Datasets:

abluva
/

CSE-CIC-IDS2018-V2

Dst_Port float64 0 1	Protocol float64 0 1	Flow_Duration float64 -0.35 1	Tot_Fwd_Pkts float64 0 1	Tot_Bwd_Pkts float64 0 1	TotLen_Fwd_Pkts float64 0 1	TotLen_Bwd_Pkts float64 0 1	Fwd_Pkt_Len_Max float64 0 1	Fwd_Pkt_Len_Min float64 0 1	Fwd_Pkt_Len_Mean float64 0 1	Fwd_Pkt_Len_Std float64 0 1	Bwd_Pkt_Len_Max float64 0 1	Bwd_Pkt_Len_Min float64 0 1	Bwd_Pkt_Len_Mean float64 0 1	Bwd_Pkt_Len_Std float64 0 1	Flow_Byts/s float64 0 1	Flow_Pkts/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_Tot float64 -0.35 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_Tot 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_Len float64 0 1	Bwd_Header_Len float64 0 1	Fwd_Pkts/s float64 0 1	Bwd_Pkts/s float64 0 1	Pkt_Len_Min float64 0 1	Pkt_Len_Max float64 0 1	Pkt_Len_Mean float64 0 1	Pkt_Len_Std float64 0 1	Pkt_Len_Var float64 0 1	SYN_Flag_Cnt float64 0 1	PSH_Flag_Cnt float64 0 1	ACK_Flag_Cnt float64 0 1	Down/Up_Ratio float64 0 1	Pkt_Size_Avg float64 0 1	Fwd_Seg_Size_Avg float64 0 1	Bwd_Seg_Size_Avg float64 0 1	Subflow_Fwd_Pkts float64 0 1	Subflow_Fwd_Byts float64 0 1	Subflow_Bwd_Pkts float64 0 1	Subflow_Bwd_Byts float64 0 1	Init_Fwd_Win_Byts float64 0 1	Init_Bwd_Win_Byts float64 0 1	Fwd_Act_Data_Pkts float64 0 1	Fwd_Seg_Size_Min float64 0 1.17	Active_Mean float64 0 1	Active_Max float64 0 1	Active_Min float64 0 1	Idle_Mean float64 0 1	Idle_Max float64 0 1	Idle_Min float64 0 1.62	label stringclasses 16 values
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.007259	Benign
0.000336	0.352941	0.999833	0.000045	0.000531	0.000125	0.000083	0.011546	0	0.004997	0.010692	0.24327	0	0.123261	0.16046	0.000001	0.000001	0.999649	0.000001	0.139954	0.999873	0.999833	0.999649	0	0.139954	0.999873	0.046983	0.005244	0.005373	0.009727	0.000005	0	0.000197	0.000871	0.000001	0.000001	0	0.015146	0.0406	0.026261	0.00069	0	1	0	0	0.042208	0.004997	0.123261	0.000045	0.000125	0.000531	0.000083	1	0.003571	0.000019	0.666667	0	0	0	0	0	0	Benign
0.000336	0.352941	0.999837	0.000042	0.000585	0.000115	0.00008	0.011546	0	0.004939	0.011072	0.24327	0	0.1089	0.15639	0.000001	0.000001	0.999649	0.000001	0.139955	0.999873	0.999837	0.99965	0.000001	0.139955	0.999873	0.064296	0.006458	0.00892	0.018124	0.000001	0	0.000184	0.000957	0	0.000001	0	0.015146	0.038751	0.026443	0.000699	0	1	0	0	0.040285	0.004939	0.1089	0.000042	0.000115	0.000585	0.00008	0.088638	0.003571	0.000019	0.666667	0	0	0	0	0	0	Benign
0.000336	0.352941	0.999834	0.000048	0.000638	0.000125	0.000083	0.011546	0	0.004685	0.01037	0.24327	0	0.102717	0.150083	0.000001	0.000001	0.999649	0.000001	0.139955	0.999873	0.999834	0.999649	0.000001	0.139955	0.999873	0.049838	0.004551	0.005439	0.010453	0.000001	0	0.000134	0.00067	0.000001	0.000001	0	0.015146	0.0364	0.025115	0.000631	0	1	0	0	0.037685	0.004685	0.102717	0.000048	0.000125	0.000638	0.000083	0.088638	0.003586	0.000023	0.416667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003274	0	0.002553	0.005128	0.115404	0	0.083692	0.115404	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001989	0.000999	0.001979	0.001982	0.000007	0	0.000068	0.000276	0.000003	0.000003	0	0.007185	0.022509	0.015256	0.000233	0	1	0	0	0.025313	0.002553	0.083692	0.000013	0.000021	0.000159	0.000017	0.222794	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003414	0	0.002662	0.005347	0.117647	0	0.085319	0.117647	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001979	0.000994	0.001977	0.001976	0.000003	0	0.000068	0.000276	0.000003	0.000003	0	0.007325	0.023111	0.015602	0.000243	0	1	0	0	0.025989	0.002662	0.085319	