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
238.384517
49,667
1,569
0
0
0
0
0
0
0
97
55
0.105748
0.409507
normal
0
74.781127
29,895
76,977
0
0
1
1
1
0
0
81
71
0.058277
0.351733
normal
0
83.5113
38,375
30,751
0
2
3
0
1
0
0
99
15
0.165354
0.570061
normal
0
19.386736
5,882
41,257
0
0
0
2
0
0
0
103
80
0.168774
0.023434
normal
0
69.047081
46,771
68,768
0
1
0
0
1
0
0
189
14
0.108653
0.531849
normal
0
250.358319
18,862
96,118
0
2
2
2
0
0
0
42
48
0.161183
0.516711
normal
0
81.807135
25,337
41,741
0
0
1
0
1
0
0
133
22
0.154965
0.332238
normal
0
6.72737
12,746
37,275
2
0
4
7
1
0
0
307
23
0.051548
0.32215
r2l
1
3.167733
7,393
41,382
0
2
0
0
0
0
0
35
22
0.179556
0.473752
normal
0
40.992771
49,540
9,309
0
0
3
2
1
0
0
313
19
0.040596
0.626565
normal
0
85.001368
35,468
4,638
0
0
1
2
1
0
0
252
65
0.124276
0.129091
normal
0
4.354788
18,209
63,639
0
0
4
2
1
0
0
442
35
0.185631
0.140634
normal
0
94.107683
14,432
53,123
0
1
3
0
1
0
0
315
45
0.051597
0.908983
normal
0
2.614354
8,906,813
7,629
2
2
1
2
1
0
0
200
86
0.972307
0.312224
dos
1
152.986671
31,259
32,520
0
2
2
0
1
0
0
49
96
0.148114
0.264091
normal
0
2.931365
33,584
56,675
0
1
3
2
0
0
0
358
82
0.16745
0.422605
normal
0
151.798674
19,896
43,845
0
2
1
1
0
0
0
294
99
0.018864
0.782932
normal
0
73.579803
5,423
57,879
0
0
4
2
1
0
0
21
35
0.002267
0.72309
normal
0
46.287602
28,698
2,265
0
1
0
2
1
0
0
420
79
0.187243
0.786764
normal
0
9.8965
4,762,029
91,489
2
1
1
0
0
0
0
99
39
0.944223
0.776153
dos
1
17.449572
20,564
36,416
0
1
3
1
0
0
0
20
55
0.140983
0.760426
normal
0
77.941364
11,354
32,144
0
2
4
2
0
0
0
462
33
0.061779
0.671358
normal
0
38.710687
31,652
58,467
0
1
0
2
0
0
0
173
27
0.059125
0.267031
normal
0
74.96887
35,228
98,724
0
1
4
2
1
0
0
230
69
0.126479
0.355831
normal
0
80.357709
26,809
6,572
0
1
0
0
0
0
0
123
70
0.041171
0.749172
normal
0
9.370454
2,046
97,555
0
2
2
2
0
0
0
244
72
0.142649
0.558132
normal
0
108.215391
3,612
65,850
0
2
2
1
1
0
0
430
27
0.042596
0.060759
normal
0
100.643837
8,218
39,001
0
2
4
1
0
0
0
14
38
0.004316
0.935987
normal
0
146.736245
1,451
95,626
0
1
0
1
1
0
0
403
99
0.177238
0.765847
normal
0
9.503456
48,478
18,870
0
0
0
2
1
0
0
326
72
0.133602
0.827012
normal
0
35.276623
47,685
21,754
0
2
1
2
0
0
0
378
81
0.155916
0.984918
normal
0
105.013817
19,559
21,739
0
0
1
1
1
0
0
127
94
0.123034
0.622519
normal
0
14.702873
20,388
68,153
0
0
2
1
0
0
0
179
54
0.148253
0.547126
