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
29.149235
46,952
14,542
0
1
2
0
1
0
0
18
63
0.041115
0.483135
normal
0
0.571496
3,363,255
70,790
2
1
3
0
1
0
0
222
35
0.607664
0.825485
dos
1
107.500966
15,269
69,739
0
0
3
0
1
0
0
10
24
0.194939
0.628901
normal
0
25.6328
4,333
38,658
0
0
4
2
1
0
0
191
3
0.121476
0.069996
normal
0
1.913099
2,562
12,452
0
2
0
2
0
0
0
219
40
0.070972
0.707674
normal
0
0.793155
7,303,869
93,020
0
1
2
0
1
0
0
387
10
0.939973
0.146578
dos
1
25.353348
43,727
22,681
1
1
28
0
1
0
0
208
35
0.171417
0.979733
probe
1
38.361228
24,923
20,826
0
2
1
2
1
0
0
394
50
0.011886
0.63104
normal
0
58.927382
24,530
17,432
0
1
1
2
0
0
0
121
41
0.068231
0.396918
normal
0
6.563206
31,977
18,343
3
1
14
2
1
0
0
328
36
0.120501
0.839497
probe
1
95.836121
49,777
91,690
0
1
0
0
1
0
0
171
45
0.166832
0.324511
normal
0
276.878173
30,385
52,850
0
1
2
1
1
0
0
92
42
0.053171
0.285732
normal
0
6.79766
8,954,126
54,827
3
2
0
1
0
0
0
128
14
0.872451
0.212347
dos
1
24.78738
9,250,983
40,659
4
0
3
0
1
0
0
440
24
0.762173
0.746731
dos
1
31.157649
29,492
64,237
2
0
29
1
0
0
0
295
49
0.052232
0.987941
probe
1
140.805456
40,974
47,841
0
2
1
0
0
0
0
317
9
0.00016
0.677225
normal
0
15.172536
33,330
42,201
0
0
2
1
0
0
0
373
45
0.056079
0.224597
normal
0
67.556838
19,447
20,314
0
1
4
0
0
0
0
378
71
0.145826
0.802033
normal
0
54.700943
45,176
54,517
0
2
3
2
0
0
0
349
64
0.124898
0.860991
normal
0
107.382469
6,016
47,416
0
0
4
1
1
0
0
41
42
0.087881
0.54499
normal
0
3.771217
1,300,218
74,603
1
1
4
1
0
0
0
141
43
0.951375
0.949513
dos
1
292.986198
12,835
11,912
0
0
3
2
0
0
0
497
35
0.104327
0.961497
normal
0
9.692616
3,454,104
79,637
1
2
4
1
1
0
0
474
77
0.886486
0.400542
dos
1
30.356381
26,639
55,755
0
0
4
0
1
0
0
241
54
0.025557
0.132196
normal
0
166.937541
12,642
15,941
0
0
4
0
1
0
0
248
48
0.076872
0.723431
normal
0
73.039175
33,170
91,653
0
0
0
2
1
0
0
250
90
0.017562
0.394323
normal
0
60.336967
22,367
54,938
0
2
2
1
1
0
0
57
50
0.121861
0.369203
normal
0
124.003342
876
14,591
0
1
1
0
0
0
0
260
55
0.174495
0.322244
normal
0
15.577138
44,319
28,281
1
2
0
6
1
0
0
162
5
0.026329
0.630507
r2l
1
7.615948
7,420,734
11,730
0
0
4
1
1
0
0
274
81
0.917032
0.545043
dos
1
87.700909
34,327
9,011
0
2
0
0
1
0
0
278
45
0.04276
0.58895
normal
0
62.731043
19,870
36,677
0
0
0
1
1
0
0
331
11
0.037764
0.035269
normal
0
2.947924
39,898
62,969
2
1
2
7
1
0
0
73
22
0.15873
