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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
Bwd_PSH_Flags
float64
0
0
Fwd_URG_Flags
float64
0
1
Bwd_URG_Flags
float64
0
0
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
FIN_Flag_Cnt
float64
0
1
SYN_Flag_Cnt
float64
0
1
RST_Flag_Cnt
float64
0
1
PSH_Flag_Cnt
float64
0
1
ACK_Flag_Cnt
float64
0
1
URG_Flag_Cnt
float64
0
1
CWE_Flag_Count
float64
0
1
ECE_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
Fwd_Byts/b_Avg
float64
0
0
Fwd_Pkts/b_Avg
float64
0
0
Fwd_Blk_Rate_Avg
float64
0
0
Bwd_Byts/b_Avg
float64
0
0
Bwd_Pkts/b_Avg
float64
0
0
Bwd_Blk_Rate_Avg
float64
0
0
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_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
1.62
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
0
0
0.000197
0.000871
0.000001
0.000001
0
0.015146
0.0406
0.026261
0.00069
0
0
0
1
0
0
0
0
0
0.042208
0.004997
0.123261
0
0
0
0
0
0
0.000045
0.000125
0.000531
0.000083
1
0.003571
0.000019
0.666667
0
0
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
0
0
0.000184
0.000957
0
0.000001
0
0.015146
0.038751
0.026443
0.000699
0
0
0
1
0
0
0
0
0
0.040285
0.004939
0.1089
0
0
0
0
0
0
0.000042
0.000115
0.000585
0.00008
0.088638
0.003571
0.000019
0.666667
0
0
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
0
0
0.000134
0.00067
0.000001
0.000001
0
0.015146
0.0364
0.025115
0.000631
0
0
0
1
0
0
0
0
0
0.037685
0.004685
0.102717
0
0
0
0
0
0
0.000048
0.000125
0.000638
0.000083
0.088638
0.003586
0.000023
0.416667
0
0
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
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
0.000166
0
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
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
0.000166
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007185
0.022509
0.015256
0.000233
0
0
0
1
0
0
0
0
0
0.025313
0.002553
0.083692
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.222794
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007325
0.023111
0.015602
0.000243
0
0
0
1
0
0
0
0
0
0.025989
0.002662
0.085319
0
0
0
0
0
0
0.000013
0.000022
0.000159
0.000017
0.222794
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007325
0.023111
0.015602
0.000243
0
0
0
1
0
0
0
0
0
0.025989
0.002662
0.085319
0
0
0
0
0
0
0.000013
0.000022
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007154
0.022376
0.015179
0.00023
0
0
0
1
0
0
0
0
0
0.025163
0.002529
0.083331
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000002
0.000003
0
0.007185
0.022509
0.015256
0.000233
0
0
0
1
0
0
0
0
0
0.025313
0.002553
0.083692
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007107
0.022176
0.015064
0.000227
0
0
0
1
0
0
0
0
0
0.024938
0.002493
0.082788
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007185
0.022509
0.015256
0.000233
0
0
0
1
0
0
0
0
0
0.025313
0.002553
0.083692
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007185
0.022509
0.015256
0.000233
0
0
0
1
0
0
0
0
0
0.025313
0.002553
0.083692
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007232
0.02271
0.015371
0.000236
0
0
0
1
0
0
0
0
0
0.025539
0.002589
0.084234
0
0
0
0
0
0
0.000013
0.000022
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007154
0.022376
0.015179
0.00023
0
0
0
1
0
0
0
0
0
0.025163
0.002529
0.083331
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000003
0.000003
0
0.007247
0.022777
0.01541
0.000237
0
0
0
1
0
0
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0
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Benign
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0
0.002601
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0.999648
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0.139954
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0.000068
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0.007247
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Benign
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0
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0
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0.007247
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Benign
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0
0.002601
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0
0.084415
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0.999648
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0.139954
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0.000068
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0.007247
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Benign
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0
0.002601
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0
0.084415
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0.999648
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0.139954
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0
0.000068
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0.007247
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0
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Benign
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0
0.002601
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0
0.084415
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0.999648
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0.139954
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0.000068
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0.007247
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0.025614
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0
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Benign
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0
0.002614
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0.11665
0
0.084596
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0.000003
0.000004
0.999648
0
0.139954
0.999873
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0.999648
0
0.139954
0.999873
0.001992
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0
0
0
0.000068
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0.007263
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1
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0
0.025689
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0
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0
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0.000017
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0
0
0
0
Benign
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0.000022
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0.003336
0
0.002601
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0.116401
0
0.084415
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0.000004
0.999648
0
0.139954
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0
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0.999873
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0
0
0.000068
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0.007247
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0.025614
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0
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0
0
Benign
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0.999825
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0.000159
0.000022
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0.003336
0
0.002601
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0.116401
0
0.084415
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0.000003
0.000004
0.999648
0
0.139954
0.999873
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0.999648
0
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0.999873
0.00198
0.000994
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0
0
0
0.000068
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0.000003
0.000003
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0.007247
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1
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0.025614
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0
0
0
0
0
0
0
Benign
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0.352941
0.999825
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0.000159
0.000022
0.000017
0.003321
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0.002589
