duration
float64 | src_bytes
int64 | dst_bytes
int64 | wrong_fragment
int64 | urgent
int64 | hot
int64 | num_failed_logins
int64 | logged_in
int64 | num_compromised
int64 | root_shell
int64 | count
int64 | srv_count
int64 | serror_rate
float64 | same_srv_rate
float64 | attack_type
string | is_attack
int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
130.932706
| 28,926
| 30,717
| 0
| 1
| 1
| 1
| 1
| 0
| 0
| 29
| 25
| 0.014938
| 0.153399
|
normal
| 0
|
4.048335
| 6,437
| 49,351
| 4
| 0
| 4
| 16
| 1
| 0
| 0
| 349
| 59
| 0.127644
| 0.554894
|
r2l
| 1
|
1.937716
| 9,811,781
| 67,241
| 2
| 2
| 0
| 1
| 1
| 0
| 0
| 65
| 18
| 0.604328
| 0.450365
|
dos
| 1
|
108.850545
| 13,887
| 28,517
| 0
| 2
| 2
| 2
| 0
| 0
| 0
| 465
| 68
| 0.116241
| 0.993077
|
normal
| 0
|
65.795253
| 47,888
| 69,294
| 0
| 2
| 1
| 2
| 1
| 0
| 0
| 44
| 30
| 0.051005
| 0.651191
|
normal
| 0
|
134.159269
| 31,644
| 84,763
| 0
| 2
| 1
| 1
| 1
| 0
| 0
| 128
| 60
| 0.141082
| 0.882452
|
normal
| 0
|
324.953869
| 43,128
| 34,964
| 0
| 0
| 4
| 1
| 1
| 0
| 0
| 145
| 76
| 0.103743
| 0.121927
|
normal
| 0
|
10.324536
| 25,698
| 32,027
| 2
| 0
| 23
| 1
| 1
| 0
| 0
| 480
| 28
| 0.027672
| 0.308196
|
probe
| 1
|
123.638483
| 39,120
| 67,669
| 0
| 1
| 3
| 2
| 1
| 0
| 0
| 273
| 21
| 0.03698
| 0.767125
|
normal
| 0
|
14.249793
| 6,115,027
| 2,578
| 0
| 1
| 2
| 0
| 1
| 0
| 0
| 421
| 52
| 0.576708
| 0.761652
|
dos
| 1
|
53.524935
| 20,454
| 46,707
| 0
| 2
| 1
| 0
| 1
| 0
| 0
| 332
| 61
| 0.006853
| 0.147975
|
normal
| 0
|
13.05761
| 41,188
| 58,035
| 4
| 2
| 0
| 17
| 0
| 0
| 0
| 267
| 26
| 0.033594
| 0.58101
|
r2l
| 1
|
26.284546
| 1,293,678
| 33,581
| 1
| 0
| 2
| 2
| 1
| 0
| 0
| 156
| 86
| 0.600246
| 0.255773
|
dos
| 1
|
38.533502
| 23,054
| 6,551
| 0
| 0
| 4
| 2
| 0
| 0
| 0
| 213
| 51
| 0.061543
| 0.619957
|
normal
| 0
|
41.852878
| 35,820
| 34,395
| 0
| 2
| 1
| 1
| 0
| 0
| 0
| 322
| 60
| 0.080603
| 0.14235
|
normal
| 0
|
229.844584
| 16,827
| 64,684
| 0
| 2
| 2
| 1
| 0
| 0
| 0
| 57
| 41
| 0.151293
| 0.400211
|
normal
| 0
|
135.40708
| 9,716
| 53,768
| 0
| 0
| 0
| 1
| 0
| 0
| 0
| 404
| 18
| 0.025561
| 0.241475
|
normal
| 0
|
358.210679
| 33,471
| 68,116