normal
0
113.195672
10,639
49,251
0
2
2
1
1
0
0
366
22
0.033762
0.455853
normal
0
6.084053
17,011
58,234
0
2
0
1
0
0
0
478
40
0.008581
0.601203
normal
0
6.56987
10,945
29,669
1
0
16
2
1
0
0
259
21
0.167618
0.688732
probe
1
187.543105
46,970
11,724
0
2
3
0
1
0
0
259
90
0.141358
0.146524
normal
0
148.851001
11,266
42,381
0
0
1
2
0
0
0
435
85
0.127599
0.576636
normal
0
103.496367
13,567
36,811
0
0
0
1
1
0
0
182
18
0.068285
0.588025
normal
0
204.375334
15,893
24,820
0
1
0
2
0
0
0
34
14
0.181558
0.259381
normal
0
123.535871
46,536
85,372
0
0
2
0
1
0
0
186
42
0.028613
0.078703
normal
0
73.266816
22,131
92,211
0
1
4
1
0
0
0
235
54
0.14671
0.103188
normal
0
389.799685
21,644
22,689
0
1
2
0
1
0
0
3
15
0.097991
0.524565
normal
0
118.697174
42,341
11,454
0
2
0
2
1
0
0
221
3
0.194887
0.012509
normal
0
91.971453
38,353
59,513
0
2
1
2
0
0
0
21
95
0.093927
0.206738
normal
0
1.135256
2,905,181
93,594
3
0
4
0
0
0
0
85
6
0.741669
0.950609
dos
1
232.700585
47,043
1,013
0
2
3
1
1
0
0
3
81
0.115941
0.755962
normal
0
35.056379
3,379
4,389
0
2
2
1
0
0
0
165
2
0.163228
0.774998
normal
0
0.926236
23,216
245
0
2
3
1
0
0
0
17
5
0.135814
0.041498
normal
0
21.907748
13,118
45,027
0
2
1
0
1
0
0
406
88
0.028279
0.17508
normal
0
11.599182
15,840
58,551
0
0
4
2
0
0
0
266
30
0.000379
0.475596
normal
0
38.418383
44,354
69,056
0
1
1
1
0
0
0
300
40
0.011076
0.87389
normal
0
174.800297
20,420
26,969
0
1
4
2
1
0
0
51
99
0.098474
0.496121
normal
0
105.420223
33,912
75,367
0
1
3
2
0
0
0
136
47
0.017956
0.464793
normal
0
3.834536
14,582
85,396
2
2
11
0
0
0
0
170
98
0.001542
0.029259
probe
1
7.497724
3,539
56,735
2
2
1
2
1
9
1
114
15
0.097415
0.994508
u2r
1
70.162273
16,796
76,376
0
0
4
2
1
0
0
460
34
0.029558
0.291945
normal
0
71.890534
16,048
36,363
0
1
3
2
1
0
0
204
19
0.047262
0.520045
normal
0
44.959284
41,375
80,472
0
0
4
1
1
0
0
14
49
0.04859
0.556875
normal
0
199.964279
43,510
40,601
0
1
3
2
0
0
0
145
8
0.035703
0.334341
normal
0
38.320565
1,990
82,959
0
0
0
1
1
0
0
249
14
0.140694
0.658613
normal
0
9.887025
13,859
39,117
0
0
3
1
1
0
0
17
49
0.194434
0.915413
normal
0
9.625719
20,705
79,341
1
0
11
0
0
0
0
350
12
0.004656
0.885516
probe
1
125.650738
12,292
10,913
0
1
1
1
1
0
0
172
33
0.033758
0.782643
normal
0
107.172274
23,462
31,600
0
2
0
1
0
0
0
269
33
0.096372
0.186556
normal
0
20.827606
25,171
24,471
0
1
1
0
1
0
0
6
83
0.151183
0.886113
normal
0
5.479364
7,278,606
