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
153.007304
28,560
15,861
0
2
0
2
0
0
0
327
74
0.011047
0.981242
normal
0
723.144587
43,536
21,725
0
1
2
2
1
0
0
136
30
0.038392
0.203919
normal
0
190.40939
41,461
33,223
0
0
2
0
1
0
0
292
4
0.188476
0.934354
normal
0
139.356906
47,717
81,621
0
1
0
2
1
0
0
417
46
0.113019
0.785942
normal
0
108.519872
19,731
31,444
0
1
2
2
1
0
0
321
51
0.162084
0.637689
normal
0
54.780343
11,363
78,233
0
1
1
2
1
0
0
31
17
0.184115
0.413247
normal
0
7.846079
1,646,908
22,108
0
0
4
0
0
0
0
460
14
0.788518
0.552772
dos
1
128.799968
44,761
26,564
0
0
4
2
1
0
0
181
22
0.089503
0.896503
normal
0
3.132109
3,767,309
557
2
0
2
2
0
0
0
344
11
0.966833
0.542981
dos
1
159.100082
42,449
12,749
0
0
1
0
1
0
0
208
70
0.089357
0.456196
normal
0
59.559205
38,160
65,278
0
2
1
1
0
0
0
209
35
0.02395
0.349944
normal
0
12.925792
18,882
45,246
0
0
0
0
0
0
0
494
89
0.196659
0.415525
normal
0
81.886399
29,476
22,498
0
1
1
1
1
0
0
179
91
0.119903
0.19137
normal
0
3.671491
107,042
69,526
3
1
1
1
0
0
0
139
69
0.538021
0.105289
dos
1
48.521164
44,292
83,088
0
0
1
1
1
0
0
419
37
0.095613
0.369424
normal
0
1.756833
30,925
1,367
0
2
4
1
1
0
0
153
57
0.059597
0.518493
normal
0
48.254691
15,176
77,415
0
2
2
1
1
0
0
356
86
0.141337
0.315592
normal
0
22.492457
38,090
9,791
4
0
0
2
0
6
0
180
48
0.041769
0.124172
u2r
1
78.246456
18,663
8,348
0
2
0
0
1
0
0
452
25
0.164389
0.863006
normal
0
4.207477
27,492
93,491
4
1
5
0
1
0
0
77
16
0.191959
0.795738
probe
1
63.458364
1,412
70,525
0
2
3
2
1
0
0
357
66
0.075781
0.379253
normal
0
34.453698
29,229
54,109
0
2
2
0
1
0
0
423
66
0.088766
0.121146
normal
0
64.922725
28,705
23,679
0
0
4
0
1
0
0
324
91
0.027222
0.022029
normal
0
51.867757
19,656
91,159
0
1
2
0
0
0
0
439
74
0.16882
0.586485
normal
0
268.794203
38,800
33,698
0
2
0
0
1
0
0
191
50
0.082241
0.428
normal
0
4.20491
19,576
64,636
0
2
4
0
1
0
0
493
49
0.077998
0.54951
normal
0
8.671024
41,308
7,342
3
1
9
0
0
0
0
117
23
0.044626
0.281523
probe
1
7.34691
2,252,422
91,236
0
2
1
0
1
0
0
4
15
0.841322
0.963516
dos
1
26.696827
4,570,408
30,770
0
1
2
1
1
0
0
8
45
0.83391
0.755371
dos
1
19.557244
36,252
99,585
0
2
1
0
1
0
0
175
44
0.165261
0.906338
normal
0
75.780262
20,747
62,100
0
0
0
0
1
0
0
60
38
0.082421
0.574082
normal
0
4.456815
13,985
28,228
0
2
1
2
0
0
0
440
77
0.109755
0.732213
normal
0
1.750177
7,634,767
14,763
3
2
3
1
1
0
0
393
69
0.792143
