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
10.109766
6,353,482
30,779
1
1
4
2
1
0
0
101
58
0.813184
0.984372
dos
1
177.694148
49,581
39,933
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2
2
1
0
0
0
208
21
0.059883
0.552992
normal
0
1.87212
8,144,571
7,346
4
1
3
0
0
0
0
379
95
0.525949
0.642004
dos
1
26.603834
9,870
91,883
0
0
0
0
1
0
0
379
26
0.000453
0.67426
normal
0
178.76235
35,874
36,538
0
2
4
0
1
0
0
206
94
0.029814
0.709767
normal
0
221.369573
30,680
43,212
0
0
3
2
1
0
0
243
63
0.150652
0.440126
normal
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52.766922
22,324
89,488
0
2
1
1
1
0
0
9
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0.180923
0.98381
normal
0
2.72727
7,245
75,890
0
0
1
2
1
0
0
223
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0.025761
0.389766
normal
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118.731768
19,399
80,637
0
2
0
1
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0
344
61
0.142903
0.215136
normal
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153.263075
13,597
33,859
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0
2
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0
101
60
0.050343
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1.818867
26,448
27,045
0
2
2
2
0
0
0
10
50
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22,673
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0
2
1
2
0
0
0
23
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14,022
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318
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normal
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0
1
1
2
1
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0
67
6
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normal
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138.53641
972
22,737
0
1
3
0
0
0
0
366
28
0.028388
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normal
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55.892934
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0
0
4
2
0
0
0
386
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0.02877
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normal
0
0.572755
23,981
17,261
4
0
20
1
0
0
0
26
19
0.05876
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probe
1
68.522846
961,064
28,618
0
1
4
2
1
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0
114
87
0.522316
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dos
1
11.872032
45,401
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3
2
11
0
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0
231
48
0.059837
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probe
1
93.26764
41,316
38,868
0
0
0
2
0
0
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309
97
0.021142
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normal
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133.525338
21,401
6,512
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0
1
2
1
0
0
255
61
0.120309
0.923833
normal
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364.603736
36,900
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0
0
0
2
0
0
0
453
28
0.197565
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normal
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47.821154
14,787
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0
0
4
2
1
0
0
183
14
0.147525
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normal
0
6.664479
36,128
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0
1
2
1
1
0
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296
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0.104731
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442.045327
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0
1
1
0
1
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0
85
83
0.027456
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0
3.668995
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4
0
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182
2
0.51387
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292.714804
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3
2
1
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103
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normal
0
1.885201
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51,306
3
1
13
0
1
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0
44
94
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probe
1
1.100863
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4
1
29
1
1
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0
458
34
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probe
1
14.379728
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2
1
2
1
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71
10
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normal
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15.100358
7,225,789
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3
0
2
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1
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0
143
58
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dos
1
212.31238
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332
36
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normal
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4.522937
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0
4
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89
65
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dos
1
20.653993
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402
32
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normal
0
4.916896
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2
1
3
1
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327
27
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dos
1
88.713033
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0
1
3
2
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0
0
195
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normal
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14.614055
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0
2
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17
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18
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1
118.675227
31,142
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0
0
0
1
1
0
0
285
13
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normal
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36.41417
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0
2
2
1
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250
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normal
0
7.852894
2,575,675
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2
2
0
1
0
0
0
167
11
0.507815
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dos
1
9.492941
3,351,364
64,866
2
2
3
1
1
0
0
54
65
0.654746
0.253738
dos
1
94.197539
46,208
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0
2
2
1
0
0
0
57
9
0.135086
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normal
0
55.016178
497
54,214
0
1
2
0
0
0
0
13
88
0.039817
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normal
0
252.279089
49,473
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0
2
3
1
0
0
0
205
34
0.126653
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normal
0
7.035166
47,474
48,331
1
1
1
19
1
0
0
453
83
0.070664
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r2l
1
19.27094
1,074,299
14,201
4
1
0
1
1
0
0
254
71
0.654589
0.257508
dos
1
13.90662
9,403,097
18,696
2
2
3
1
1
0
0
243
87
0.952835
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dos
1
235.688229
31,217
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0
0
0
2
1
0
0
407
69
0.020016
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normal
0
1.63988
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0
1
0
0
1
0
0
134
21
0.034606
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normal
0
39.587989
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0
0
1
1
0
0
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281
51
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normal
0
3.114942
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2
1
2
0
1
0
0
78
53
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dos
1
106.14119
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0
1
3
2
1
0
0
220
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normal
0
14.79403
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2
2
6
0
1
0
0
467
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probe
1
22.757174
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0
2
4
2
1
0
0
398
2
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normal
0
179.200815
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0
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3
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244
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normal
0
22.84062
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0
1
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0
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238
28
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normal
0
28.535615
387
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0
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1
1
0
0
271
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normal
0
21.300901
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0
2
2
2
0
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0
64
11
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normal
0
17.215279
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0
2
4
2
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405
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normal
0
306.427873
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0
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1
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116
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normal
0
0.12243
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4
0
3
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15
14
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dos
1
101.566126
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346
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normal
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81
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normal
0
26.211187
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274
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normal
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0.593512
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437
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normal
0
1.850582
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4
2
3
2
0
0
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356
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dos
1
70.896127
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187
7
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normal
0
3.856697
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0
2
2
1
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360
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dos
1
6.387763
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2
3
1
1
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477
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normal
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29
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normal
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339
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normal
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32.098336
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482
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normal
0
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normal
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1
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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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probe
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normal
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324
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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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dos
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dos
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480
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dos
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normal
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probe
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r2l
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