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
195.812751
23,770
34,782
0
0
4
2
1
0
0
300
74
0.073845
0.367032
normal
0
35.814186
36,154
23,509
0
1
1
1
0
0
0
329
94
0.04599
0.434698
normal
0
283.019966
7,589
59,920
0
0
0
0
0
0
0
307
50
0.038478
0.545051
normal
0
6.91957
1,664,460
18,011
4
2
3
0
1
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0
443
60
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0.327551
dos
1
6.438386
15,867
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1
4
3
0
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332
84
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r2l
1
1.165577
1,811
25,986
3
1
7
2
1
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0
162
33
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probe
1
8.206195
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40,293
4
1
2
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1
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0
403
22
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dos
1
366.907225
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219
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normal
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42,132
0
0
2
2
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3
68
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normal
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15.924871
17,512
7,218
0
0
3
5
1
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488
72
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r2l
1
58.729059
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2
1
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127
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normal
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3
2
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1
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486
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dos
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15.386612
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0
128
65
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dos
1
79.941798
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1
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441
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normal
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7,551
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2
2
0
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1
5
0
48
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0.039625
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u2r
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345.123541
42,128
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1
3
1
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0
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440
29
0.181336
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normal
0
152.947859
24,959
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0
1
2
0
1
0
0
19
7
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normal
0
25.380124
37,545
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0
0
0
1
1
0
0
184
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0.02979
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normal
0
36.095686
36,356
64,992
0
2
0
1
1
0
0
321
13
0.060952
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normal
0
10.272869
29,043
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0
2
1
0
0
0
0
183
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normal
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103.409604
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52,196
0
0
4
1
1
0
0
95
60
0.027883
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normal
0
13.787638
4,826,523
47,931
0
1
3
1
1
0
0
334
11
0.725876
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dos
1
2.505968
25,246
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3
1
2
16
1
0
0
289
15
0.171431
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r2l
1
219.02717
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0
2
1
0
0
0
0
157
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normal
0
39.564698
11,530
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0
2
1
0
0
0
0
203
43
0.147504
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normal
0
30.824614
30,417
41,355
0
2
21
1
0
0
0
485
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probe
1
50.677718
39,137
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0
2
4
2
0
0
0
448
46
0.196509
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normal
0
7.691483
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0
2
0
0
1
0
0
494
69
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normal
0
45.077188
38,910
40,596
0
2
1
1
0
0
0
149
18
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normal
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52.436386
41,680
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0
2
1
2
0
0
0
384
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normal
0
226.049448
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0
2
2
2
0
0
0
326
2
0.07998
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normal
0
3.8292
14,805
11,782
0
2
0
17
0
0
0
105
3
0.034634
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r2l
1
47.681255
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2
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147
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normal
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152.738232
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3
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14
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normal
0
142.277849
30,826
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0
0
2
1
1
0
0
49
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normal
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160.090084
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0
0
4
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1
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487
34
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normal
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307.414235
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0
2
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1
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274
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normal
0
17.595075
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53,738
0
2
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2
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0
443
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dos
1
1.786983
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1
2
4
1
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0
0
58
29
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dos
1
172.321439
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1
1
0
0
494
20
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normal
0
3.177943
16,434
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3
2
21
0
1
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0
2
95
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probe
1
0.843274
9,765,034
51,826
1
2
4
1
1
0
0
486
71
0.90885
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dos
1
10.695069
2,812,656
11,600
0
1
3
1
1
0
0
340
81
0.890889
0.850708
dos
1
25.339967
39,228
24,104
0
2
0
1
0
0
0
386
16
0.108687
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normal
0
15.664557
15,426
59,578
0
1
4
0
0
0
0
50
89
0.116186
0.582891
normal
0
20.39421
48,813
94,133
0
0
1
1
1
0
0
253
34
0.140213
0.558654
normal
0
6.526204
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0
1
0
0
0
0
0
131
23
0.134868
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normal
0
219.329011
9,449
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0
2
3
1
0
0
0
423
43
0.056554
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normal
0
267.376196
39,295
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0
2
4
2
0
0
0
338
36
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normal
0
2.394219
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3
1
11
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21
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probe
1
0.820586
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1
0
0
30
11
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probe
1
3.242101
8,497
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2
2
9
1
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215
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probe
1
231.946501
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4
0
1
0
0
441
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normal
0
70.595193
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0
1
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2
1
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137
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normal
0
6.952693
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0
2
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2
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3
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normal
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15.23505
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474
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normal
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36.958139
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148
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normal
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4.453469
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428
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normal
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37.004012
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23
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normal
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6.247917
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1
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178
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dos
1
26.922362
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normal
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6.571669
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225
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dos
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517.946404
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229
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normal
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26.859431
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normal
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486
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normal
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116.087809
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165
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normal
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196.153392
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444
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normal
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261
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normal
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334
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normal
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normal
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normal
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16.831431
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probe
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normal
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dos
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dos
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normal
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probe
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normal
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normal
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normal
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u2r
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normal
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273
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normal
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normal
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dos
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normal
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396
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normal
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normal
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normal
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normal
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normal
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