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
86.710596
17,661
5,274
0
1
0
0
0
0
0
229
45
0.092572
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normal
0
572.241929
34,145
85,927
0
0
0
2
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370
7
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0.516604
normal
0
6.363137
9,076,864
70,394
1
1
2
2
1
0
0
222
75
0.713937
0.442647
dos
1
151.269406
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2
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33
48
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0
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60,323
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0
3
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414
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normal
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372.473645
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0
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161
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normal
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175.911717
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0
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1
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491
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normal
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651.91739
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2
1
1
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318
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normal
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0
0
3
1
1
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0
444
41
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dos
1
22.883969
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0
2
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407
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normal
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3.147176
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3
2
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347
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99
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normal
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312
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normal
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3
1
3
1
1
0
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427
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dos
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70.325224
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2
4
0
1
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249
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normal
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26.818613
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0
1
0
2
1
0
0
395
22
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normal
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207.873646
25,213
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0
0
0
1
0
0
0
20
54
0.069975
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normal
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16.594295
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51,237
0
1
0
1
0
0
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455
82
0.100571
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normal
0
1.692191
1,714,969
83,371
0
0
4
1
1
0
0
454
46
0.679423
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dos
1
30.933098
45,851
83,317
0
2
0
1
0
0
0
221
90
0.108336
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normal
0
13.29589
2,644,778
95,007
1
0
2
2
1
0
0
445
45
0.530923
0.885518
dos
1
19.635726
27,783
57,768
3
1
14
0
0
0
0
33
5
0.193693
0.153751
probe
1
27.502666
21,499
50,180
0
0
1
0
0
0
0
8
30
0.002021
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normal
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2.252765
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0
2
10
2
1
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0
364
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probe
1
7.180207
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3
1
1
0
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317
67
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normal
0
2.748618
20,136
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2
1
0
11
0
0
0
344
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0.111641
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r2l
1
102.64167
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0
1
3
1
0
0
0
406
37
0.147003
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normal
0
39.644636
26,756
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0
0
1
2
0
0
0
105
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0.171143
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normal
0
117.202121
33,448
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0
1
3
0
1
0
0
184
23
0.021074
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normal
0
6.297571
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0
0
1
0
1
0
0
115
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normal
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194.725357
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0
1
3
1
1
0
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342
19
0.064016
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normal
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0.292825
6,846,359
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1
2
1
0
0
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48
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dos
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423.334952
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405
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normal
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275.679382
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4
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21
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normal
0
12.686501
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0
3
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0
61
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dos
1
50.961866
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40
0
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2
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376
11
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normal
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12.798089
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0
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182
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1
16.642414
6,935,488
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0
2
4
1
1
0
0
315
21
0.81928
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dos
1
5.30854
31,512
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4
1
0
14
1
0
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262
30
0.150807
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r2l
1
13.720729
7,398,950
66,414
4
1
0
2
1
0
0
25
74
0.783816
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dos
1
60.676116
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30,383
0
1
2
0
0
0
0
416
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0.000585
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normal
0
80.29716
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0
2
3
2
0
0
0
119
44
0.170865
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normal
0
14.43911
7,200,972
56,555
4
1
2
0
1
0
0
61
12
0.950568
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dos
1
2.699273
331
64,002
0
1
4
0
0
0
0
419
50
0.104086
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normal
0
127.066772
47,631
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0
1
3
2
0
0
0
318
24
0.160957
0.815646
normal
0
2.020798
9,248
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0
0
4
0
1
0
0
251
63
0.079666
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normal
0
1.810664
37,597
54,525
2
1
2
8
0
0
0
118
63
0.116189
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r2l
1
25.052407
42,154
51,747
0
0
2
0
0
0
0
329
19
0.043502
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normal
0
109.034682
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0
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4
2
1
0
0
25
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normal
0
57.049022
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0
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3
1
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231
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normal
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6.152851
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0
89
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normal
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63.90068
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102
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normal
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72.724317
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177
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normal
0
192.883915
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392
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normal
0
3.434067
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1
2
4
1
1
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359
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dos
1
8.262372
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171
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normal
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13.317474
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4
1
0
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295
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dos
1
0.078759
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1
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21
2
0
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238
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probe
1
12.375951
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1
3
2
1
0
0
162
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normal
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61.04601
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0
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285
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normal
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415.468014
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299
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normal
0
9.245536
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probe
1
135.433909
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430
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normal
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114.86573
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302
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normal
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1
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322
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normal
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24.299363
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439
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normal
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140.171774
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63
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normal
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212
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normal
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1
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215
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dos
1
42.587532
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normal
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109
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normal
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428
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normal
0
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27
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dos
1
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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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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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r2l
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normal
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normal
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dos
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dos
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