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 148
| 49
| 0.108654
| 0.467277
|
normal
| 0
|
91.39722
| 13,706
| 63,511
| 0
| 0
| 4
| 1
| 0
| 0
| 0
| 420
| 30
| 0.176455
| 0.358232
|
normal
| 0
|
27.66943
| 9,882
| 55,390
| 0
| 2
| 4
| 0
| 0
| 0
| 0
| 127
| 9
| 0.167635
| 0.837995
|
normal
| 0
|
39.698372
| 31,015
| 3,932
| 0
| 0
| 4
| 1
| 1
| 0
| 0
| 497
| 47
| 0.07123
| 0.813219
|
normal
| 0
|
38.542122
| 39,904
| 74,023
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 240
| 63
| 0.077519
| 0.811898
|
normal
| 0
|
39.525886
| 37,696
| 7,113
| 0
| 1
| 1
| 2
| 0
| 0
| 0
| 481
| 64
| 0.098933
| 0.183714
|
normal
| 0
|
111.768555
| 22,416
| 36,019
| 0
| 0
| 1
| 2
| 0
| 0
| 0
| 81
| 58
| 0.113234
| 0.347224
|
normal
| 0
|
75.674306
| 6,683
| 49,027
| 0
| 1
| 0
| 2
| 1
| 0
| 0
| 53
| 85
| 0.123979
| 0.355591
|
normal
| 0
|
1.650491
| 5,668,856
| 83,074
| 0
| 1
| 4
| 0
| 0
| 0
| 0
| 273
| 93
| 0.858492
| 0.914845
|
dos
| 1
|
16.144864
| 6,144
| 94,092
| 0
| 2
| 2
| 0
| 1
| 0
| 0
| 467
| 37
| 0.119176
| 0.479854
|
normal
| 0
|
2.238791
| 49,999
| 49,684
| 0
| 2
| 2
| 1
| 0
| 0
| 0
| 69
| 55
| 0.100048
| 0.377971
|
normal
| 0
|
24.696847
| 3,456
| 887
| 0
| 2
| 1
| 0
| 1
| 0
| 0
| 270
| 34
| 0.003229
| 0.44449
|
normal
| 0
|
11.369673
| 5,288
| 85,192
| 0
| 2
| 4
| 0
| 0
| 0
| 0
| 398
| 99
| 0.060156
| 0.730912
|
normal
| 0
|
153.918931
| 485
| 18,816
| 0
| 0
| 4
| 1
| 0
| 0
| 0
| 423
| 84
| 0.110655
| 0.196351
|
normal
| 0
|
11.934446
| 15,911
| 24,395
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 336
| 65
| 0.164519
| 0.824591
|
normal
| 0
|
128.81817
| 4,333
| 47,651
| 0
| 0
| 0
| 0
| 1
| 0
| 0
| 369
| 96
| 0.05271
| 0.986086
|
normal
| 0
|
22.548071
| 29,019
| 5,525
| 4
| 1
| 2
| 8
| 1
| 0
| 0
| 260
| 81
| 0.009142
| 0.869465
|
r2l
| 1
|
10.765902
| 6,346
| 60,579
| 3
| 2
| 2
| 11
| 1
| 0
| 0
| 394
| 85
| 0.135724
| 0.866655
|
r2l
| 1
|
4.227948
| 6,075,349
| 64,044
| 2
| 0
| 3
| 2
| 1
| 0
| 0
| 435
| 90
| 0.729365
| 0.147072
|
dos
| 1
|
86.662136
| 19,041
| 64,143
| 0
| 0
| 1
| 0
| 1
| 0
| 0
| 24
| 33
| 0.197464
| 0.636925
|
normal
| 0
|
26.887538
| 13,786
| 96,254
| 0
| 2
| 2
| 1
| 1
| 0
| 0
| 414
| 37
| 0.028479
| 0.626751
