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
15.073972
7,297,624
30,649
4
2
4
1
0
0
0
26
75
0.80273
0.927381
dos
1
71.988868
46,274
75,832
0
2
3
2
1
0
0
11
65
0.102583
0.205021
normal
0
2.565486
24,194
86,084
4
0
24
2
0
0
0
469
7
0.051963
0.927718
probe
1
59.283265
9,471
17,559
0
0
1
1
0
0
0
462
92
0.073468
0.342198
normal
0
100.482524
36,463
45,243
0
2
4
0
0
0
0
91
33
0.173125
0.235627
normal
0
0.786059
20,851
91,798
4
1
3
16
0
0
0
50
79
0.04842
0.405746
r2l
1
94.26018
10,151
48,037
0
2
2
0
1
0
0
202
9
0.049585
0.144096
normal
0
172.744643
837
69,107
0
2
3
1
1
0
0
244
93
0.087365
0.53057
normal
0
19.903244
43,872
54,991
0
0
4
1
0
0
0
136
78
0.049544
0.194324
normal
0
118.868537
11,084
80,114
0
0
3
2
1
0
0
452
90
0.125685
0.911111
normal
0
154.846389
19,302
24,050
0
0
0
2
1
0
0
429
62
0.09837
0.985168
normal
0
59.259876
13,186
34,540
0
2
4
1
0
0
0
379
21
0.155266
0.127888
normal
0
39.042908
46,359
98,311
0
2
2
2
0
0
0
71
56
0.166309
0.211873
normal
0
1.363689
38,210
88,165
0
0
4
2
1
0
0
477
30
0.107389
0.641226
normal
0
3.9456
521,806
45,215
2
2
3
0
1
0
0
429
19
0.51901
0.760882
dos
1
10.371428
1,906,590
10,709
3
0
2
0
1
0
0
217
35
0.706978
0.694648
dos
1
44.209196
19,560
54,928
0
2
2
1
1
0
0
241
29
0.103355
0.156351
normal
0
40.948241
23,400
20,484
0
1
2
2
1
0
0
358
34
0.074027
0.283363
normal
0
69.062902
28,837
68,423
0
0
0
2
1
0
0
193
29
0.086561
0.75225
normal
0
121.233962
41,586
23,930
0
1
4
0
1
0
0
400
70
0.168918
0.180934
normal
0
19.662325
9,179,299
95,153
0
0
3
2
0
0
0
430
73
0.622202
0.033391
dos
1
4.457197
9,439,343
23,133
4
0
0
0
0
0
0
131
58
0.749042
0.10612
dos
1
108.797517
14,536
59,346
0
2
2
1
1
0
0
316
72
0.143399
0.53705
normal
0
127.541242
49,194
45,963
0
0
3
1
1
0
0
299
16
0.198966
0.913151
normal
0
35.22808
23,918
73,432
0
1
1
1
0
0
0
161
98
0.103373
0.87997
normal
0
10.161362
6,973
17,356
0
1
3
1
1
0
0
71
6
0.122271
0.53316
normal
0
225.061637
6,797
87,875
0
2
1
1
0
0
0
242
75
0.094453
0.692362
normal
0
23.331787
4,261
15,290
0
0
1
2
0
2
1
108
40
0.068856
0.361126
u2r
1
0.872829
7,113,965
88,713
1
0
2
2
1
0
0
360
53
0.786798
0.962254
dos
1
6.070855
10,143
94,511
0
2
1
2
1
0
0
384
1
0.138306
0.259142
normal
0
170.305135
219
11,012
0
0
0
0
1
0
0
123
63
0.116354
0.621083
normal
0
0.388777
14,680
11,227
3
0
20
2
1
0
0
15
56
0.015334
0.626098
probe
1
188.311463
12,674
89,387
0
1
1
0
0
0
0
456
6
0.002896
0.764536