0.887854
r2l
1
165.307541
14,823
44,976
0
1
2
0
0
0
0
98
44
0.111094
0.413241
normal
0
94.849129
37,643
67,420
0
0
4
1
0
0
0
169
44
0.18834
0.595314
normal
0
104.142347
25,155
70,038
0
2
0
0
1
0
0
82
49
0.196495
0.771213
normal
0
6.939865
31,427
28,564
4
0
2
14
0
0
0
150
55
0.130619
0.298292
r2l
1
96.337051
33,929
7,497
0
2
2
0
1
0
0
425
17
0.08055
0.284307
normal
0
47.849598
33,155
8,298
0
2
0
2
1
0
0
266
53
0.05849
0.816281
normal
0
7.713782
29,864
10,887
3
0
2
5
0
0
0
348
65
0.031876
0.74476
r2l
1
107.722092
47,949
10,677
0
1
3
1
1
0
0
190
96
0.096105
0.432305
normal
0
1.394441
23,718
93,197
0
1
2
0
1
0
0
279
15
0.093515
0.098008
normal
0
62.985186
40,823
29,362
0
2
4
0
1
0
0
259
16
0.000314
0.366335
normal
0
23.976931
22,819
20,413
1
0
17
0
0
0
0
123
13
0.141943
0.789356
probe
1
69.123193
34,011
34,193
0
0
1
2
0
0
0
455
88
0.068089
0.035187
normal
0
7.431266
39,412
70,141
2
0
1
0
0
5
1
200
35
0.169539
0.689716
u2r
1
59.944501
9,715
95,662
0
1
0
1
1
0
0
352
62
0.07875
0.916699
normal
0
409.364067
15,982
91,229
0
1
4
1
1
0
0
189
9
0.186895
0.526832
normal
0
15.830986
13,296
80,563
1
2
1
0
0
2
0
300
78
0.141165
0.622968
u2r
1
9.664594
41,717
96,504
0
1
0
1
1
0
0
449
68
0.083008
0.406451
normal
0
56.213962
40,581
20,440
0
1
1
1
0
0
0
188
34
0.105006
0.165207
normal
0
78.025098
14,009
65,776
0
0
2
1
1
0
0
409
49
0.077253
0.888622
normal
0
42.938963
27,192
90,276
0
0
3
0
1
0
0
410
54
0.088187
0.431278
normal
0
27.744289
21,773
17,880
0
1
1
0
0
0
0
419
2
0.010463
0.92611
normal
0
111.492062
41,738
46,365
0
2
2
0
0
0
0
205
53
0.047638
0.526944
normal
0
47.340958
19,941
93,213
0
0
3
0
1
0
0
28
24
0.187437
0.957062
normal
0
5.573011
5,145,143
59,850
2
2
1
1
0
0
0
75
61
0.85502
0.904487
dos
1
150.991593
18,837
29,466
0
1
4
0
1
0
0
246
35
0.002173
0.659417
normal
0
7.324358
18,132
11,164
0
1
3
2
0
9
1
396
78
0.199407
0.424874
u2r
1
47.049865
34,547
28,595
0
0
2
2
1
0
0
115
24
0.067936
0.804851
normal
0
83.909414
32,161
51,913
0
0
4
2
1
0
0
299
65
0.188711
0.645329
normal
0
59.721578
14,789
33,373
0
0
2
0
0
0
0
220
80
0.190389
0.703839
normal
0
204.643434
37,870
31,178
0
0
1
2
1
0
0
409
65
0.105531
0.688184
normal
0
210.997069
21,814
1,038
0
1
2
0
0
0
0
29
28
0.089176
0.701116
normal
0
16.274369
1,243,105
96,555
3
1
0
1
1
0
0
182
4
0.821729
0.841642
dos
1
2.426492
31,617
33,174
3
0
13
0
0
0
0
180
24
0.097104
0.913291
probe
1
7.494494
46,634
