0.00808	0	0.002458	0.016575	0.008275	0	0.111924	0.333353	0.00014	0	0.00014	0.00014	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.00002	0.00003	0.033149	0.001934	0.014384	0	0	0	0	0	0	0	0.00641	0.018493	0.00808	0.008275	0.999856	0	0.000004	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN
0.000809	0.000503	0	0.000003	0.000004	0	0.002135	0.022796	0.008921	0	0.0085	0.05732	0.028618	0	0.111923	0.333339	0.000503	0	0.000503	0.000503	0	0	0	0	0	0	0	0	0	0	0	0.999856	0.994592	0.000006	0.000008	0.036602	0.006688	0.027169	0.013788	0.00019	0	0	0	0	0	0.00641	0.034932	0.008921	0.028618	0.999856	0	0.000004	0.000003	0	0	0	0	1	0	0	0	0	0	0	0	0	BENIGN

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The CIC-IDS-V2 is an extended version of the original CIC-IDS 2017 dataset. The dataset is normalised and 1 new class called "Comb" is added which is a combination of synthesised data of multiple non-benign classes.

To cite the dataset, please reference the original paper with DOI: 10.1109/SmartNets61466.2024.10577645. The paper is published in IEEE SmartNets and can be accessed here: https://www.researchgate.net/publication/382034618_Blender-GAN_Multi-Target_Conditional_Generative_Adversarial_Network_for_Novel_Class_Synthetic_Data_Generation.

Citation info:

Madhubalan, Akshayraj & Gautam, Amit & Tiwary, Priya. (2024). Blender-GAN: Multi-Target Conditional Generative Adversarial Network for Novel Class Synthetic Data Generation. 1-7. 10.1109/SmartNets61466.2024.10577645.

This dataset was made by Abluva Inc, a Palo Alto based, research-driven Data Protection firm. Our data protection platform empowers customers to secure data through advanced security mechanisms such as Fine Grained Access control and sophisticated depersonalization algorithms (e.g. Pseudonymization, Anonymization and Randomization). Abluva's Data Protection solutions facilitate data democratization within and outside the organizations, mitigating the concerns related to theft and compliance. The innovative intrusion detection algorithm by Abluva employs patented technologies for an intricately balanced approach that excludes normal access deviations, ensuring intrusion detection without disrupting the business operations. Abluva’s Solution enables organizations to extract further value from their data by enabling secure Knowledge Graphs and deploying Secure Data as a Service among other novel uses of data. Committed to providing a safe and secure environment, Abluva empowers organizations to unlock the full potential of their data.

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