0.005201
0.116152
0
0.084234
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0.000003
0.000004
0.999648
0
0.139954
0.999873
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0
0.139954
0.999873
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0.001021
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0.002032
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0
0
0.000068
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0.000003
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0.007232
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0.025539
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0
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0
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0
Benign
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0.002589
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0
0.084234
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0.999648
0
0.139954
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0
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0.000068
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0.007232
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0
0
Benign
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0.000159
0.000022
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0.003336
0
0.002601
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0
0.084415
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0.000004
0.999648
0
0.139954
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0
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Benign
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0
0.002601
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0
0.084415
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0
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Benign
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0
0.002601
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0
0.084415
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0.000003
0.000004
0.999648
0
0.139954
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0
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0.007247
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Benign
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0.002589
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0.084234
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0.999648
0
0.139954
0.999873
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0.999648
0
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0.999873
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0
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0.000068
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0.007232
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0
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0
Benign
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0.002589
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0.084234
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0
0.139954
0.999873
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0
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0.000068
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0
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Benign
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0.002589
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0
0.084234
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0.000004
0.999648
0
0.139954
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0
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0
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0.000068
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0.007232
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0.025539
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Benign
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0.084234
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0
0.139954
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0
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0.000068
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Benign
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0.084234
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Benign
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0.082969
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0.999648
0
0.139954
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0.000068
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0.007123
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Benign
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0
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0.082969
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0
0.139954
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Benign
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0
0.002456
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0.082246
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0.000003
0.000004
0.999648
0
0.139954
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0.000068
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0.007061
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0.024712
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0.000013
0.00002
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
0
0
0.000068
0.000276
0.000002
0.000003
0
0.007123
0.022242
0.015103
0.000228
0
0
0
1
0
0
0
0
0
0.025013
0.002505
0.082969
0
0
0
0
0
0
0.000013
0.000021
0.000159
0.000017
0.220963
0.003357
0.000003
0.666667
0
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
0
0
0.000184
0.001042
0.000002
0.000003
0
0.015146
0.039097
0.025854
0.000668
0
0
0
1
0
0
0
0
0
0.040584
0.005354
0.102717
0
0
0
0
0
0
0.000042
0.000125
0.000638
0.000083
0.222794
0.003571
0.000023
0.666667
0
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
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
0.000166
0
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
0
0
0.000184
0.001382
0.000001
0.000003
0
0.015146
0.032549
0.021188
0.000449
0
0
0
1
0
0
0
0
0.0125
0.033621
0.004736
0.076631
0
0
0
0
0
0
0.000042
0.000111
0.00085
0.000082
0.222794
0.003479
0.000036
0.666667
0
0
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
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
0.000166
0
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
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
0.000166
0
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
0
0
0.000003
0.000021
0.00037
0.00074
0.380711
0.005106
0.093077
0.001583
0.000003
0
0
0
0
0
0
0
0
0.0125
0.139561
0.01815
0.178411
0
0
0
0
0
0
0
0.00003
0.000053
0.000012
0
0
0
0.166667
0
0
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
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
0.000166
0
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
0
0
0.000735
0.004411
0
0.000001
0
0.00298
0.016269
0.004145
0.000017
0
1
0
0
1
0
0
0
0
0.016356
0.005106
0.01129
0
0
0
0
0
0
0.000291
0.000775
0.004411
0.000063
0.003876
0.003876
0.000291
0.416667
0.161473
0
0.161473
0.161473
0.000157
0
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
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
0.000166
0
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
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
0.000166
0
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
0
0
0.00004
0.000266
0.000004
0.000007
0
0.018125
0.133782
0.041592
0.00173
0
1
0
0
1
0
0
0
0.0125
0.147102
0.042204
0.072883
0
0
0
0
0
0
0.000013
0.000352
0.000266
0.000024
0.003876
0.003922
0.00001
0.416667
0
0
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
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
0.000166
0
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
0
0
0.000145
0.000957
0.000001
0.000003
0
0.015146
0.040407
0.026791
0.000718
0
0
0
1
0
0
0
0
0.0125
0.042227
0.006176
0.097068
0
0
0
0
0
0
0.000032
0.000113
0.000585
0.000072
0.222794
0.003525
0.000023
0.666667
0
0
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
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
0.000166
0
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