|
normal
| 0
|
225.076309
| 37,690
| 86,538
| 0
| 1
| 2
| 1
| 0
| 0
| 0
| 287
| 92
| 0.089704
| 0.688664
|
normal
| 0
|
4.631446
| 34,046
| 90,946
| 0
| 1
| 0
| 2
| 0
| 0
| 0
| 302
| 28
| 0.03097
| 0.843055
|
normal
| 0
|
22.542065
| 14,522
| 69,016
| 0
| 2
| 1
| 2
| 1
| 0
| 0
| 253
| 14
| 0.092529
| 0.304734
|
normal
| 0
|
139.451578
| 33,747
| 20,990
| 0
| 2
| 1
| 2
| 1
| 0
| 0
| 280
| 33
| 0.125907
| 0.42067
|
normal
| 0
|
123.573159
| 17,989
| 97,113
| 0
| 0
| 2
| 1
| 0
| 0
| 0
| 446
| 91
| 0.193671
| 0.838872
|
normal
| 0
|
8.16749
| 38,165
| 48,066
| 4
| 1
| 16
| 1
| 1
| 0
| 0
| 219
| 96
| 0.046723
| 0.866377
|
probe
| 1
|
6.403185
| 3,757
| 41,171
| 0
| 2
| 4
| 1
| 0
| 0
| 0
| 416
| 20
| 0.10031
| 0.537708
|
normal
| 0
|
195.247818
| 10,597
| 58,270
| 0
| 1
| 3
| 1
| 0
| 0
| 0
| 392
| 12
| 0.05077
| 0.331992
|
normal
| 0
|
37.643699
| 16,756
| 19,056
| 0
| 1
| 2
| 0
| 1
| 0
| 0
| 221
| 40
| 0.026667
| 0.631945
|
normal
| 0
|
21.779962
| 35,763
| 69,568
| 0
| 0
| 1
| 2
| 0
| 0
| 0
| 208
| 5
| 0.158743
| 0.111631
|
normal
| 0
|
72.579811
| 35,963
| 65,369
| 0
| 0
| 4
| 1
| 1
| 0
| 0
| 197
| 94
| 0.00036
| 0.646451
|
normal
| 0
|
241.047324
| 18,090
| 57,688
| 0
| 2
| 0
| 0
| 0
| 0
| 0
| 148
| 39
| 0.05619
| 0.757343
|
normal
| 0
|
16.60274
| 35,315
| 87,913
| 4
| 1
| 1
| 3
| 0
| 0
| 0
| 207
| 64
| 0.010853
| 0.186573
|
r2l
| 1
|
6.165688
| 2,029,021
| 55,155
| 4
| 0
| 4
| 1
| 1
| 0
| 0
| 399
| 91
| 0.884992
| 0.09103
|
dos
| 1
|
23.409857
| 27,527
| 26,277
| 0
| 0
| 1
| 11
| 1
| 0
| 0
| 315
| 86
| 0.112157
| 0.313335
|
r2l
| 1
|
5.273746
| 1,424
| 7,425
| 4
| 1
| 27
| 1
| 0
| 0
| 0
| 212
| 9
| 0.149691
| 0.824012
|
probe
| 1
|
136.289212
| 10,349
| 30,773
| 0
| 1
| 1
| 0
| 0
| 0
| 0
| 137
| 30
| 0.107692
| 0.478366
|
normal
| 0
|
6.48422
| 20,386
| 78,428
| 2
| 1
| 26
| 2
| 1
| 0
| 0
| 28
| 94
| 0.143218
| 0.857398
|
probe
| 1
|
26.03344
| 23,694
| 20,230
| 0
| 1
| 2
| 0
| 1
| 0
| 0
| 231
| 95
| 0.15969
| 0.185822
|
normal
| 0
|
15.507303
| 19,606
| 85,936
| 0
| 0
| 3
| 2
| 0
| 0
| 0
| 434
| 6
| 0.094843
| 0.239965
|
normal
| 0
|
244.048883
| 26,830
| 16,679
| 0
| 0
| 0
| 0
| 1
| 0
| 0
| 44
| 60
| 0.092213
| 0.075658
