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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12,575
46,527
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2
0
1
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0
365
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11,647
35,708
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228
93
0.189942
0.314146
normal
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9,123,529
65,956
1
1
4
1
1
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250
9
0.59522
0.241228
dos
1
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491
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0.529586
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495,197
80,036
3
1
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46
47
0.547546
0.468322
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1
105.806484
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201
56
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15.139559
44,537
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82
6
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487
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37,922
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481
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0.1258
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159.286783
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0
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176
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333
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1
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5
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119
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1
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1
12
9
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u2r
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387
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normal
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1
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16
22
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normal
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1
2
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160
46
0.504063
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dos
1
20.719224
26,428
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3
0
17
2
1
0
0
276
27
0.192363
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probe
1
262.363479
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0
4
2
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0
0
99
10
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normal
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138.643076
38,549
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0
2
4
1
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0
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212
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0.000344
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normal
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58.333423
21,560
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2
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286
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normal
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16.366745
42,540
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1
2
0
1
0
0
188
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normal
0
164.170791
29,496
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0
0
0
0
1
0
0
336
56
0.103387
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normal
0
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49,897
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2
2
0
1
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40
47
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normal
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1
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237
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3.510118
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1
1
1
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0
0
229
28
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dos
1
34.510212
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4
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161
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normal
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0
0
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26
62
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normal
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233.048073
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0
2
2
1
1
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431
36
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normal
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2
4
2
1
0
0
48
15
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normal
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32.983975
44,764
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1
0
1
0
0
0
62
9
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normal
0
126.014309
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0
1
3
2
0
0
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400
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normal
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4
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285
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normal
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483
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normal
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415
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normal
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1
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219
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normal
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2.053086
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2
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318
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67.260724
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476
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normal
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190
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dos
1
137.337767
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90
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normal
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188.030232
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1
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252
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normal
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11.449843
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2
3
1
0
0
0
26
21
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normal
0
169.532403
34,590
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0
1
0
2
1
0
0
116
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0.633916
normal
0
2.739236
943,055
48,069
4
2
1
0
1
0
0
18
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0.840323
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dos
1
19.62745
3,334,707
81,065
3
2
1
1
1
0
0
173
23
0.714026
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dos
1
25.851142
957,617
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2
1
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2
1
0
0
237
29
0.790331
0.0019
dos
1
0.004813
26,410
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0
0
3
0
1
0
0
389
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normal
0
268.527632
39,305
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0
1
3
1
0
0
0
255
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0.076958
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normal
0
79.935969
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0
0
0
2
1
0
0
5
11
0.107389
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normal
0
96.847617
6,049
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0
2
1
2
1
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0
478
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normal
0
109.260859
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391
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normal
0
82.409681
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9
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normal
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194.326087
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459
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normal
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245
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normal
0
11.853339
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1
1
3
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1
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221
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dos
1
17.851362
40,645
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4
0
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447
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u2r
1
18.7307
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2
1
1
18
1
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441
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r2l
1
244.833432
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2
2
2
1
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315
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normal
0
114.453319
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0
1
1
1
1
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36
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normal
0
120.143933
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0
0
2
2
0
0
0
227
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normal
0
24.512568
6,521,509
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2
2
2
2
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0
0
98
26
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dos
1
7.817406
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0
2
3
0
0
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380
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normal
0
55.965285
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normal
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3.707138
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2
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364
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dos
1
99.540555
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191
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normal
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164.408983
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474
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normal
0
339.057526
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0
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3
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13
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normal
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60.622867
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0
1
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275
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normal
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154.279955
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138
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normal
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248.953646
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203
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normal
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114.988063
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414
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normal
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36
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normal
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260
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dos
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350.496077
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normal
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normal
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normal
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normal
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301
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dos
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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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280
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dos
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normal
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407
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r2l
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135.466665
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normal
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