0.000013	0.000022	0.000159	0.000017	0.222794	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003414	0	0.002662	0.005347	0.117647	0	0.085319	0.117647	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001981	0.000995	0.001979	0.001979	0.000003	0	0.000068	0.000276	0.000003	0.000003	0	0.007325	0.023111	0.015602	0.000243	0	1	0	0	0.025989	0.002662	0.085319	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003243	0	0.002529	0.005079	0.114905	0	0.083331	0.114905	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001991	0.001	0.001989	0.001988	0.000003	0	0.000068	0.000276	0.000003	0.000003	0	0.007154	0.022376	0.015179	0.00023	0	1	0	0	0.025163	0.002529	0.083331	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003274	0	0.002553	0.005128	0.115404	0	0.083692	0.115404	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002138	0.001074	0.002136	0.002135	0.000003	0	0.000068	0.000276	0.000002	0.000003	0	0.007185	0.022509	0.015256	0.000233	0	1	0	0	0.025313	0.002553	0.083692	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003197	0	0.002493	0.005006	0.114158	0	0.082788	0.114158	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001984	0.000996	0.001984	0.001982	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007107	0.022176	0.015064	0.000227	0	1	0	0	0.024938	0.002493	0.082788	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003274	0	0.002553	0.005128	0.115404	0	0.083692	0.115404	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001981	0.000995	0.001978	0.001978	0.000003	0	0.000068	0.000276	0.000003	0.000003	0	0.007185	0.022509	0.015256	0.000233	0	1	0	0	0.025313	0.002553	0.083692	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003274	0	0.002553	0.005128	0.115404	0	0.083692	0.115404	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001988	0.000999	0.001989	0.001987	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007185	0.022509	0.015256	0.000233	0	1	0	0	0.025313	0.002553	0.083692	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001975	0.000992	0.001975	0.001973	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003243	0	0.002529	0.005079	0.114905	0	0.083331	0.114905	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001987	0.000998	0.001987	0.001985	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007154	0.022376	0.015179	0.00023	0	1	0	0	0.025163	0.002529	0.083331	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001994	0.001001	0.001994	0.001992	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001983	0.000996	0.001983	0.001981	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.00199	0.000999	0.00199	0.001988	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002137	0.001073	0.002138	0.002136	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001988	0.000999	0.001988	0.001986	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002213	0.001111	0.002214	0.002211	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003352	0	0.002614	0.005249	0.11665	0	0.084596	0.11665	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001992	0.001001	0.001993	0.001991	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007263	0.022843	0.015448	0.000239	0	1	0	0	0.025689	0.002614	0.084596	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001992	0.001001	0.001993	0.001991	0.000001	0	0.000068	0.000276	0.000003	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.00198	0.000994	0.001979	0.001978	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002034	0.001021	0.002034	0.002032	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001986	0.000998	