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
12.021371
36,342
75,648
0
2
0
1
0
0
0
451
65
0.048165
0.303103
normal
0
3.16746
8,843,097
12,674
2
0
1
2
1
0
0
103
55
0.900489
0.106146
dos
1
259.842634
20,952
72,213
0
1
3
2
1
0
0
300
63
0.063347
0.354318
normal
0
348.173307
5,858
85,332
0
0
0
2
0
0
0
45
82
0.195054
0.022923
normal
0
26.908682
36,444
56,858
0
2
1
2
0
0
0
141
80
0.114967
0.497304
normal
0
165.680853
44,422
75,668
0
0
3
2
1
0
0
108
25
0.131284
0.777018
normal
0
8.543347
45,103
4,309
1
1
3
15
0
0
0
130
27
0.078655
0.607414
r2l
1
230.71663
20,459
88,460
0
1
3
1
1
0
0
137
13
0.022395
0.393752
normal
0
154.87642
9,276
96,299
0
0
1
0
1
0
0
453
21
0.035651
0.262493
normal
0
7.679651
29,758
98,669
0
2
4
0
1
0
0
66
7
0.072615
0.121443
normal
0
52.279193
5,774
5,911
0
2
1
2
1
0
0
24
5
0.118433
0.348172
normal
0
41.145978
18,010
67,757
0
2
2
2
1
0
0
473
84
0.006495
0.304352
normal
0
55.588593
8,108,900
49,424
0
0
1
0
1
0
0
325
9
0.580701
0.511419
dos
1
1.239145
1,136
79,620
3
1
3
6
1
0
0
160
71
0.153314
0.197589
r2l
1
115.387682
27,849
36,389
0
0
0
1
1
0
0
94
2
0.126797
0.451642
normal
0
92.239748
26,920
53,737
0
1
0
1
1
0
0
462
17
0.094005
0.631435
normal
0
4.903146
4,672,882
30,618
2
0
3
2
1
0
0
17
41
0.727743
0.892121
dos
1
9.495175
2,860,408
15,541
3
1
4
1
1
0
0
250
3
0.604878
0.226329
dos
1
55.80911
17,526
16,985
0
2
4
0
1
0
0
202
96
0.179076
0.35925
normal
0
128.582736
45,518
60,486
0
0
1
1
1
0
0
354
26
0.004744
0.467284
normal
0
176.878596
40,809
74,339
0
2
1
2
0
0
0
211
73
0.04015
0.652488
normal
0
2.401136
2,091,824
56,630
4
0
0
1
1
0
0
309
38
0.926252
0.500743
dos
1
5.558054
974,309
65,862
1
2
3
2
0
0
0
468
18
0.646904
0.119683
dos
1
35.964908
6,268
59,050
0
1
3
2
1
0
0
460
69
0.138046
0.521788
normal
0
38.600083
34,197
61,786
0
1
1
1
1
0
0
101
38
0.191911
0.841531
normal
0
4.437398
3,755
68,463
4
1
7
2
0
0
0
118
20
0.129543
0.23814
probe
1
5.807773
7,723,267
62,191
1
1
1
1
1
0
0
234
92
0.536107
0.029374
dos
1
7.328298
47,176
79,063
2
0
1
0
0
8
1
218
28
0.134326
0.880924
u2r
1
9.996488
1,430,445
96,599
0
1
4
2
0
0
0
376
50
0.567882
0.242055
dos
1
68.788887
36,773
84,028
0
2
1
2
0
0
0
203
25
0.09083
0.790713
normal
0
109.5995
1,180
34,732
0
2
1
2
0
0
0
138
90
0.139739
0.673219
normal
0
6.875179
11,897
58,553
0
0
2
0
1
0
0
201
84
0.109722
0.15381
normal
0
208.737155
36,118
25,599
0
0
0
1
1
0
0
283
23
0.081375