normal
0
367.147907
31,891
45,327
0
1
4
2
1
0
0
281
54
0.161873
0.985238
normal
0
314.889093
19,331
12,410
0
1
0
1
1
0
0
1
35
0.021883
0.296948
normal
0
8.098726
8,643,426
53,758
3
1
4
0
0
0
0
192
88
0.666041
0.483611
dos
1
1.100774
49,602
35,094
0
0
3
0
1
0
0
202
17
0.045464
0.935195
normal
0
216.916678
10,494
72,540
0
0
0
2
1
0
0
238
20
0.161912
0.606749
normal
0
6.020535
28,008
71,188
0
1
17
2
0
0
0
16
89
0.030567
0.424189
probe
1
13.259419
42,612
56,193
0
0
7
0
1
0
0
184
59
0.084591
0.633262
probe
1
6.951904
2,350
27,414
4
2
15
2
0
0
0
140
87
0.185366
0.401436
probe
1
94.178378
21,544
78,543
0
2
3
0
0
0
0
345
19
0.188534
0.68805
normal
0
3.881176
47,064
86,922
0
0
0
0
0
0
0
471
13
0.112656
0.665791
normal
0
2.23594
9,638,019
63,610
1
0
0
1
1
0
0
334
14
0.726783
0.937069
dos
1
7.821319
3,339,757
46,792
2
1
0
2
0
0
0
136
73
0.849268
0.177126
dos
1
52.879982
23,006
48,513
0
1
1
1
1
0
0
72
30
0.028062
0.18257
normal
0
170.070927
44,569
18,257
0
2
0
2
1
0
0
90
75
0.028411
0.292478
normal
0
11.164724
2,466,601
35,116
1
0
1
0
1
0
0
450
6
0.864773
0.748249
dos
1
11.728186
1,109,013
87,879
4
0
2
0
1
0
0
492
43
0.557571
0.50924
dos
1
51.589233
46,145
70,234
0
1
1
1
0
0
0
73
4
0.086307
0.514434
normal
0
4.283184
30,771
6,736
0
0
3
2
1
0
0
256
85
0.111205
0.763594
normal
0
111.93249
46,996
53,463
0
1
1
2
1
0
0
297
18
0.075593
0.834303
normal
0
347.21079
15,116
7,956
0
1
3
1
0
0
0
188
18
0.10314
0.535117
normal
0
106.496843
15,481
32,768
0
0
3
0
1
0
0
20
77
0.005718
0.001414
normal
0
25.408281
45,084
89,231
0
1
3
1
0
0
0
486
6
0.114827
0.338288
normal
0
43.886632
16,421
1,194
0
2
3
1
0
0
0
471
21
0.111784
0.161486
normal
0
375.718209
38,262
27,616
0
1
0
0
1
0
0
373
66
0.074772
0.658548
normal
0
25.36703
11,476
80,005
0
2
3
1
1
0
0
78
21
0.16085
0.123221
normal
0
0.204572
9,023,031
19,935
3
0
4
2
1
0
0
314
12
0.682275
0.018023
dos
1
51.158226
17,381
76,399
0
0
2
2
0
0
0
230
40
0.093186
0.504667
normal
0
146.237787
34,606
761
0
0
4
1
1
0
0
111
18
0.072499
0.850943
normal
0
15.455092
13,956
80,337
1
0
7
0
0
0
0
476
65
0.055694
0.856757
probe
1
41.678485
25,644
40,385
0
0
3
2
1
0
0
380
79
0.160014
0.769423
normal
0
9.145432
11,294
8,287
0
1
1
10
1
0
0
436
87
0.116975
0.750807
r2l
1
2.071575
2,572,558
77,744
0
0
0
1
1
0
0
351
25
0.76988
0.919847
dos
1
32.634597
44,158
60,144
0
0
2
0
1
0
0
434
20
0.041626
0.628258
normal
0
31.192962
35,371
64,276