0.824569
dos
1
11.292881
46,395
16,034
2
2
5
0
1
0
0
112
2
0.097665
0.087313
probe
1
181.952134
5,728
65,527
0
1
1
2
0
0
0
364
36
0.065156
0.324344
normal
0
12.089162
17,681
61,778
0
1
4
2
1
0
0
78
91
0.072594
0.021354
normal
0
72.008345
43,051
50,328
0
0
1
2
0
0
0
196
27
0.026758
0.423149
normal
0
73.625526
47,739
82,425
0
0
0
2
1
0
0
164
69
0.131695
0.879869
normal
0
356.314581
20,987
38,991
0
0
2
0
1
0
0
215
5
0.022788
0.358864
normal
0
106.41549
8,792
15,390
0
0
1
2
0
0
0
166
7
0.189432
0.892404
normal
0
22.168719
4,126,585
73,952
1
0
0
2
1
0
0
276
77
0.679984
0.959375
dos
1
27.548912
15,271
95,440
0
1
1
0
0
0
0
350
17
0.119735
0.079982
normal
0
13.725054
19,612
36,820
0
0
3
2
1
0
0
95
41
0.110348
0.117052
normal
0
5.576222
2,394
57,523
1
2
4
2
0
7
1
178
34
0.1817
0.885684
u2r
1
117.362679
15,119
29,090
0
0
1
1
0
0
0
130
33
0.011954
0.032698
normal
0
94.129353
4,014
81,392
0
0
0
0
0
0
0
80
39
0.094828
0.708119
normal
0
4.169784
29,843
49,046
0
0
0
2
1
0
0
267
72
0.099324
0.473797
normal
0
143.897332
23,472
58,672
0
0
2
0
0
0
0
468
50
0.17303
0.677921
normal
0
102.690831
16,382
45,711
0
1
4
1
0
0
0
365
59
0.143597
0.192789
normal
0
47.562097
5,951,748
33,509
4
0
2
1
0
0
0
390
68
0.954318
0.748284
dos
1
88.479722
24,721
4,409
0
1
4
1
1
0
0
230
44
0.178239
0.518411
normal
0
36.233652
16,458
28,465
0
0
4
0
0
0
0
90
68
0.013825
0.047838
normal
0
48.049132
43,503
87,373
0
1
1
2
1
0
0
342
63
0.180223
0.39961
normal
0
19.339145
31,963
15,423
0
0
2
0
1
0
0
122
65
0.051751
0.585203
normal
0
5.794984
35,999
57,651
2
2
20
0
1
0
0
241
67
0.08457
0.736337
probe
1
14.779367
13,991
9,458
3
1
7
0
1
0
0
399
26
0.173846
0.587357
probe
1
22.39564
25,625
80,232
0
1
0
1
1
0
0
133
85
0.011365
0.853407
normal
0
9.40828
735,785
83,188
1
0
3
0
0
0
0
46
3
0.926723
0.582472
dos
1
8.013139
27,397
73,525
0
1
1
2
1
0
0
325
51
0.060759
0.065489
normal
0
0.253436
36,666
57,201
2
1
2
2
0
1
0
378
27
0.160369
0.013838
u2r
1
26.535953
21,721
11,220
0
1
4
1
1
0
0
494
91
0.084375
0.717969
normal
0
21.55843
14,672
7,312
0
2
4
0
0
9
0
39
3
0.062485
0.170065
u2r
1
0.175417
4,792,241
31,619
3
0
1
2
1
0
0
56
78
0.921982
0.012168
dos
1
53.379508
31,967
20,431
0
2
0
1
1
0
0
264
30
0.162094
0.993876
normal
0
125.193411
28,010
81,463
0
2
2
0
1
0
0
9
72
0.094364
0.339122
normal
0
4.356477
49,077
42,013
1
0
3
1
0
8
1
443
58
0.007399
0.110591
u2r
1
6.138349
30,989
18,027
1
2
13
2
0
0
0
