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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33,430
58,371
0
1
4
1
0
0
0
312
49
0.147748
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normal
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6,560
50,413
0
1
3
2
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0
0
302
74
0.053374
0.97367
normal
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38,806
27,175
4
0
29
0
0
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415
66
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probe
1
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2
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0
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321
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56,709
1
1
6
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229
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469
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173
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1
8.33337
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1
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1
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43
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400
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235.274956
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81,869
2
2
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1
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341
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238
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1
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328
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309
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2
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2
1
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442
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normal
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218.299046
28,629
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0
1
3
2
0
0
0
293
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0.002246
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normal
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75.1798
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0
1
2
1
0
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21
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normal
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210.225314
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0
0
2
2
1
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458
18
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normal
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11.660244
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1
1
6
2
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248
20
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probe
1
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455
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normal
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22.559339
34,653
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0
0
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36
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normal
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0.874378
42,508
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4
2
2
16
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1
14.834163
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2
3
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0
0
35
41
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dos
1
1.052904
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1
3
5
0
0
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427
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r2l
1
54.237452
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326
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221
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normal
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241.410063
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1
1
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228
33
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normal
0
6.68459
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5,569
3
2
3
1
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0
0
114
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dos
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32.813017
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2
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129
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normal
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2
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47
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normal
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119.82788
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2
3
1
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0
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399
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normal
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461
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normal
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2
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265
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normal
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158.772009
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484
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normal
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2
2
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332
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normal
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24.166743
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9
18
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normal
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3
0
3
5
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391
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1
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0
2
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1
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0
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25
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dos
1
5.358836
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2
24
2
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0
81
69
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probe
1
7.64986
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4
2
1
1
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0
0
170
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0.81384
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dos
1
93.001641
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2
1
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197
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normal
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74.848943
723
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1
3
0
1
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262
88
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normal
0
1.78503
34,433
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0
0
3
2
1
0
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168
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normal
0
7.483031
34,788
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0
1
4
0
1
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155
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normal
0
16.97272
22,971
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0
2
2
2
0
0
0
294
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normal
0
5.631634
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0
2
4
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1
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328
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normal
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51.226539
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3
1
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385
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normal
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41.079712
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normal
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normal
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14.954908
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4
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1
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normal
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32.536615
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2
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179
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normal
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305.389786
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114
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normal
0
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311
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normal
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279.509612
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1
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110
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normal
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37.285956
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normal
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71.879621
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274
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normal
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11.52339
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347
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normal
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332
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r2l
1
1.644156
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probe
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422
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normal
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31.384096
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384
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2
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420
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dos
1
32.663129
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256
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normal
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392
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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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normal
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normal
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dos
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