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
313.314828
36,877
57,784
0
1
0
1
1
0
0
317
70
0.037144
0.262202
normal
0
201.954291
16,082
17,751
0
0
3
2
1
0
0
289
44
0.092993
0.973119
normal
0
130.041928
26,576
586
0
0
0
1
1
0
0
128
86
0.058906
0.499745
normal
0
7.837704
1,921
80,166
0
1
4
0
1
0
0
437
57
0.069863
0.664897
normal
0
5.029368
27,586
63,146
0
1
3
2
1
0
0
158
13
0.060882
0.010455
normal
0
181.769019
12,652
74,983
0
2
0
0
0
0
0
44
4
0.028632
0.631372
normal
0
67.266999
17,756
84,407
0
2
4
1
0
0
0
88
88
0.0042
0.04391
normal
0
1.828418
7,840,319
43,401
2
1
4
1
1
0
0
316
10
0.562315
0.33329
dos
1
37.530203
42,946
48,887
0
0
4
0
0
0
0
215
66
0.016507
0.147484
normal
0
50.691637
11,158
66,272
0
1
1
0
0
0
0
264
80
0.121464
0.469956
normal
0
23.38827
8,988
90,069
4
1
16
1
1
0
0
129
74
0.033395
0.887468
probe
1
246.895539
10,656
90,210
0
2
2
1
0
0
0
51
9
0.014692
0.622891
normal
0
9.185378
20,698
15,218
0
2
4
1
1
0
0
432
90
0.030674
0.237547
normal
0
197.672717
19,325
10,651
0
1
0
2
1
0
0
112
62
0.003018
0.627164
normal
0
157.509796
43,309
44,259
0
0
2
0
0
0
0
319
7
0.072419
0.588433
normal
0
37.912401
24,425
16,697
0
1
3
2
1
0
0
197
16
0.169443
0.526749
normal
0
3.876792
44,184
59,717
1
1
2
0
1
6
1
77
62
0.067164
0.272043
u2r
1
4.757545
35,232
59,129
0
2
0
1
1
0
0
56
2
0.179299
0.421919
normal
0
1.586581
28,420
66,968
0
0
3
1
0
0
0
160
38
0.136755
0.416141
normal
0
1.504071
7,551,439
78,246
2
2
0
1
0
0
0
89
92
0.772881
0.230043
dos
1
10.041681
16,400
62,116
0
0
0
1
1
0
0
424
26
0.075406
0.695229
normal
0
21.567379
1,217
80,481
0
1
1
0
0
0
0
179
78
0.176222
0.807042
normal
0
187.579694
32,395
16,721
0
1
1
1
1
0
0
473
72
0.003865
0.263825
normal
0
0.512117
7,547
69,877
0
0
0
12
1
0
0
61
11
0.132796
0.911282
r2l
1
100.411818
17,296
56,968
0
0
4
2
1
0
0
299
33
0.116615
0.799589
normal
0
20.761393
32,905
69,835
0
1
1
1
0
0
0
180
77
0.058258
0.845922
normal
0
176.411592
2,560
88,968
0
0
0
2
1
0
0
238
51
0.013412
0.781777
normal
0
202.480013
47,154
1,216
0
1
2
0
0
0
0
244
70
0.050502
0.960446
normal
0
74.09258
20,203
44,870
0
0
0
0
1
0
0
134
53
0.014959
0.145574
normal
0
243.677695
9,146
19,814
0
2
0
0
0
0
0
204
19
0.186398
0.087791
normal
0
26.443255
3,287,906
87,593
0
0
3
2
1
0
0
400
92
0.528526
0.884772
dos
1
131.424974
10,540
74,463
0
2
1
0
1
0
0
426
24
0.084121
0.484815
normal
0
132.454441
35,222
44,285
0
2
3
0
0
0
0
282
24