0.001986	0.001984	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002148	0.001079	0.002149	0.002147	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002137	0.001073	0.002137	0.002135	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003336	0	0.002601	0.005225	0.116401	0	0.084415	0.116401	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002193	0.001101	0.002193	0.002191	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007247	0.022777	0.01541	0.000237	0	1	0	0	0.025614	0.002601	0.084415	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002019	0.001014	0.002019	0.002017	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001989	0.000999	0.001989	0.001987	0.000001	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001968	0.000988	0.001968	0.001966	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001983	0.000996	0.001984	0.001982	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000022	0.000017	0.003321	0	0.002589	0.005201	0.116152	0	0.084234	0.116152	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.00215	0.00108	0.002151	0.002149	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007232	0.02271	0.015371	0.000236	0	1	0	0	0.025539	0.002589	0.084234	0.000013	0.000022	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003212	0	0.002505	0.005031	0.114407	0	0.082969	0.114407	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002003	0.001006	0.002003	0.002001	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007123	0.022242	0.015103	0.000228	0	1	0	0	0.025013	0.002505	0.082969	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003212	0	0.002505	0.005031	0.114407	0	0.082969	0.114407	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001975	0.000992	0.001975	0.001973	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007123	0.022242	0.015103	0.000228	0	1	0	0	0.025013	0.002505	0.082969	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.00002	0.000017	0.00315	0	0.002456	0.004934	0.11341	0	0.082246	0.11341	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.001977	0.000993	0.001978	0.001975	0.000002	0	0.000068	0.000276	0.000003	0.000003	0	0.007061	0.021975	0.01495	0.000223	0	1	0	0	0.024712	0.002456	0.082246	0.000013	0.00002	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0.001221	0.352941	0.999825	0.000013	0.000159	0.000021	0.000017	0.003212	0	0.002505	0.005031	0.114407	0	0.082969	0.114407	0.000003	0.000004	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.002192	0.001101	0.002193	0.002191	0.000002	0	0.000068	0.000276	0.000002	0.000003	0	0.007123	0.022242	0.015103	0.000228	0	1	0	0	0.025013	0.002505	0.082969	0.000013	0.000021	0.000159	0.000017	0.220963	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.000336	0.352941	0.999827	0.000042	0.000638	0.000125	0.000083	0.011546	0	0.005354	0.010999	0.24327	0	0.102717	0.150083	0.000003	0.000003	0.999648	0	0.139954	0.999873	0.999827	0.999648	0	0.139954	0.999873	0.017116	0.001563	0.001729	0.003283	0.000001	0	0.000184	0.001042	0.000002	0.000003	0	0.015146	0.039097	0.025854	0.000668	0	1	0	0	0.040584	0.005354	0.102717	0.000042	0.000125	0.000638	0.000083	0.222794	0.003571	0.000023	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.000336	0.352941	0.999828	0.000042	0.00085	0.000111	0.000082	0.004221	0	0.004736	0.004485	0.24327	0	0.076631	0.13081	0.000003	0.000003	0.999648	0	0.139954	0.999873	0.999828	0.999649	0	0.139954	0.999873	0.023543	0.001577	0.001159	0.002337	0	0	0.000184	0.001382	0.000001	0.000003	0	0.015146	0.032549	0.021188	0.000449	0	1	0	0.0125	0.033621	0.004736	0.076631	0.000042	0.000111	