|
normal
| 0
|
110.549515
| 18,213
| 40,492
| 0
| 2
| 0
| 0
| 1
| 0
| 0
| 71
| 3
| 0.031792
| 0.271979
|
normal
| 0
|
57.622856
| 38,222
| 81,845
| 0
| 1
| 2
| 1
| 1
| 0
| 0
| 151
| 13
| 0.133752
| 0.084497
|
normal
| 0
|
85.157934
| 2,994
| 60,092
| 0
| 2
| 1
| 0
| 1
| 0
| 0
| 280
| 62
| 0.042909
| 0.409535
|
normal
| 0
|
8.751372
| 3,302,754
| 4,483
| 0
| 0
| 1
| 1
| 0
| 0
| 0
| 144
| 9
| 0.66887
| 0.065746
|
dos
| 1
|
148.294579
| 48,996
| 31,850
| 0
| 1
| 4
| 2
| 1
| 0
| 0
| 56
| 6
| 0.157366
| 0.676675
|
normal
| 0
|
252.440678
| 47,663
| 79,649
| 0
| 2
| 4
| 0
| 1
| 0
| 0
| 22
| 32
| 0.089555
| 0.659138
|
normal
| 0
|
55.659523
| 34,829
| 99,800
| 0
| 2
| 4
| 1
| 1
| 0
| 0
| 123
| 31
| 0.121679
| 0.140834
|
normal
| 0
|
34.730598
| 12,716
| 83,487
| 0
| 2
| 0
| 1
| 0
| 0
| 0
| 407
| 51
| 0.044677
| 0.010843
|
normal
| 0
|
13.949513
| 1,024,593
| 22,417
| 0
| 0
| 0
| 2
| 1
| 0
| 0
| 275
| 86
| 0.512838
| 0.784268
|
dos
| 1
|
53.738848
| 37,730
| 97,447
| 0
| 0
| 4
| 0
| 1
| 0
| 0
| 204
| 95
| 0.125619
| 0.685517
|
normal
| 0
|
22.448315
| 19,159
| 21,834
| 3
| 2
| 4
| 0
| 0
| 7
| 1
| 371
| 89
| 0.104081
| 0.427405
|
u2r
| 1
|
27.542421
| 3,727,798
| 1,975
| 3
| 0
| 4
| 1
| 1
| 0
| 0
| 346
| 95
| 0.687847
| 0.937202
|
dos
| 1
|
16.604961
| 29,249
| 4,132
| 0
| 0
| 0
| 1
| 1
| 0
| 0
| 241
| 82
| 0.117789
| 0.608968
|
normal
| 0
|
63.379726
| 49,265
| 72,934
| 0
| 2
| 2
| 0
| 0
| 0
| 0
| 248
| 35
| 0.124657
| 0.853961
|
normal
| 0
|
3.620048
| 8,865,988
| 4,278
| 1
| 2
| 1
| 2
| 1
| 0
| 0
| 289
| 21
| 0.770982
| 0.693163
|
dos
| 1
|
40.713073
| 4,754,895
| 47,395
| 2
| 1
| 2
| 1
| 1
| 0
| 0
| 379
| 49
| 0.757846
| 0.679441
|
dos
| 1
|
3.203928
| 8,703,551
| 73,461
| 1
| 2
| 0
| 0
| 0
| 0
| 0
| 59
| 96
| 0.816706
| 0.293952
|
dos
| 1
|
2.264702
| 1,490,917
| 13,833
| 2
| 1
| 0
| 0
| 1
| 0
| 0
| 297
| 56
| 0.878835
| 0.561539
|
dos
| 1
|
53.560974
| 43,070
| 4,165
| 0
| 1
| 4
| 1
| 1
| 0
| 0
| 39
| 66
| 0.160557
| 0.30838
|
normal
| 0
|
154.315371
| 27,289
| 57,580
| 0
| 2
| 2
| 0
| 0
| 0
| 0
| 130
| 86
| 0.157966
| 0.209326
|
normal
| 0
|
53.249074
| 14,740
| 82,383
| 0
| 0
| 0
| 2
| 1
| 0
| 0
| 180
| 30
| 0.022337