60,103
3
2
0
2
1
0
0
211
85
0.626814
0.793258
dos
1
108.135926
26,768
9,178
0
0
1
2
1
0
0
26
50
0.160095
0.839604
normal
0
112.817551
15,790
17,343
0
1
3
1
1
0
0
377
55
0.113555
0.445839
normal
0
45.594237
46,119
2,252
0
2
2
0
1
0
0
205
15
0.11793
0.944187
normal
0
15.076812
7,165,324
37,020
0
1
2
0
0
0
0
245
56
0.90766
0.442681
dos
1
382.608404
3,007
21,918
0
1
2
0
1
0
0
158
83
0.013989
0.515835
normal
0
6.443889
32,839
21,310
2
1
25
2
1
0
0
124
32
0.19314
0.36958
probe
1
86.054556
3,243
65,834
0
0
2
0
0
0
0
230
14
0.149787
0.027889
normal
0
0.536067
9,019
81,938
0
2
1
0
1
0
0
306
95
0.158644
0.397015
normal
0
124.846261
21,874
65,079
0
0
0
1
1
0
0
279
20
0.030153
0.519872
normal
0
53.491703
7,674
90,811
0
2
0
0
1
0
0
197
98
0.00319
0.327906
normal
0
21.476528
42,527
61,482
0
0
3
0
1
0
0
368
84
0.127979
0.130298
normal
0
11.724526
9,406
31,023
4
1
6
1
1
0
0
11
10
0.150252
0.234922
probe
1
166.415177
1,777
88,359
0
0
1
2
1
0
0
254
71
0.185265
0.735781
normal
0
11.784535
34,911
81,185
0
1
3
0
1
0
0
471
67
0.039094
0.827502
normal
0
4.185978
7,781
32,109
0
2
4
0
1
0
0
273
23
0.139002
0.371867
normal
0
40.65834
28,640
49,776
0
2
3
2
1
0
0
361
10
0.020973
0.612821
normal
0
98.347399
31,814
17,536
0
1
4
1
1
0
0
276
99
0.133547
0.65691
normal
0
157.706524
3,214
66,834
0
1
2
0
1
0
0
30
81
0.132432
0.282962
normal
0
78.979575
46,521
32,000
0
0
2
1
1
0
0
461
85
0.079274
0.108157
normal
0
86.928496
4,953
82,295
0
0
2
0
0
0
0
83
56
0.121177
0.80454
normal
0
7.468492
27,519
54,359
0
0
2
9
1
0
0
287
30
0.122691
0.252158
r2l
1
75.25647
40,963
88,279
0
2
3
1
1
0
0
199
3
0.043079
0.905213
normal
0
26.82492
2,378,050
66,918
3
1
2
0
1
0
0
237
2
0.813107
0.052211
dos
1
72.611952
31,205
71,136
0
2
3
0
1
0
0
68
25
0.125791
0.035015
normal
0
212.408946
6,699
75,035
0
1
1
2
0
0
0
72
69
0.08192
0.5721
normal
0
26.855499
29,546
46,892
0
1
1
2
1
0
0
12
7
0.05475
0.506753
normal
0
30.651644
2,441
41,442
0
2
0
0
0
0
0
400
1
0.141047
0.433713
normal
0
3.089379
45,112
91,159
0
0
9
1
1
0
0
316
32
0.079749
0.121173
probe
1
171.184032
17,593
81,127
0
0
4
0
1
0
0
137
97
0.137789
0.202374
normal
0
53.064965
27,317
70,699
0
2
4
0
1
0
0
434
37
0.117471
0.903544
normal
0
9.281351
22,956
74,646
2
1
16
2
0
0
0
265
76
0.039761
0.521871
probe
1
398.184035
7,508
94,195
0
2
0
0
1
0
0
252
67
0.1865
0.745984
normal
0
261.460585
35,941
55,373
0
0
3
1
1
0
0
342
19
0.109575
0.076826
normal
0