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
72.033089
20,465
29,548
0
1
1
0
0
0
0
383
62
0.188965
0.920355
normal
0
1.659234
43,159
56,216
0
1
1
12
1
0
0
365
16
0.10741
0.204252
r2l
1
18.629786
18,229
95,873
4
1
0
13
1
0
0
20
55
0.19927
0.627655
r2l
1
118.984155
29,084
56,293
0
0
0
2
1
0
0
245
89
0.162354
0.846255
normal
0
122.826848
46,458
25,490
0
0
1
1
0
0
0
223
43
0.063992
0.3642
normal
0
2.884441
12,775
58,455
0
0
29
0
1
0
0
187
91
0.123834
0.448455
probe
1
13.238116
24,590
45,959
3
1
2
13
1
0
0
108
23
0.01361
0.886775
r2l
1
246.602682
6,071
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0
0
4
0
1
0
0
357
18
0.061301
0.592723
normal
0
55.635469
18,550
18,701
0
1
4
2
0
0
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369
13
0.178265
0.745094
normal
0
106.046746
14,756
71,527
0
0
3
1
1
0
0
249
67
0.16404
0.531767
normal
0
3.389686
41,154
33,733
0
1
1
1
1
0
0
81
29
0.190538
0.144253
normal
0
53.455011
32,997
44,491
0
0
4
0
0
0
0
91
75
0.142009
0.607912
normal
0
21.451751
1,455,961
32,104
1
2
4
0
0
0
0
379
94
0.690865
0.346901
dos
1
49.033043
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58,493
0
0
4
2
1
0
0
325
66
0.06963
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normal
0
92.422503
3,368
23,366
0
1
0
0
0
0
0
402
46
0.028049
0.143186
normal
0
23.553982
26,629
18,616
0
1
0
2
0
0
0
340
88
0.13747
0.043163
normal
0
53.875479
43,367
36,381
0
1
4
2
0
0
0
69
38
0.10148
0.780582
normal
0
262.607008
33,854
13,007
0
2
2
2
1
0
0
38
5
0.167064
0.042245
normal
0
83.575218
35,978
66,567
0
2
0
0
1
0
0
489
26
0.078187
0.197291
normal
0
232.208865
20,056
57,997
0
1
4
0
0
0
0
19
77
0.14626
0.902795
normal
0
232.298475
23,782
85,715
0
1
3
0
0
0
0
367
18
0.197897
0.59134
normal
0
288.504637
30,973
3,867
0
1
4
1
1
0
0
265
59
0.007274
0.219659
normal
0
2.431759
35,468
80,773
3
0
1
18
1
0
0
115
16
0.166396
0.095961
r2l
1
0.328652
48,548
7,581
0
1
4
1
1
0
0
146
92
0.157321
0.895274
normal
0
271.832619
35,037
20,470
0
0
1
2
1
0
0
438
14
0.037736
0.22012
normal
0
14.78731
18,263
68,739
0
2
3
1
1
0
0
165
66
0.049237
0.945172
normal
0
9.452928
17,240
48,121
3
2
3
1
0
6
0
125
43
0.199701
0.00361
u2r
1
5.698158
34,035
53,570
0
1
2
1
1
0
0
64
70
0.121712
0.568923
normal
0
42.911691
23,837
70,426
0
2
4
1
1
0
0
55
69
0.01259
0.653822
normal
0
3.360992
8,825,234
26,065
3
0
0
2
1
0
0
112
79
0.681885
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dos
1
51.468506
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0
2
2
1
0
0
67
82
0.180164
0.915999
normal
0
2.588647
47,603
55,370
0
1
2
0
1
0
0
249
33
0.05846
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normal
0
64.718508
3,204
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0
1
1
0
0
0
0
476
60
0.097917
0.978744
normal
0
58.363065
40,194
4,839
0
2
2
2
0
0
0
497
35
0.060774
0.429819
normal
0
141.407372
33,273
6,379
0
1
2
2
1
0
0
131
89
0.093137
0.082117
normal
0
0.622647
8,224,900
86,903
0
1
2
2
1
0
0
397
40
0.663124
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dos
1
24.53012
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58,621
0
1
1
0
0
0
0
76
26
0.152561
0.438195
normal
0
0.35626
2,614,715
86,742
1
0
3
1
0
0
0
110
22
0.640048
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dos
1
36.203187
24,838
62,250
0
2
2
1
1
0
0
125
11
0.133446
0.523244
normal
0
0.231884
3,863,822
53,576
0
1
3
2
1
0
0
261
11
0.914341
0.808518
dos
1
63.77607
12,938
15,171
0
1
3
0
1
0
0
208
50
0.045051
0.382712
normal
0
41.082127
8,422
60,714
0
1
1
2
0
0
0
107
62
0.14989
0.500057
normal
0
46.890688
19,651
5,927
0
0
3
0
0
0
0
435
85
0.199488
0.742984
normal
0
9.091927
44,115
35,185
0
0
1
17
0
0
0
275
45
0.061436
0.413941
r2l
1
359.01821
10,609
65,794
0
1
2
1
0
0
0
457
89
0.049597
0.882286
normal
0
26.526455
38,668
80,099
0
2
0
2
1
0
0
190
48
0.124728
0.832806
normal
0
170.408689
44,011
49,296
0
0
1
1
1
0
0
283
51
0.125385
0.160069
normal
0
123.172378
37,750
85,030
0
1
0
2
0
0
0
330
26
0.176869
0.627624
normal
0
0.558558
27,088
49,860
0
2
2
0
0
0
0
409
92
0.048111
0.480777
normal
0
498.734143
34,801
73,973
0
1
0
2
1
0
0
310
13
0.145276
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normal
0
141.238938
19,989
53,580
0
2
4
0
1
0
0
45
23
0.071645
0.160271
normal
0
114.711869
3,079
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0
0
4
2
0
0
0
268
82
0.10848
0.417908
normal
0
51.973975
1,446
51,964
0
2
2
2
0
0
0
265
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0.071855
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normal
0
81.013748
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0
0
3
0
0
0
0
27
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0.142997
0.631895
normal
0
2.158726
6,193,943
72,711
1
0
3
1
0
0
0
54
31
0.965
0.781574
dos
1
3.612824
31,027
42,347
0
2
1
0
0
0
0
102
76
0.142165
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normal
0
180.802092
24,720
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0
0
4
2
0
0
0
154
69
0.039873
0.480858
normal
0
226.803386
446
42,694
0
2
1
1
1
0
0
289
54
0.066297
0.103811
normal
0
11.380419
45,869
251
0
2
2
16
1
0
0
412
77
0.170869
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r2l
1
7.940019
20,277
96,239
2
0
0
10
0
0
0
145
25
0.054457
0.285447
r2l
1
1.857972
788,717
19,327
2
0
4
1
1
0
0
494
73
0.564291
0.035856
dos
1
19.647119
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38,929
0
0
3
1
0
0
0
19
60
0.120246
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normal
0
54.788526
43,476
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0
0
1
0
1
0
0
345
38
0.128605
0.978089
normal
0
54.949355
29,129
85,233
0
0
0
0
1
0
0
296
4
0.197027
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normal
0
142.696744
5,100
66,812
0
1
3
2
1
0
0
298
26
0.11861
0.801846
normal
0
181.806796
41,119
34,216
0
1
3
0
1
0
0
307
80
0.167984
0.944515
normal
0
22.853257
8,088,838
24,587
2
1
2
1
0
0
0
116
91
0.874801