0.00085	0.000082	0.222794	0.003479	0.000036	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.001022	1	0.999824	0	0.000053	0.00003	0.000012	0.004655	0.205479	0.01815	0	0.082004	0.376861	0.178411	0	0.00209	0.00074	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000003	0.000021	0.00037	0.00074	0.380711	0.005106	0.093077	0.001583	0.000003	0	0	0	0.0125	0.139561	0.01815	0.178411	0	0.00003	0.000053	0.000012	0	0	0	0.166667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.152351	0.352941	0.99993	0.000291	0.004411	0.000775	0.000063	0.00298	0.043836	0.005106	0.001665	0.015952	0	0.01129	0.013023	0	0.000001	0.999649	0.00001	0.14	0.999873	0.99993	0.99965	0.000013	0.14	0.999873	0.604583	0.007406	0.069165	0.442767	0	1	0.000735	0.004411	0	0.000001	0	0.00298	0.016269	0.004145	0.000017	1	0	1	0	0.016356	0.005106	0.01129	0.000291	0.000775	0.004411	0.000063	0.003876	0.003876	0.000291	0.416667	0.161473	0.161473	0.161473	0.000157	0.000054	0.006849	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.152351	0.352941	0.999824	0.000013	0.000266	0.000352	0.000024	0.018125	0	0.042204	0.024613	0.139581	0	0.072883	0.103451	0.000027	0.000007	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0.001979	0.000497	0.000408	0.000748	0.000238	1	0.00004	0.000266	0.000004	0.000007	0	0.018125	0.133782	0.041592	0.00173	1	0	1	0.0125	0.147102	0.042204	0.072883	0.000013	0.000352	0.000266	0.000024	0.003876	0.003922	0.00001	0.416667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.000336	0.352941	0.999827	0.000032	0.000585	0.000113	0.000072	0.010056	0	0.006176	0.010729	0.24327	0	0.097068	0.157226	0.000004	0.000003	0.999648	0	0.139954	0.999873	0.999827	0.999649	0	0.139954	0.999873	0.013382	0.001344	0.001528	0.002443	0.000001	0	0.000145	0.000957	0.000001	0.000003	0	0.015146	0.040407	0.026791	0.000718	0	1	0	0.0125	0.042227	0.006176	0.097068	0.000032	0.000113	0.000585	0.000072	0.222794	0.003525	0.000023	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.000336	0.352941	0.999825	0.000016	0.000213	0.000005	0.000037	0.000497	0	0.000524	0.000758	0.24327	0	0.137875	0.207896	0.000003	0.000003	0.999648	0	0.139954	0.999873	0.999825	0.999648	0	0.139954	0.999873	0.004617	0.001546	0.001881	0.002321	0.000006	0	0.000081	0.000361	0.000002	0.000002	0	0.015146	0.02921	0.027586	0.000761	0	1	0	0	0.032119	0.000524	0.137875	0.000016	0.000005	0.000213	0.000037	0.222794	0.00322	0.000006	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.001221	0.352941	0.999831	0.00001	0.000213	0.000019	0.000022	0.002964	0	0.002889	0.00519	0.151047	0	0.082156	0.13081	0	0	0.99965	0.000004	0.139958	0.999873	0.999824	0.999648	0	0.139954	0.999873	0.042274	0.014154	0.033874	0.041697	0.000015	0	0.000055	0.000361	0	0	0	0.009404	0.026617	0.019288	0.000372	0	1	0	0.0125	0.029933	0.002889	0.082156	0.00001	0.000019	0.000213	0.000022	0.445572	0.003357	0.000003	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.001022	1	0.999824	0	0.000053	0.00003	0.000012	0.004655	0.205479	0.01815	0	0.082004	0.376861	0.178411	0	0.002431	0.000861	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000003	0.000021	0.00043	0.000861	0.380711	0.005106	0.093077	0.001583	0.000003	0	0	0	0.0125	0.139561	0.01815	0.178411	0	0.00003	0.000053	0.000012	0	0	0	0.166667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.001022	1	0.999824	0	0.000053	0.00003	0.000012	0.004655	0.205479	0.01815	0	0.082004	0.376861	0.178411	0	0.002121	0.000751	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000003	0.000021	0.000375	0.000751	0.380711	0.005106	0.093077	0.001583	0.000003	0	0	0	0.0125	0.139561	