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
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28,560
15,861
0
2
0
2
0
0
0
327
74
0.011047
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normal
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723.144587
43,536
21,725
0
1
2
2
1
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136
30
0.038392
0.203919
normal
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190.40939
41,461
33,223
0
0
2
0
1
0
0
292
4
0.188476
0.934354
normal
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139.356906
47,717
81,621
0
1
0
2
1
0
0
417
46
0.113019
0.785942
normal
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108.519872
19,731
31,444
0
1
2
2
1
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0
321
51
0.162084
0.637689
normal
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54.780343
11,363
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0
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1
2
1
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31
17
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normal
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22,108
0
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460
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dos
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181
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557
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0
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344
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0.966833
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208
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209
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494
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179
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normal
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3
1
1
1
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139
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0.538021
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dos
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1
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419
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normal
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2
4
1
1
0
0
153
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normal
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48.254691
15,176
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0
2
2
1
1
0
0
356
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0.141337
0.315592
normal
0
22.492457
38,090
9,791
4
0
0
2
0
6
0
180
48
0.041769
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u2r
1
78.246456
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0
2
0
0
1
0
0
452
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normal
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4.207477
27,492
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4
1
5
0
1
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0
77
16
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probe
1
63.458364
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0
2
3
2
1
0
0
357
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normal
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34.453698
29,229
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0
2
2
0
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0
423
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0.088766
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normal
0
64.922725
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0
4
0
1
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324
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normal
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51.867757
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1
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439
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normal
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268.794203
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0
2
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191
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normal
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4.20491
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0
2
4
0
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0
493
49
0.077998
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normal
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8.671024
41,308
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3
1
9
0
0
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117
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probe
1
7.34691
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0
2
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0
1
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0
4
15
0.841322
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dos
1
26.696827
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2
1
1
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0
8
45
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1
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1
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0
175
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normal
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60
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normal
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4.456815
13,985
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0
2
1
2
0
0
0
440
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normal
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1.750177
7,634,767
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3
2
3
1
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393
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11.292881
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2
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0
112
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probe
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181.952134
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2
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364
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0.065156
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normal
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12.089162
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78
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normal
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72.008345
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196
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normal
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0
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164
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normal
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356.314581
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0
0
215
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normal
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106.41549
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0
0
1
2
0
0
0
166
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0.892404
normal
0
22.168719
4,126,585
73,952
1
0
0
2
1
0
0
276
77
0.679984
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dos
1
27.548912
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0
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1
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0
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0
350
17
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normal
0
13.725054
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0
0
3
2
1
0
0
95
41
0.110348
0.117052
normal
0
5.576222
2,394
57,523
1
2
4
2
0
7
1
178
34
0.1817
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u2r
1
117.362679
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29,090
0
0
1
1
0
0
0
130
33
0.011954
0.032698
normal
0
94.129353
4,014
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0
0
0
0
0
0
0
80
39
0.094828
0.708119
normal
0
4.169784
29,843
49,046
0
0
0
2
1
0
0
267
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0.099324
0.473797
normal
0
143.897332
23,472
58,672
0
0
2
0
0
0
0
468
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0.17303
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normal
0
102.690831
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0
1
4
1
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0
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365
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normal
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47.562097
5,951,748
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4
0
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390
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dos
1
88.479722
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1
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230
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normal
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36.233652
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0
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90
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normal
0
48.049132
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0
1
1
2
1
0
0
342
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normal
0
19.339145
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0
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122
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normal
0
5.794984
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2
2
20
0
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241
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probe
1
14.779367
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3
1
7
0
1
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399
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probe
1
22.39564
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0
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1
1
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133
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0.011365
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normal
0
9.40828
735,785
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1
0
3
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dos
1
8.013139
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1
2
1
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325
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0.060759
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normal
0
0.253436
36,666
57,201
2
1
2
2
0
1
0
378
27
0.160369
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u2r
1
26.535953
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1
4
1
1
0
0
494
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normal
0
21.55843
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2
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u2r
1
0.175417
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3
0
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1
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56
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dos
1
53.379508
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264
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normal
0
125.193411
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0
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0
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0
9
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normal
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4.356477
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1
0
3
1
0
8
1
443
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u2r
1
6.138349
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1
2
13
2
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156
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probe
1
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normal
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1
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384
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dos
1
393.873503
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normal
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normal
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464
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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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411
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normal
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361
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probe
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normal
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r2l
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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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dos
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