0.511909
normal
0
279.801636
2,215
87,221
0
1
0
1
0
0
0
138
78
0.154715
0.329395
normal
0
10.728008
5,875,862
83,674
4
0
1
0
1
0
0
32
33
0.530012
0.901831
dos
1
213.19229
37,988
30,252
0
1
3
2
1
0
0
5
51
0.083837
0.669458
normal
0
8.165562
1,275,836
60,288
0
0
1
0
1
0
0
220
24
0.692701
0.624661
dos
1
159.676318
17,924
71,817
0
1
4
1
1
0
0
220
40
0.162434
0.171086
normal
0
1.861885
12,027
57,017
4
2
2
14
1
0
0
138
4
0.155692
0.968701
r2l
1
52.426593
1,044
59,229
0
1
1
1
1
0
0
266
57
0.146067
0.132066
normal
0
39.12938
19,603
2,075
0
2
0
0
0
0
0
484
79
0.111306
0.739969
normal
0
88.090386
22,556
4,028
0
2
1
0
1
0
0
302
46
0.088454
0.949599
normal
0
35.884091
10,275
69,737
0
0
2
2
0
0
0
59
83
0.182263
0.448213
normal
0
14.092837
3,615,813
61,213
4
2
2
0
1
0
0
308
87
0.65744
0.280283
dos
1
3.083508
8,453,212
81,691
0
1
3
0
1
0
0
255
48
0.891567
0.619705
dos
1
197.177443
15,445
47,260
0
0
3
2
0
0
0
264
6
0.043339
0.623776
normal
0
100.480462
34,785
26,398
0
0
3
0
1
0
0
399
54
0.057567
0.651863
normal
0
24.245163
39,637
44,138
0
1
1
2
0
0
0
71
15
0.120525
0.631952
normal
0
40.966806
45,245
34,024
0
0
0
0
1
0
0
241
81
0.127571
0.047227
normal
0
0.892343
33,236
57,539
0
1
4
12
1
0
0
331
15
0.093849
0.136499
r2l
1
5.876749
4,399,432
87,890
3
2
0
0
0
0
0
288
27
0.989681
0.489752
dos
1
76.743777
34,060
4,297
0
0
2
0
1
0
0
349
72
0.001293
0.483445
normal
0
9.567063
9,771,546
51,308
0
2
0
1
1
0
0
171
95
0.979233
0.403493
dos
1
42.741881
11,294
78,366
0
0
1
2
1
0
0
314
39
0.110356
0.770787
normal
0
5.460387
10,188
22,241
4
1
19
0
1
0
0
455
42
0.115943
0.112958
probe
1
64.484266
23,828
98,344
0
1
0
2
1
0
0
205
56
0.052897
0.506289
normal
0
36.216225
978,840
61,158
4
1
2
2
1
0
0
39
17
0.809152
0.248682
dos
1
22.362237
18,037
45,945
4
1
12
1
1
0
0
384
23
0.013479
0.541054
probe
1
6.408901
19,294
90,793
0
0
4
0
1
0
0
190
5
0.097169
0.53741
normal
0
63.187911
9,925,523
2,859
4
2
0
0
0
0
0
431
45
0.638196
0.005097
dos
1
38.669845
44,092
67,998
0
2
1
1
0
0
0
110
58
0.14025
0.493697
normal
0
326.578837
32,979
43,379
0
0
2
0
1
0
0
371
55
0.059776
0.295093
normal
0
89.093694
20,556
34,442
0
0
4
1
0
0
0
243
50
0.059762
0.599658
normal
0
2.224721
17,547
92,963
0
2
2
8
1
0
0
419
92
0.039377
0.082514
r2l
1
0.626941
34,260
49,515
4
2
15
1
0
0
0
368
17
0.089384
0.963687
probe
1
2.706913
5,462,048
46,315
0
0
2
1
1
0
0
218
99
0.56484
0.799239
dos
1
5.553004
2,610,164