66,607
2
2
2
18
1
0
0
257
15
0.122325
0.593454
r2l
1
45.728761
17,337
89,750
0
0
4
1
1
0
0
168
24
0.023747
0.271025
normal
0
14.258463
6,435
53,361
1
0
5
1
1
0
0
87
52
0.146109
0.284922
probe
1
106.940407
41,652
21,005
0
0
3
0
1
0
0
307
65
0.072084
0.416557
normal
0
40.2526
19,890
88,008
0
2
2
0
0
0
0
153
59
0.101904
0.310849
normal
0
22.495943
49,071
45,877
1
0
21
2
1
0
0
17
31
0.189509
0.398511
probe
1
277.643585
25,695
20,827
0
1
0
2
1
0
0
7
71
0.195195
0.714862
normal
0
105.55934
13,285
62,405
0
2
0
1
1
0
0
234
11
0.028483
0.944831
normal
0
17.264678
9,876
47,274
0
1
2
0
0
0
0
442
5
0.081726
0.090188
normal
0
86.671258
37,779
50,604
0
2
0
2
1
0
0
222
30
0.061889
0.48285
normal
0
10.444592
1,197,124
84,373
0
2
4
1
0
0
0
70
48
0.791023
0.6287
dos
1
204.562085
18,355
68,523
0
0
0
0
0
0
0
95
56
0.158161
0.122245
normal
0
5.3902
17,110
19,173
1
1
1
2
0
8
1
328
42
0.025009
0.035478
u2r
1
54.981875
37,075
200
0
2
2
0
0
0
0
285
11
0.0566
0.260712
normal
0
91.294398
4,866
40,593
0
1
0
1
1
0
0
44
34
0.027941
0.252362
normal
0
74.323134
27,854
22,584
0
2
1
1
1
0
0
473
48
0.110396
0.561095
normal
0
126.945966
8,317
79,956
0
0
0
1
1
0
0
201
32
0.011769
0.415203
normal
0
4.122728
35,916
58,126
0
2
1
2
1
0
0
52
23
0.061572
0.766858
normal
0
6.818398
7,128,122
5,225
0
1
2
2
1
0
0
31
42
0.882665
0.569712
dos
1
8.878098
46,245
70,457
0
1
20
0
0
0
0
302
61
0.008911
0.467944
probe
1
4.507031
28,161
36,481
1
1
0
16
1
0
0
499
2
0.182137
0.294533
r2l
1
9.496087
5,296,502
22,036
4
1
1
1
0
0
0
180
45
0.938544
0.531049
dos
1
21.055088
7,767
9,130
4
2
25
1
0
0
0
430
50
0.069243
0.842364
probe
1
36.938659
40,771
35,884
0
2
1
0
1
0
0
230
9
0.129356
0.815856
normal
0
8.761383
780,527
26,996
0
2
4
2
1
0
0
29
36
0.972316
0.034008
dos
1
105.212547
20,217
54,342
0
2
0
0
1
0
0
208
18
0.038728
0.233394
normal
0
9.545383
31,278
41,723
0
0
1
1
1
0
0
357
76
0.065963
0.766642
normal
0
86.101804
4,564
91,366
0
2
4
1
0
0
0
328
64
0.101138
0.369141
normal
0
15.929409
1,945
37,387
0
0
4
2
1
0
0
453
65
0.190704
0.835778
normal
0
29.071517
12,529
59,142
0
2
3
2
1
0
0
100
60
0.185029
0.893387
normal
0
1.548059
41,073
70,724
4
2
1
3
0
0
0
316
34
0.086213
0.766514
r2l
1
11.580018
24,119
62,574
0
2
3
0
0
0
0
466
68
0.008087
0.049069
normal
0
505.882309
35,626
37,734
0
0
4
2
1
0
0
3
70
0.068755
0.93604
normal
0
18.076624
17,014
74,997
0
2
2
1
0
0
0
226
24
0.066534
0.459924
normal
0