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
1.949637
15,675
23,113
1
1
2
15
0
0
0
11
82
0.165965
0.405473
r2l
1
4.519716
4,194,354
76,089
1
2
3
2
0
0
0
489
1
0.836078
0.394693
dos
1
62.61228
43,948
83,676
0
2
1
2
1
0
0
177
3
0.142846
0.738943
normal
0
217.868627
6,987
38,927
0
0
3
0
0
0
0
468
3
0.026253
0.639985
normal
0
17.564499
38,003
71,064
0
1
4
2
1
0
0
234
53
0.162362
0.3527
normal
0
1.219262
5,140,064
90,887
1
1
4
2
0
0
0
487
73
0.683899
0.006336
dos
1
0.273247
33,168
77,178
0
1
0
1
1
0
0
314
76
0.122317
0.206352
normal
0
37.68782
12,552
60,086
0
2
4
1
1
0
0
55
99
0.174609
0.596739
normal
0
15.948092
35,696
49,715
0
1
4
0
1
0
0
402
40
0.198384
0.340521
normal
0
24.844276
44,822
47,614
0
0
3
0
1
0
0
362
24
0.032298
0.38045
normal
0
1.130262
5,477
84,314
0
1
3
0
1
0
0
50
50
0.051908
0.814666
normal
0
28.279078
2,422,821
29,593
0
1
4
2
1
0
0
187
34
0.652057
0.315683
dos
1
40.453292
28,364
36,888
0
0
3
0
0
0
0
15
3
0.163997
0.867224
normal
0
3.207649
35,268
86,107
0
2
3
1
1
0
0
355
34
0.164258
0.886748
normal
0
93.624889
19,642
10,568
0
0
4
2
1
0
0
388
27
0.158547
0.133166
normal
0
7.247348
34,417
91,673
2
0
1
4
1
0
0
422
69
0.186736
0.691596
r2l
1
10.207235
43,978
3,019
0
1
4
1
0
0
0
121
26
0.181161
0.750987
normal
0
2.505063
4,016,465
78,165
4
1
2
1
0
0
0
192
42
0.502955
0.385235
dos
1
661.055758
8,065
2,944
0
1
3
2
1
0
0
227
43
0.17162
0.969091
normal
0
289.081301
7,002
46,527
0
1
0
0
1
0
0
174
62
0.065914
0.865816
normal
0
0.267457
17,361
88,459
0
0
4
0
1
0
0
103
80
0.165406
0.394718
normal
0
158.659243
15,188
53,143
0
2
1
1
0
0
0
364
77
0.186619
0.717494
normal
0
43.634493
7,109
25,117
0
2
1
2
1
0
0
383
42
0.102856
0.989496
normal
0
15.602288
216,888
59,917
0
1
3
2
1
0
0
382
71
0.619028
0.933772
dos
1
35.095308
3,634
1,153
0
1
4
1
1
0
0
299
56
0.09662
0.239771
normal
0
38.821945
11,899
97,410
0
1
4
0
1
0
0
63
91
0.053059
0.961384
normal
0
74.075095
7,891
77,317
0
2
2
2
0
0
0
220
26
0.111478
0.617016
normal
0
27.481717
9,612
42,706
1
0
4
17
0
0
0
422
3
0.115229
0.09551
r2l
1
1.800135
5,399,001
83,092
3
0
2
0
1
0
0
216
75
0.51296
0.705539
dos
1
28.223433
21,820
63,468
0
2
1
2
0
0
0
134
69
0.138962
0.989244
normal
0
6.052376
14,663
58,643
1
0
4
13
1
0
0
30
76
0.097372
0.33298
r2l
1
36.872108
19,320
20,116
0
2
3
2
1
0
0
354
98
0.153123
0.057313
normal
0
45.057263
39,181
7,719
0
0
2
1
0
0
0
377
89
0.023741
0.330136
normal
0
25.198787
8,715,750
98,302
0
0
2
2
0
0
0
197
31
0.590723
0.286043
dos
1
7.618558
6,516,042
36,035
1
1
3
0
1
0
0
267
16
0.939282
0.149672
dos
1
368.849814
28,773
86,424
0
2
0
0
1
0
0
329
20
0.016751
0.627896
normal
0
118.126935
30,722
29,554
0
2
3
0
1
0
0
397
95
0.049606
0.044044
normal
0
52.133179
2,817
98,374
0
1
2
1
1
0
0
384
44
0.032555
0.217222
normal
0
0.979747
24,610
1,222
0
1
22
1
1
0
0
188
82
0.171277
0.994733
probe
1
67.056635
22,898
4,640
0
2
2
0
1
0
0
145
16
0.150085
0.620286
normal
0
53.934476
23,925
4,914
0
2
0
1
0
0
0
366
69
0.06721
0.115126
normal
0
176.215938
27,267
49,753
0
1
4
2
0
0
0
363
59
0.178704
0.986865
normal
0
62.549229
47,473
79,815
0
2
1
2
1
0
0
183
87
0.158171
0.313129
normal
0
35.042929
8,481
27,737
0
1
0
0
1
0
0
376
32
0.0149
0.102232
normal
0
40.196131
11,061
37,748
3
2
4
11
1
0
0
136
83
0.193225
0.511672
r2l
1
192.703233
36,247
11,086
0
1
3
0
1
0
0
115
43
0.18733
0.995952
normal
0
54.546703
14,449
18,195
0
2
2
1
1
0
0
219
23
0.108148
0.994268
normal
0
110.204389
44,617
47,890
0
2
0
0
1
0
0
130
45
0.134917
0.471319
normal
0
3.772298
46,897
62,391
2
0
16
0
1
0
0
403
58
0.105839
0.407928
probe
1
75.388462
34,437
5,687
0
2
4
1
1
0
0
231
69
0.086323
0.852088
normal
0
4.602419
20,409
9,964
0
1
1
1
1
0
0
223
94
0.038469
0.567703
normal
0
22.009741
2,358,547
81,920
0
0
0
2
1
0
0
307
4
0.571391
0.73518
dos
1
21.265212
25,243
46,246
1
1
10
0
1
0
0
315
39
0.023408
0.443262
probe
1
14.174037
9,651,050
53,796
2
1
3
0
0
0
0
491
3
0.613893
0.552223
dos
1
8.288993
3,604
38,673
4
1
18
2
0
0
0
22
64
0.134761
0.439317
probe
1
226.415855
2,722
46,023
0
1
0
0
0
0
0
139
23
0.197186
0.085162
normal
0
7.592266
8,151,144
96,846
1
2
4
1
1
0
0
462
13
0.677702
0.491777
dos
1
128.925055
29,577
5,361
0
1
2
0
1
0
0
16
50
0.121063
0.426731
normal
0
15.712612
6,925,726
34,949
2
0
4
1
1
0
0
478
94
0.733409
0.530416
dos
1
14.193516
4,181,819
77,051
3
0
4
1
1
0
0
354
86
0.660381
0.236626
dos
1
24.147745
5,025,375
79,626
1
1
4
1
0
0
0
246
73
0.993154
0.833427
dos
1
94.02423
21,685
76,505
0
2
0
1
1
0
0
462
74
0.06842
0.634314
normal
0
72.49307
27,409
70,727
0