81,695
3
0
1
2
0
0
0
217
29
0.550705
0.759523
dos
1
97.696885
5,115
68,054
0
0
1
1
1
0
0
178
92
0.094937
0.573652
normal
0
9.790589
35,729
46,951
3
0
2
15
1
0
0
13
33
0.189136
0.336896
r2l
1
51.885008
45,351
8,691
0
0
3
0
1
0
0
297
25
0.178309
0.653719
normal
0
77.364708
13,995
18,854
0
2
1
0
1
0
0
77
16
0.11275
0.92026
normal
0
185.54013
48,980
49,730
0
2
1
1
1
0
0
169
67
0.161342
0.923844
normal
0
16.874415
864,407
89,947
0
1
4
0
0
0
0
265
61
0.529438
0.548205
dos
1
3.903644
1,316,257
61,208
3
1
4
1
0
0
0
39
30
0.878397
0.916915
dos
1
126.243532
12,892
81,435
0
2
0
1
1
0
0
94
45
0.180525
0.658487
normal
0
381.180932
15,530
80,274
0
2
0
1
1
0
0
113
28
0.084616
0.484648
normal
0
0.644845
5,921,394
80,365
1
1
1
0
0
0
0
187
37
0.651619
0.972092
dos
1
32.32779
42,600
22,226
0
1
1
1
1
0
0
244
54
0.030693
0.457185
normal
0
1.844133
3,547,340
1,257
3
1
2
0
0
0
0
151
65
0.60547
0.940091
dos
1
13.014235
3,684
6,635
2
0
3
13
1
0
0
25
15
0.147012
0.224971
r2l
1
130.835417
31,188
2,972
0
1
2
2
1
0
0
155
89
0.178816
0.35945
normal
0
171.559913
3,619
70,577
0
0
1
1
1
0
0
198
67
0.041679
0.719996
normal
0
0.978997
302,858
88,594
1
0
4
0
1
0
0
8
84
0.75848
0.394287
dos
1
25.368674
3,418,375
95,543
4
1
0
0
1
0
0
39
77
0.722568
0.289021
dos
1
11.066775
9,697
53,137
0
2
3
1
1
0
0
483
47
0.187146
0.296105
normal
0
23.874031
40,417
68,524
4
1
4
16
0
0
0
161
3
0.076439
0.149961
r2l
1
29.085039
2,113
1,524
0
1
1
2
1
0
0
236
63
0.16003
0.062287
normal
0
6.032493
33,315
72,023
0
1
3
0
1
0
0
184
54
0.09395
0.899092
normal
0
6.238734
4,151,144
78,181
4
1
3
2
1
0
0
23
31
0.791582
0.612212
dos
1
0.249651
28,543
45,181
3
1
23
1
0
0
0
291
49
0.030798
0.501001
probe
1
13.532159
13,565
38,607
0
0
3
1
1
0
0
68
9
0.190173
0.699703
normal
0
7.306571
5,806,901
30,801
4
1
1
0
1
0
0
141
27
0.778386
0.891374
dos
1
0.362241
133
24,827
0
2
0
2
0
0
0
145
82
0.193028
0.329673
normal
0
11.623886
49,748
71,208
0
2
1
2
1
0
0
40
48
0.005657
0.499839
normal
0
43.2092
27,587
381
0
0
3
2
1
0
0
118
31
0.164683
0.046542
normal
0
28.173216
1,503
1,804
3
0
28
2
1
0
0
332
64
0.127303
0.780031
probe
1
187.016436
3,319
18,371
0
1
4
1
1
0
0
245
65
0.180369
0.070719
normal
0
199.561893
8,177
29,388
0
1
3
1
0
0
0
398
94
0.025039
0.420513
normal
0
140.882919
2,810
70,754
0
0
2
0
0
0
0
294
46
0.143477
0.717629
normal
0
0.441752
26,278
68,178
3
2
23
1
0
0
0
96
42
0.188091
0.440276
probe
1