0.146552
0.301427
normal
0
21.60065
531,403
10,523
4
2
4
2
1
0
0
60
35
0.512879
0.916643
dos
1
3.85145
49,426
30,307
0
2
23
1
0
0
0
381
7
0.054908
0.392699
probe
1
6.918634
44,123
4,668
0
2
1
2
0
0
0
427
73
0.197444
0.134755
normal
0
0.871911
15,429
28,199
0
2
1
2
1
0
0
437
1
0.013735
0.095215
normal
0
17.234295
49,923
87,610
0
2
1
0
1
0
0
474
52
0.125343
0.523273
normal
0
6.572007
33,561
95,148
1
0
0
2
0
6
0
371
70
0.120742
0.015985
u2r
1
5.119226
8,839
95,454
4
0
7
0
1
0
0
86
12
0.046027
0.95122
probe
1
351.17032
6,076
82,127
0
2
2
1
1
0
0
347
28
0.162098
0.109616
normal
0
17.210604
2,704,143
27,046
4
2
3
0
1
0
0
272
38
0.826137
0.369366
dos
1
27.083608
4,468
99,497
0
2
3
2
1
0
0
329
92
0.128374
0.313304
normal
0
68.742519
3,123
37,002
0
0
0
2
1
0
0
332
26
0.040442
0.389879
normal
0
24.730155
9,075
63,690
0
0
4
2
1
0
0
181
99
0.004994
0.745102
normal
0
1.055487
9,703,350
50,341
1
1
1
1
1
0
0
451
18
0.737395
0.513473
dos
1
187.905078
41,999
99,962
0
1
0
1
0
0
0
206
91
0.044437
0.08668
normal
0
5.157926
8,969,296
89,483
2
1
0
0
1
0
0
462
57
0.595892
0.095121
dos
1
0.166754
1,459,507
16,809
0
0
0
2
1
0
0
147
57
0.69031
0.305205
dos
1
16.862758
3,145,617
15,806
3
0
1
1
0
0
0
215
50
0.76684
0.201984
dos
1
8.597328
42,821
29,832
0
0
1
0
0
0
0
281
10
0.151111
0.485549
normal
0
111.059706
39,528
5,029
0
0
0
0
1
0
0
276
47
0.013992
0.964058
normal
0
104.107959
14,276
5,064
0
2
2
2
1
0
0
436
16
0.026195
0.685714
normal
0
24.690967
21,533
21,241
0
1
3
2
0
0
0
10
72
0.173879
0.900196
normal
0
142.066513
18,705
98,872
0
1
2
1
1
0
0
149
60
0.072465
0.534957
normal
0
9.382489
19,226
49,382
1
1
2
12
0
0
0
135
43
0.053823
0.645311
r2l
1
67.225726
1,196
33,762
0
2
0
1
1
0
0
78
71
0.065559
0.270136
normal
0
0.997277
24,675
96,541
0
2
1
1
0
0
0
189
77
0.030483
0.14553
normal
0
346.533563
29,940
69,575
0
1
3
1
0
0
0
73
54
0.081668
0.088488
normal
0
139.256853
46,843
38,687
0
2
2
0
0
0
0
33
59
0.168094
0.383515
normal
0
17.298774
18,587
58,133
0
0
4
1
1
0
0
1
44
0.130835
0.248844
normal
0
41.805509
4,829
62,855
0
2
1
1
0
0
0
54
48
0.12406
0.13622
normal
0
9.932831
15,329
63,340
1
1
8
1
0
0
0
208
75
0.009805
0.919339
probe
1
145.507639
37,167
51,777
0
1
3
0
1
0
0
438
64
0.180973
0.134131
normal
0
15.220951
20,146
58,380
0
2
3
2
0
9
1
228
53
0.17672
0.05004
u2r
1
4.390318
41,075
97,915
4
0
28
1
0
0
0
379
35
0.172916
0.082599
probe
1
285.070316
49,377
83,532
0
0