0
0
0
0
0
0
480
56
0.129705
0.765961
normal
0
261.007817
10,964
25,484
0
2
0
2
1
0
0
118
63
0.113701
0.423168
normal
0
15.573221
21,881
67,458
4
0
1
1
1
3
1
163
40
0.150233
0.668053
u2r
1
1.394856
29,152
34,754
2
1
3
16
0
0
0
356
49
0.006751
0.752767
r2l
1
71.177728
12,697
95,938
0
0
3
2
1
0
0
346
81
0.167555
0.534439
normal
0
12.313085
641
85,962
0
1
4
1
1
0
0
204
41
0.18967
0.917418
normal
0
63.576782
37,730
28,217
0
2
1
1
1
0
0
373
72
0.032989
0.043071
normal
0
9.933679
9,655,072
56,091
3
0
3
2
0
0
0
136
97
0.550686
0.954349
dos
1
43.361905
1,803,611
500
2
0
0
2
0
0
0
345
59
0.787309
0.900198
dos
1
118.133816
24,859
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0
1
2
0
1
0
0
343
16
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normal
0
63.193032
24,205
42,782
0
2
2
1
1
0
0
5
29
0.092435
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normal
0
9.792969
995,750
91,443
1
1
3
0
1
0
0
397
20
0.862949
0.055636
dos
1
17.464535
8,186,669
45,306
3
1
1
1
0
0
0
144
55
0.724173
0.133778
dos
1
8.496353
13,848
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0
2
3
2
0
0
0
479
18
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normal
0
114.610006
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0
1
0
2
1
0
0
498
6
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0.997686
normal
0
156.240274
42,316
2,055
0
1
1
2
0
0
0
71
92
0.164366
0.715812
normal
0
328.022815
14,232
67,691
0
2
2
2
1
0
0
185
58
0.037247
0.128897
normal
0
16.111064
11,043
46,824
0
0
4
0
0
0
0
167
46
0.19103
0.923495
normal
0
76.018554
20,580
10,069
0
2
0
2
1
0
0
96
16
0.037385
0.04999
normal
0
2.442225
40,019
65,297
4
2
16
0
1
0
0
111
12
0.104638
0.753136
probe
1
255.71746
31,181
81,527
0
2
4
2
0
0
0
231
19
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normal
0
0.001578
306,182
61,405
4
1
0
0
0
0
0
161
8
0.874363
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dos
1
15.725006
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0
2
2
1
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0
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222
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normal
0
57.332414
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0
1
1
1
1
0
0
119
73
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normal
0
106.352278
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0
2
3
0
0
0
0
80
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normal
0
120.492136
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0
2
1
0
1
0
0
422
17
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normal
0
8.218442
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4
1
1
1
0
0
0
217
64
0.680698
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dos
1
5.074269
540
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3
1
0
1
0
6
1
365
16
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u2r
1
302.706086
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0
0
3
2
1
0
0
318
50
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normal
0
6.09603
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0
0
2
1
1
0
0
352
85
0.021249
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normal
0
1.323198
5,220,685
21,494
4
1
4
2
1
0
0
217
60
0.915521
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dos
1
195.028937
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0
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2
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420
18
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normal
0
107.961229
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0
1
3
1
0
0
0
495
91
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normal
0
3.507118
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4
0
4
2
1
0
0
356
19
0.663534
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dos
1
7.546952
49,018
70,667
0
0
1
1
0
0
0
168
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normal
0
4.236471
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0
1
4
1
1
0
0
61
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0.069234
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normal
0
10.732444
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0
2
1
0
0
0
0
191
28
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normal
0
1.296739
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2
1
3
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0
67
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dos
1