0.01815	0.178411	0	0.00003	0.000053	0.000012	0	0	0	0.166667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.152351	0.352941	0.999858	0.000129	0.001913	0.000365	0.000028	0.005214	0	0.005336	0.002852	0.015952	0	0.011569	0.01321	0	0.000001	0.999649	0.000005	0.13997	0.999873	0.999858	0.99965	0.000007	0.13997	0.999873	0.193688	0.005559	0.035905	0.150598	0	1	0.000331	0.001913	0	0.000001	0	0.005214	0.01714	0.005151	0.000027	1	0	1	0	0.017356	0.005336	0.011569	0.000129	0.000365	0.001913	0.000028	0.003922	0.003891	0.000126	0.416667	0.015929	0.015929	0.015929	0.000053	0.000018	0.002329	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.000336	0.352941	0.999829	0.000045	0.000903	0.000114	0.000084	0.004221	0	0.004549	0.004486	0.24327	0	0.073431	0.127091	0.000002	0.000002	0.999648	0	0.139954	0.999873	0.999829	0.999649	0	0.139955	0.999873	0.030955	0.001943	0.001694	0.004469	0	0	0.000202	0.001467	0.000001	0.000002	0	0.015146	0.031241	0.020614	0.000425	0	1	0	0.0125	0.032205	0.004549	0.073431	0.000045	0.000114	0.000903	0.000084	0.222794	0.003479	0.000036	0.666667	0	0	0	0	0	0	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0	0	0.999989	0.000006	0	0	0	0	0	0	0	0	0	0	0	0	0	0.999813	0	0.140003	0.999933	0.999989	0.999813	0	0.140003	0.999933	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.000006	0	0	0	0	0	0	0	0	0	0	0.000166	0.000057	0.00726	Benign
0.001022	1	0.999824	0	0.000053	0.00003	0.000012	0.004655	0.205479	0.01815	0	0.082004	0.376861	0.178411	0	0.002084	0.000737	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000003	0.000021	0.000369	0.000737	0.380711	0.005106	0.093077	0.001583	0.000003	0	0	0	0.0125	0.139561	0.01815	0.178411	0	0.00003	0.000053	0.000012	0	0	0	0.166667	0	0	0	0	0	0	Benign
0.00032	0.352941	0.999824	0	0.000053	0	0	0	0	0	0	0	0	0	0	0	0.026316	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000016	0.000053	0.013158	0.026316	0	0	0	0	0	0	1	0	0.0125	0	0	0	0	0	0.000053	0	0.410217	0.000015	0	0.833333	0	0	0	0	0	0	FTP-BruteForce
0.00032	0.352941	0.999824	0	0.000053	0	0	0	0	0	0	0	0	0	0	0	0.166667	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000016	0.000053	0.083333	0.166667	0	0	0	0	0	0	1	0	0.0125	0	0	0	0	0	0.000053	0	0.410217	0.000015	0	0.833333	0	0	0	0	0	0	FTP-BruteForce
0.00032	0.352941	0.999824	0	0.000053	0	0	0	0	0	0	0	0	0	0	0	0.25	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000016	0.000053	0.125	0.25	0	0	0	0	0	0	1	0	0.0125	0	0	0	0	0	0.000053	0	0.410217	0.000015	0	0.833333	0	0	0	0	0	0	FTP-BruteForce
0.00032	0.352941	0.999824	0	0.000053	0	0	0	0	0	0	0	0	0	0	0	0.5	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000016	0.000053	0.25	0.5	0	0	0	0	0	0	1	0	0.0125	0	0	0	0	0	0.000053	0	0.410217	0.000015	0	0.833333	0	0	0	0	0	0	FTP-BruteForce
0.00032	0.352941	0.999824	0	0.000053	0	0	0	0	0	0	0	0	0	0	0	0.125	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000016	0.000053	0.0625	0.125	0	0	0	0	0	0	1	0	0.0125	0	0	0	0	0	0.000053	0	0.410217	0.000015	0	0.833333	0	0	0	0	0	0	FTP-BruteForce
0.00032	0.352941	0.999824	0	0.000053	0	0	0	0	0	0	0	0	0	0	0	0.027778	0.999648	0	0.139954	0.999873	0.999824	0.999648	0	0.139954	0.999873	0	0	0	0	0	0	0.000016	0.000053	0.013889	0.027778	0	0	0	0	0	0	1	0	0.0125	0	0	0	0	0	0.000053	0	0.410217	0.000015	0	0.833333	0	0	0	0	0	0	FTP-BruteForce

End of preview. Expand in Data Studio

This is the updated version CSE-CIC-IDS 2018 dataset. The data is normalised and 1 new class "Comb" which is a combination of existing attacks is added.

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.

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