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0.001881
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0
0.000081
0.000361
0.000002
0.000002
0
0.015146
0.02921
0.027586
0.000761
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0
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1
0
0
0
0
0
0.032119
0.000524
0.137875
0
0
0
0
0
0
0.000016
0.000005
0.000213
0.000037
0.222794
0.00322
0.000006
0.666667
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0
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Benign
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0.000006
0
0
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0.140003
0.999933
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Benign
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0.352941
0.999831
0.00001
0.000213
0.000019
0.000022
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0
0.002889
0.00519
0.151047
0
0.082156
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0
0.99965
0.000004
0.139958
0.999873
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0.999648
0
0.139954
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0
0.000055
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0.009404
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0.019288
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1
0
0
0
0
0.0125
0.029933
0.002889
0.082156
0
0
0
0
0
0
0.00001
0.000019
0.000213
0.000022
0.445572
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0.000003
0.666667
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0
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Benign
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0.000006
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0
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0
0.140003
0.999933
0.999989
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Benign
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0.000006
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0.140003
0.999933
0.999989
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0.000057
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Benign
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1
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0
0.000053
0.00003
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0.004655
0.205479
0.01815
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0.082004
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0.178411
0
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0.000003
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0.0125
0.139561
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0.178411
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0.00003
0.000053
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0.166667
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Benign
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0.000006
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Benign
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0.000006
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0
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0.999813
0
0.140003
0.999933
0.999989
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Benign
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0.000006
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0.140003
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Benign
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0.140003
0.999933
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Benign
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0.000006
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0.140003
0.999933
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Benign
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0.000006
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0
0.140003
0.999933
0.999989
0.999813
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0.140003
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Benign
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0.000006
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Benign
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0.140003
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Benign
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0.00003
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0.166667
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Benign
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0.000006
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0
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Benign
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Benign
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Benign
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Benign
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Benign
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Benign
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0.999989
0.000006
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Benign
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1
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1
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1
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0.017356
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0
0
0.000129
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0.000028
0.003922
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0.416667
0.015929
0
0.015929
0.015929
0.000053
0
0.000018
0.002329
Benign
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0.999989
0.000006
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Benign
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0.004549
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0.015146
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1
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0.032205
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0.000045
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Benign
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Benign
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0.999989
0.000006
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0.999933
0.999989
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Benign
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1
0.999824
0
0.000053
0.00003
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0.004655
0.205479
0.01815
0
0.082004
0.376861
0.178411
0
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0
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0.000003
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0.000369
0.000737
0.380711
0.005106
0.093077
0.001583
0.000003
0
0
0
0
0
0
0
0
0.0125
0.139561
0.01815
0.178411
0
0
0
0
0
0
0
0.00003
0.000053
0.000012
0
0
0
0.166667
0
0
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
0
0
0.000016
0.000053
0.013158
0.026316
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0125
0
0
0
0
0
0
0
0
0
0
0
0.000053
0
0.410217
0.000015
0
0.833333
0
0
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
0
0
0.000016
0.000053
0.083333
0.166667
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0125
0
0
0
0
0
0
0
0
0
0
0
0.000053
0
0.410217
0.000015
0
0.833333
0
0
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
0
0
0.000016
0.000053
0.125
0.25
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0125
0
0
0
0
0
0
0
0
0
0
0
0.000053
0
0.410217
0.000015
0
0.833333
0
0
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
0
0
0.000016
0.000053
0.25
0.5
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0125
0
0
0
0
0
0
0
0
0
0
0
0.000053
0
0.410217
0.000015
0
0.833333
0
0
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
0
0
0.000016
0.000053
0.0625
0.125
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0125
0
0
0
0
0
0
0
0
0
0
0
0.000053
0
0.410217
0.000015
0
0.833333
0
0
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
0
0
0.000016
0.000053
0.013889
0.027778
0
0
0
0
0
0
0
0
1
0
0
0
0
0.0125
0
0
0
0
0
0
0
0
0
0
0
0.000053
0
0.410217
0.000015
0
0.833333
0
0
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.

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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