| 0.042954
|
normal
| 0
|
8.877848
| 4,670
| 98,008
| 4
| 1
| 28
| 1
| 0
| 0
| 0
| 185
| 81
| 0.089519
| 0.726411
|
probe
| 1
|
70.767963
| 40,577
| 45,246
| 0
| 1
| 2
| 2
| 0
| 0
| 0
| 249
| 16
| 0.127335
| 0.311259
|
normal
| 0
|
27.604752
| 35,814
| 33,697
| 0
| 1
| 2
| 2
| 1
| 0
| 0
| 17
| 95
| 0.010941
| 0.947138
|
normal
| 0
|
159.037334
| 45,679
| 51,038
| 0
| 0
| 0
| 2
| 0
| 0
| 0
| 187
| 55
| 0.175709
| 0.178857
|
normal
| 0
|
8.797197
| 36,050
| 40,441
| 0
| 0
| 1
| 2
| 0
| 0
| 0
| 11
| 61
| 0.053228
| 0.171447
|
normal
| 0
|
74.420952
| 39,432
| 40,439
| 0
| 1
| 0
| 2
| 1
| 0
| 0
| 126
| 43
| 0.059263
| 0.716647
|
normal
| 0
|
12.593935
| 2,828,818
| 73,454
| 3
| 0
| 2
| 1
| 1
| 0
| 0
| 133
| 74
| 0.947309
| 0.355355
|
dos
| 1
|
6.942042
| 20,562
| 69,447
| 0
| 1
| 3
| 0
| 1
| 0
| 0
| 425
| 19
| 0.142258
| 0.65701
|
normal
| 0
|
14.159109
| 34,775
| 88,464
| 1
| 1
| 15
| 1
| 1
| 0
| 0
| 72
| 67
| 0.194903
| 0.750566
|
probe
| 1
|
69.227188
| 36,859
| 46,970
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 379
| 12
| 0.077933
| 0.581407
|
normal
| 0
|
122.724451
| 35,531
| 4,412
| 0
| 2
| 4
| 0
| 1
| 0
| 0
| 64
| 46
| 0.094532
| 0.747855
|
normal
| 0
|
1.760417
| 1,309,613
| 33,485
| 2
| 1
| 1
| 0
| 0
| 0
| 0
| 297
| 98
| 0.89102
| 0.655511
|
dos
| 1
|
4.652068
| 9,954,184
| 71,901
| 3
| 1
| 2
| 2
| 0
| 0
| 0
| 84
| 19
| 0.978669
| 0.102318
|
dos
| 1
|
52.688511
| 16,812
| 17,041
| 0
| 1
| 3
| 2
| 1
| 0
| 0
| 219
| 27
| 0.013705
| 0.89874
|
normal
| 0
|
17.597497
| 2,876,081
| 1,212
| 2
| 1
| 3
| 0
| 0
| 0
| 0
| 313
| 23
| 0.753768
| 0.35418
|
dos
| 1
|
86.025366
| 12,562
| 93,933
| 0
| 1
| 3
| 0
| 0
| 0
| 0
| 191
| 66
| 0.100224
| 0.508796
|
normal
| 0
|
54.742349
| 10,497
| 71,971
| 0
| 0
| 1
| 0
| 1
| 0
| 0
| 155
| 32
| 0.123451
| 0.249205
|
normal
| 0
|
90.934663
| 21,201
| 94,164
| 0
| 0
| 2
| 0
| 0
| 0
| 0
| 55
| 65
| 0.189945
| 0.603366
|
normal
| 0
|
294.215126
| 45,296
| 66,293
| 0
| 1
| 4
| 2
| 0
| 0
| 0
| 30
| 48
| 0.070827
| 0.046648
|
normal
| 0
|
21.429995
| 5,700
| 39,670
| 0
| 0
| 0
| 1
| 1
| 0
| 0
| 162
| 99
| 0.114497
| 0.495741
|
normal
| 0
|
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