0
0
1
0
0
171
69
0.097596
0.005186
normal
0
17.901025
31,285
63,511
3
1
1
6
1
0
0
75
29
0.046838
0.218053
r2l
1
23.948313
47,993
72,738
0
1
0
0
1
0
0
408
87
0.079074
0.24296
normal
0
0.21391
1,521,195
79,821
3
2
0
1
1
0
0
197
52
0.788689
0.660863
dos
1
64.863257
48,655
6,041
0
0
0
0
1
0
0
371
37
0.147893
0.125029
normal
0
1.560408
44,482
33,353
4
2
14
0
1
0
0
453
85
0.135922
0.206714
probe
1
2.652322
4,274
54,757
1
1
16
2
1
0
0
154
98
0.168751
0.904932
probe
1
23.590441
8,369,694
421
2
2
2
2
0
0
0
254
34
0.884811
0.034257
dos
1
0.375911
9,928,307
42,273
3
1
1
0
0
0
0
458
17
0.621167
0.046904
dos
1
221.564879
39,275
83,233
0
1
1
1
1
0
0
16
49
0.149215
0.408625
normal
0
8.489586
35,220
62,482
0
2
3
0
1
0
0
123
13
0.16502
0.86514
normal
0
62.783906
42,571
20,226
0
2
2
0
1
0
0
350
55
0.047712
0.983723
normal
0
149.416843
6,983
13,939
0
1
3
2
1
0
0
298
64
0.191863
0.150326
normal
0
6.28042
4,320
40,227
0
0
4
2
1
0
0
326
5
0.152416
0.61256
normal
0
122.19169
28,393
22,905
0
0
0
2
1
0
0
214
95
0.060766
0.004778
normal
0
2.702326
24,756
66,713
2
1
3
15
1
0
0
385
81
0.076059
0.951969
r2l
1
108.125765
42,704
75,466
0
2
4
2
1
0
0
184
88
0.121189
0.599729
normal
0
3.163255
6,527,694
34,434
0
1
2
1
0
0
0
128
81
0.666764
0.241334
dos
1
19.861806
48,352
97,032
0
0
0
1
1
0
0
126
48
0.156963
0.491593
normal
0
6.233697
41,407
6,957
0
1
10
0
1
0
0
274
80
0.092419
0.6301
probe
1
0.605954
10,204
63,425
2
1
11
2
0
0
0
209
90
0.152221
0.010511
probe
1
328.747967
26,066
8,706
0
1
4
2
1
0
0
402
21
0.061099
0.071957
normal
0
105.438657
17,922
36,097
0
0
4
0
1
0
0
247
75
0.173469
0.970001
normal
0
10.598405
8,957,004
70,997
1
0
0
2
0
0
0
227
24
0.747812
0.77912
dos
1
265.49479
7,086
70,133
0
2
1
0
0
0
0
147
95
0.088993
0.529055
normal
0
134.936165
31,393
61,856
0
2
4
1
1
0
0
457
38
0.084434
0.227798
normal
0
33.492353
4,919
61,539
0
0
0
1
0
0
0
142
4
0.031842
0.081794
normal
0
47.623351
5,471
25,993
0
0
0
1
0
0
0
314
6
0.024317
0.78789
normal
0
22.242988
4,803
54,126
0
1
2
1
0
0
0
39
34
0.001325
0.886172
normal
0
354.301437
12,084
54,324
0
2
2
0
1
0
0
329
46
0.097611
0.254399
normal
0
72.835268
23,196
88,491
0
2
1
2
1
0
0
455
23
0.191733
0.161379
normal
0
226.39096
22,861
51,166
0
1
3
0
1
0
0
273
49
0.010425
0.963358
normal
0
23.165507
16,841
13,906
3
2
4
10
1
0
0
388
18
0.199046
0.443927
r2l
1
197.214245
19,881
90,645
0
0
4
0
1
0
0
68
38
0.190381
0.766211
normal
0