Datasets:
Che237
/
cyberforge-datasets

Dataset card Data Studio Files
xet
 Community
1
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
9.815654
30,889
80,826
0
0
0
0
0
0
0
359
73
0.075517
0.897103
normal
0
2.400963
41,106
22,854
3
1
4
2
1
2
1
462
47
0.041046
0.622904
u2r
1
38.731389
3,761
26,033
0
0
2
2
0
0
0
432
83
0.179231
0.240256
normal
0
346.62493
2,664
21,877
0
2
3
1
0
0
0
409
94
0.194137
0.337328
normal
0
110.443636
5,027
3,793
0
2
3
2
0
0
0
116
68
0.139572
0.526675
normal
0
55.513473
43,726
74,210
0
1
2
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1
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39
86
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normal
0
442.739735
17,239
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0
0
4
0
1
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335
99
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0.817423
normal
0
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0
2
4
0
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253
60
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normal
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1
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408
25
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normal
0
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405
19
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normal
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3.649368
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0
1
1
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1
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481
99
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dos
1
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normal
0
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36,848
1
1
2
2
1
0
0
172
19
0.785669
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dos
1
15.115121
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0
2
2
2
1
0
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378
38
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normal
0
17.398383
22,288
50,250
0
1
1
1
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0
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432
35
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normal
0
264.352487
47,615
60,893
0
2
2
1
1
0
0
6
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0.690843
normal
0
114.959683
44,823
1,973
0
0
2
0
0
0
0
456
3
0.150912
0.195152
normal
0
106.545076
41,838
82,943
0
2
3
1
1
0
0
31
24
0.181092
0.950412
normal
0
21.855934
5,834,804
86,175
2
2
2
1
0
0
0
327
89
0.517426
0.819106
dos
1
8.356114
7,754,671
61,199
1
0
3
2
0
0
0
292
77
0.808933
0.902621
dos
1
96.99281
23,972
25,994
0
0
3
1
1
0
0
92
61
0.160159
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normal
0
52.788654
46,252
1,055
0
1
1
0
1
0
0
421
3
0.137637
0.406814
normal
0
8.472578
8,548,429
60,280
3
0
3
1
0
0
0
290
6
0.720401
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dos
1
116.988476
34,469
18,914
0
2
4
2
1
0
0
370
64
0.180709
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normal
0
10.762538
1,838,111
64,666
4
1
0
1
0
0
0
216
33
0.518303
0.117728
dos
1
0.518993
631,318
14,945
3
0
3
1
1
0
0
356
42
0.714673
0.51173
dos
1
6.798366
5,854,851
51,972
3
2
4
1
1
0
0
6
68
0.572909
0.587258
dos
1
107.915412
48,612
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0
0
4
1
0
0
0
472
27
0.132155
0.115566
normal
0
99.693466
3,775
7,825
0
2
2
2
0
0
0
332
31
0.149355
0.740581
normal
0
54.163332
12,149
40,450
0
0
4
2
1
0
0
241
11
0.091401
0.913316
normal
0
50.464562
33,873
21,275
0
1
2
0
1
0
0
60
95
0.046954
0.295686
normal
0
3.7287
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52,161
0
1
4
0
1
0
0
287
47
0.536303
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dos
1
134.709495
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82,721
0
1
1
2
1
0
0
286
96
0.043022
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normal
0
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0
2
1
0
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19
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normal
0
5.390024
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53,653
1
1
20
2
1
0
0
150
10
0.033153
0.006009
probe
1
13.620517
1,080,084
75,124
0
1
1
0
1
0
0
413
66
0.892856
0.113462
dos
1
19.405433
18,617
17,693
1
1
21
0
1
0
0
147
62
0.174977
0.673569
probe
1
3.710874
2,293,926
6,703
0
2
4
1
1
0
0
214
53
0.963494
0.528863
dos
1
78.365815
48,257
16,960
0
1
3
2
1
0
0
376
92
0.054722
0.174145
normal
0
71.693977
18,174
18,578
0
1
3
0
0
0
0
176
71
0.060235
0.534981
normal
0
17.888984
17,707
36,818
4
0
7
0
1
0
0
53
79
0.0804
0.376766
probe
1
85.325657
37,838
58,547
0
2
1
1
1
0
0
459
4
0.103717
0.219906
normal
0
230.838116
18,687
22,013
0
1
1
0
0
0
0
292
22
0.008383
0.851132
normal
0
151.473632
47,960
49,149
0
1
4
0
1
0
0
19
76
0.094644
0.824007
normal
0
154.326235
9,189
5,416
0
1
3
0
1
0
0
115
74
0.015923
0.680499
normal
0
5.732142
7,086,239
46,428
1
0
2
0
1
0
0
388
18
0.963483
0.190315
dos
1
44.386729
7,982
41,450
0
0
1
0
0
0
0
143
76
0.188442
0.400364
normal
0
26.553568
26,545
55,648
0
0
0
1
0
0
0
256
35
0.026806
0.727592
normal
0
37.967351
41,211
70,642
0
1
0
0
0
0
0
191
31
0.198364
0.794241
normal
0
86.640437
31,920
54,117
0
2
0
0
1
0
0
390
92
0.091378
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normal
0
45.378989
16,655
31,424
0
2
4
0
1
0
0
382
53
0.107255
0.162464
normal
0
82.256776
5,624
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0
0
2
2
1
0
0
213
80
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normal
0
20.23655
34,297
95,354
1
1
13
2
0
0
0
449
3
0.169053
0.179476
probe
1
33.773482
21,341
77,088
0
2
4
0
0
0
0
126
70
0.02307
0.983128
normal
0
10.026622
22,301
82,659
0
1
3
1
0
0
0
260
43
0.141225
0.804884
normal
0
222.41294
19,917
98,813
0
0
3
0
1
0
0
80
88
0.133304
0.423435
normal
0
1.143854
36,067
98,897
0
0
1
2
1
0
0
252
34
0.193747
0.686982
normal
0
0.165386
10,190
10,719
0
1
1
2
0
0
0
221
75
0.1401
0.789374
normal
0
20.607115
7,377,905
44,627
1
2
0
1
1
0
0
410
77
0.517795
0.675534
dos
1
574.802918
17,843
26,038
0
2
2
0
1
0
0
128
77
0.102638
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normal
0
2.976129
8,122,088
31,446
2
0
0
2
0
0
0
96
25
0.614604
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dos
1
1.539168
31,014
45,019
0
1
2
2
1
0
0
340
98
0.198046
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normal