156
73
0.162488
0.76346
probe
1
115.967635
46,887
75,756
0
2
1
1
1
0
0
496
90
0.12902
0.269915
normal
0
2.222987
5,825,099
13,217
4
1
2
1
0
0
0
384
81
0.606567
0.370758
dos
1
393.873503
19,801
60,117
0
1
1
1
1
0
0
439
81
0.100083
0.419328
normal
0
35.513208
45,656
73,131
0
0
1
2
0
0
0
216
5
0.051988
0.97985
normal
0
0.721895
42,877
96,988
0
0
1
0
0
0
0
464
85
0.104082
0.424734
normal
0
72.492679
20,528
54,653
0
2
1
1
1
0
0
445
99
0.144227
0.988903
normal
0
7.21973
9,347,158
42,990
1
0
3
2
1
0
0
40
57
0.840491
0.05278
dos
1
4.551468
16,344
60,352
0
0
1
1
0
0
0
319
88
0.031864
0.209043
normal
0
13.415485
4,433,406
79,028
4
1
4
1
0
0
0
404
82
0.995691
0.329796
dos
1
131.773624
37,135
12,785
0
2
1
2
1
0
0
332
16
0.02329
0.089882
normal
0
61.748145
42,017
91,774
0
1
3
1
1
0
0
52
20
0.139842
0.692124
normal
0
112.974858
23,303
85,334
0
1
1
0
0
0
0
311
79
0.129972
0.058638
normal
0
77.270881
21,202
32
0
1
2
2
1
0
0
251
32
0.080265
0.220429
normal
0
99.371487
21,298
39,245
0
2
0
0
0
0
0
332
95
0.156016
0.875096
normal
0
90.808443
27,061
48,675
0
2
3
1
0
0
0
411
56
0.060796
0.307833
normal
0
109.608378
26,110
70,518
0
2
2
2
1
0
0
290
91
0.190926
0.488465
normal
0
22.268197
7,337
80,824
0
1
3
0
0
0
0
410
7
0.003511
0.2589
normal
0
31.294056
3,084
56,039
0
0
0
0
1
0
0
55
9
0.021608
0.03895
normal
0
57.975269
19,740
94,635
0
2
4
1
1
0
0
361
98
0.11787
0.151904
normal
0
13.463879
26,112
66,825
2
0
5
1
1
0
0
230
49
0.131696
0.269475
probe
1
7.725009
37,341
87,020
3
1
16
1
1
0
0
287
84
0.198511
0.582117
probe
1
45.790694
24,648
83,238
0
2
1
2
1
0
0
477
80
0.048168
0.648707
normal
0
17.734017
7,279
83,383
0
0
2
1
0
0
0
448
68
0.155361
0.400734
normal
0
28.963861
42,834
83,504
0
2
3
1
1
0
0
401
48
0.045504
0.927681
normal
0
4.515098
33,285
82,489
4
1
4
18
1
0
0
47
26
0.190716
0.186402
r2l
1
131.550052
22,958
90,262
0
2
3
2
0
0
0
128
65
0.087566
0.801629
normal
0
63.551926
1,082
22,150
0
1
0
0
0
0
0
461
52
0.010326
0.862024
normal
0
123.316374
22,907
73,004
0
1
1
2
1
0
0
192
50
0.045328
0.809767
normal
0
53.823053
17,622
54,125
0
0
0
1
1
0
0
375
30
0.076066
0.403007
normal
0
220.487418
42,293
16,728
0
1
4
0
1
0
0
29
23
0.066361
0.133037
normal
0
2.066355
6,768,691
89,398
4
1
2
1
1
0
0
402
2
0.635874
0.136087
dos
1
110.818549
17,314
67,195
0
2
4
0
1
0
0
487
31
0.125153
0.062508
normal
0
199.372309
30,189
31,926
0
1
4
2
0
0
0
393
61
0.060507
0.061417
normal
0