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
3.790509
525
58,967
2
0
3
9
1
0
0
16
10
0.134374
0.818283
r2l
1
8.53661
30,700
94,624
0
2
4
0
0
0
0
350
5
0.028073
0.712278
normal
0
13.463689
45,084
7,035
0
1
3
1
0
0
0
391
38
0.052108
0.194333
normal
0
180.693214
14,843
52,463
0
2
1
1
1
0
0
188
56
0.03644
0.240654
normal
0
0.707999
8,872,254
90,821
0
1
1
2
1
0
0
476
94
0.81809
0.168465
dos
1
0.126726
7,108
40,554
0
0
21
2
1
0
0
149
11
0.064818
0.32788
probe
1
49.605012
41,276
61,691
0
0
1
0
0
0
0
414
60
0.045534
0.615091
normal
0
8.706943
39,181
17,121
0
1
5
1
1
0
0
386
68
0.101508
0.698059
probe
1
86.284502
8,901
48,660
0
0
0
2
1
0
0
142
45
0.094053
0.238627
normal
0
2.647401
12,745
84,121
0
1
24
0
0
0
0
36
93
0.058156
0.448754
probe
1
9.594221
194,827
94,805
0
2
1
1
1
0
0
242
49
0.779043
0.295458
dos
1
7.113156
6,701,060
95,784
2
2
3
0
1
0
0
324
91
0.968716
0.345381
dos
1
14.826775
13,257
47,949
0
0
2
2
0
0
0
355
44
0.078358
0.44774
normal
0
40.873284
9,115
17,825
3
0
0
3
1
0
0
421
88
0.033484
0.898823
r2l
1
10.079252
1,714,458
95,716
2
0
2
0
1
0
0
308
52
0.570787
0.269315
dos
1
288.510203
16,373
33,451
0
1
0
0
1
0
0
235
37
0.11988
0.978801
normal
0
6.755843
3,231,337
83,840
3
0
3
0
1
0
0
450
79
0.869481
0.351528
dos
1
134.67226
28,565
95,903
0
2
0
1
0
0
0
340
4
0.050308
0.10726
normal
0
1.071115
17,668
59,551
3
2
5
0
0
0
0
6
78
0.094469
0.464611
probe
1
293.95337
24,859
70,706
0
2
0
2
0
0
0
480
58
0.082674
0.624428
normal
0
0.782559
7,345,544
54,901
3
1
1
1
1
0
0
39
56
0.671026
0.10346
dos
1
135.548988
14,577
27,927
0
2
4
2
1
0
0
402
77
0.181968
0.247222
normal
0
5.617497
36,634
80,852
0
2
0
0
0
0
0
159
44
0.066306
0.242196
normal
0
99.762477
9,911
96,587
0
0
0
1
0
0
0
446
63
0.124225
0.278242
normal
0
43.208811
37,194
71,251
0
2
2
1
0
0
0
389
38
0.035939
0.069466
normal
0
146.494561
24,119
15,652
0
0
0
2
1
0
0
436
34
0.075655
0.292012
normal
0
198.999789
16,362
63,315
0
2
4
0
0
0
0
461
5
0.034623
0.264464
normal
0
45.38485
2,535
63,553
0
2
0
1
1
0
0
62
6
0.16978
0.385653
normal
0
74.567512
834
97,549
0
0
2
0
0
0
0
65
49
0.116949
0.988503
normal
0
12.488778
33,025
36,752
0
0
3
0
1
0
0
134
66
0.091768
0.243461
normal
0
9.54341
6,003,581
36,183
1
2
2
1
1
0
0
181
37
0.614772
0.575096
dos
1
44.75385
49,246
38,877
0
1
2
0
1
0
0
423
76
0.024938
0.392206
normal
0
1.180117
32,859
98,574
2
1
28
1
0
0
0
226
22
0.151503
0.605144
probe
1
2.384163
7,864
62,524
0
0
21
2
0
0
0
208
4
0.089217
0.700641
probe
1
16.027185
17,559
92,001
0
0
4
2
1
0
0
218
15
0.053686
0.776502
normal
0