2
0
1
2
0
5
1
156
79
0.122818
0.254023
u2r
1
77.355853
22,544
31,523
0
2
1
0
0
0
0
98
3
0.023623
0.009576
normal
0
16.723932
21,634
75,301
0
1
3
2
1
0
0
494
43
0.13157
0.116569
normal
0
166.500293
23,230
28,983
0
0
2
0
1
0
0
194
63
0.199952
0.507159
normal
0
7.15012
9,762
87,386
0
0
2
2
1
0
0
323
58
0.198534
0.329694
normal
0
13.267225
44,812
90,378
2
1
17
1
1
0
0
37
49
0.190571
0.669465
probe
1
41.889434
11,922
99,425
0
2
2
0
0
0
0
95
71
0.034787
0.532111
normal
0
12.566726
13,352
84,524
0
0
4
0
1
0
0
64
43
0.080863
0.585684
normal
0
64.569128
27,314
80,765
0
2
3
2
0
0
0
464
1
0.128258
0.10677
normal
0
51.028559
35,429
79,162
0
1
3
0
1
0
0
157
77
0.128857
0.71124
normal
0
127.945021
37,362
3,205
0
0
4
0
0
0
0
493
13
0.059248
0.850677
normal
0
305.769609
16,450
53,802
0
1
4
2
1
0
0
440
16
0.00084
0.494398
normal
0
1.942575
992,284
74,845
1
0
2
1
0
0
0
135
62
0.846807
0.234955
dos
1
19.77788
49,638
27,827
0
0
1
1
0
0
0
172
50
0.145971
0.567213
normal
0
3.448215
596,566
76,031
3
0
2
1
0
0
0
365
58
0.920659
0.469806
dos
1
49.779988
24,458
60,349
0
0
4
2
1
0
0
187
91
0.157508
0.081872
normal
0
16.508348
9,636,206
43,761
0
1
3
1
1
0
0
42
86
0.898306
0.660802
dos
1
6.232247
6,190,644
54,288
3
0
3
0
0
0
0
358
61
0.73942
0.688129
dos
1
32.926411
35,568
12,108
0
2
3
0
0
0
0
124
8
0.109652
0.110187
normal
0
225.421681
5,944
9,844
0
0
2
1
0
0
0
116
16
0.185031
0.936608
normal
0
49.318729
29,253
29,229
1
1
17
0
0
0
0
459
96
0.17483
0.723981
probe
1
86.41644
8,591
78,504
0
2
1
0
0
0
0
146
61
0.019242
0.522668
normal
0
0.364303
16,515
38,028
2
0
2
5
0
0
0
45
16
0.042406
0.570698
r2l
1
159.640015
8,833
43,397
0
1
3
2
0
0
0
442
37
0.017521
0.402354
normal
0
148.809969
30,616
43,733
0
1
4
1
1
0
0
282
53
0.014341
0.831336
normal
0
35.14204
49,798
80,771
0
0
1
2
1
0
0
121
70
0.122207
0.592977
normal
0
16.769205
14,859
45,005
0
2
0
8
1
0
0
13
89
0.011917
0.171589
r2l
1
121.696866
20,624
84,015
0
1
2
1
0
0
0
292
58
0.107165
0.704735
normal
0
2.992403
47,135
2,842
4
1
23
0
0
0
0
491
87
0.148935
0.546504
probe
1
3.939983
25,055
27,909
4
2
9
0
0
0
0
66
83
0.092133
0.570849
probe
1
85.438373
49,748
6,713
0
0
0
2
1
0
0
495
25
0.164925
0.689256
normal
0
8.541019
18,399
51,452
0
0
3
0
0
0
0
33
1
0.176582
0.55502
normal
0
6.984599
8,577,764
83,646
4
0
2
2
1
0
0
412
73
0.597186
0.001412
dos
1
63.445385
24,210
82,432
0
0
1
1
0
0
0
251
32
0.022682
0.125538
normal
0