0.270905
dos
1
9.93938
47,262
71,535
4
1
19
0
1
0
0
447
40
0.057925
0.733578
probe
1
13.502234
2,218,019
8,961
1
1
3
1
1
0
0
46
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0.975859
0.003991
dos
1
154.267029
37,194
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0
2
3
2
1
0
0
151
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0.069408
0.0221
normal
0
16.016115
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0
0
0
1
1
0
0
275
93
0.001156
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normal
0
74.55045
33,315
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0
1
0
1
1
0
0
313
8
0.145231
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normal
0
194.882534
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0
2
3
1
1
0
0
117
18
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normal
0
0.720416
7,228,647
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4
2
2
0
1
0
0
187
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0.746355
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dos
1
55.358856
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0
1
3
0
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336
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normal
0
163.147143
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0
1
4
0
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25
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normal
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0
1
4
1
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0
81
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normal
0
196.250003
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0
1
1
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461
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normal
0
30.698857
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0
2
4
0
1
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0
457
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dos
1
0.145137
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0
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1
1
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220
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normal
0
9.314893
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2
0
1
1
1
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0
31
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dos
1
9.376208
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244
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normal
0
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0
1
1
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0
199
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normal
0
12.82474
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0
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3
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0
199
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dos
1
24.076838
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238
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normal
0
16.877995
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2
0
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0
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1
356
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u2r
1
72.658928
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1
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normal
0
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0
0
4
0
0
0
0
147
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normal
0
56.966224
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0
2
1
2
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76
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normal
0
11.619436
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2
1
23
2
1
0
0
484
24
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probe
1
60.19596
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0
0
0
2
1
0
0
411
47
0.16637
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normal
0
2.115559
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2
0
2
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1
0
0
418
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dos
1
212.169941
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1
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384
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normal
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55.93077
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1
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0
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346
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normal
0
7.688599
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0
0
2
0
0
0
0
384
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normal
0
75.367453
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0
2
3
0
0
0
0
166
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0.172951
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normal
0
104.227031
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0
0
2
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1
0
0
406
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0.054035
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normal
0
0.268107
39,572
81,846
4
0
25
0
1
0
0
341
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0.06564
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probe
1
161.11414
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0
2
4
1
1
0
0
71
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normal
0
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2
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422
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normal
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