0
25.707557
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87,213
0
0
4
1
1
0
0
65
7
0.107677
0.678813
normal
0
356.92386
16,583
61,785
0
2
4
2
1
0
0
81
91
0.132188
0.857263
normal
0
3.831312
46,743
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2
1
2
4
0
0
0
260
77
0.076652
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r2l
1
83.65554
19,926
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0
1
4
1
0
0
0
100
63
0.035944
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normal
0
27.031471
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0
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2
1
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36
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normal
0
1.447446
26,596
69,358
0
1
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1
1
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468
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normal
0
2.108215
49,838
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0
1
3
2
1
0
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338
22
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normal
0
94.670062
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1
1
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1
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487
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normal
0
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1
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260
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normal
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205
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normal
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20.25861
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3
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493
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normal
0
124.031651
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0
2
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1
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normal
0
6.123221
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67,736
2
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3
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243
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dos
1
8.373976
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1
1
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2
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282
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dos
1
22.960009
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0
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3
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1
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308
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dos
1
145.576631
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0
2
3
1
1
0
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435
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normal
0
87.928664
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0
1
3
2
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0
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443
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normal
0
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26,965
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0
1
2
0
0
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329
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0.000804
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normal
0
188.773872
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0
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3
1
1
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149
7
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normal
0
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190
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normal
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16
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normal
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1
1
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410
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normal
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normal
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0
1
22
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414
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probe
1
12.892233
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0
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2
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154
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normal
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normal
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normal
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normal
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1
1
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35
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normal
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4
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probe
1
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3
1
9
1
1
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352
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probe
1
181.575986
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414
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normal
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3
0
17
2
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3
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probe
1
1.943298
39,456
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1
2
1
2
0
6
1
363
47
0.043455
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u2r
1
7.956664
9,132,684
59,693
4
2
2
1
1
0
0
216
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0.675901
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dos
1
6.559809
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1
1
2
1
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184
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dos
1
67.584359
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492
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normal
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normal
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