100.988562
5,222
29,300
0
2
4
1
0
0
0
13
46
0.008692
0.964854
normal
0
14.775757
47,280
87,175
1
1
9
1
1
0
0
324
84
0.124158
0.382296
probe
1
243.006148
30,442
95,209
0
1
2
0
0
0
0
164
96
0.130776
0.012883
normal
0
157.619513
42,921
88,322
0
2
2
1
1
0
0
266
31
0.048195
0.592305
normal
0
19.375604
41,058
75,007
0
1
1
2
1
0
0
10
99
0.069674
0.060561
normal
0
1.085131
9,449,699
39,242
4
2
0
0
0
0
0
174
49
0.938868
0.186452
dos
1
32.374432
3,064
69,530
0
2
4
2
1
0
0
27
24
0.002723
0.766391
normal
0
255.616243
25,564
11,656
0
0
4
2
0
0
0
52
49
0.087686
0.27294
normal
0
26.209308
13,678
84,750
0
2
1
2
1
6
1
271
58
0.19005
0.431401
u2r
1
0.949541
46,485
83,487
4
1
21
0
1
0
0
291
92
0.140374
0.110815
probe
1
8.886668
24,506
26,613
0
1
1
2
0
0
0
90
84
0.167301
0.24045
normal
0
87.410594
37,993
71,946
0
2
3
2
0
0
0
354
29
0.182957
0.830753
normal
0
1.103815
815,918
38,786
1
0
2
2
0
0
0
219
40
0.751991
0.136459
dos
1
197.753753
37,106
41,990
0
1
4
1
1
0
0
196
70
0.005704
0.632439
normal
0
2.904959
5,886
99,163
0
0
0
2
0
0
0
367
90
0.026263
0.673772
normal
0
279.94952
28,978
45,494
0
2
3
0
0
0
0
140
41
0.112435
0.053022
normal
0
15.075721
41,225
90,662
4
2
13
1
0
0
0
234
80
0.002478
0.370667
probe
1
95.326254
14,695
6,147
0
1
3
2
1
0
0
297
78
0.014353
0.416497
normal
0
7.658765
5,114,381
66,213
0
1
2
1
1
0
0
377
29
0.707934
0.127807
dos
1
15.96961
12,048
55,602
1
0
25
0
0
0
0
151
23
0.100081
0.214356
probe
1
4.920271
45,568
74,189
0
2
0
1
1
0
0
42
75
0.028743
0.178441
normal
0
153.670875
11,503
1,234
0
0
1
0
0
0
0
222
96
0.177467
0.876404
normal
0
48.559759
43,035
9,328
0
1
4
2
1
0
0
440
99
0.142748
0.969213
normal
0
11.32947
39,179
12,404
0
1
4
1
0
0
0
225
65
0.051409
0.390211
normal
0
143.82945
36,023
87,355
0
0
4
1
1
0
0
464
77
0.100658
0.410352
normal
0
40.023426
3,355,855
78,386
1
2
4
0
1
0
0
362
71
0.705613
0.119315
dos
1
88.524321
10,021
39,883
0
1
3
2
1
0
0
412
49
0.09479
0.976713
normal
0
14.413449
35,703
23,566
1
2
27
0
0
0
0
68
71
0.06824
0.099483
probe
1
1.533952
2,185
51,400
0
1
0
1
0
0
0
471
78
0.185568
0.143552
normal
0
120.665133
39,937
56,666
0
2
4
0
1
0
0
247
90
0.152686
0.636449
normal
0
79.881813
23,954
8,315
0
1
2
0
1
0
0
198
17
0.074387
0.142462
normal
0
105.210227
35,253
89,939
0
2
1
2
1
0
0
17
93
0.033556
0.633697
normal
0
4.513722
5,850,677
77,979
2
2
4
1
1
0
0
310
75
0.783569
0.240927
dos
1
56.956371
18,861
20,888
0
1
2
0
0
0
0
225
74
0.167341
0.672685
normal
0
13.29778
28,970
72,911
0
2
0
2
0
0
0
327
7
0.067328
0.243495
normal
0
281.313218
12,392
29,443
0
2
1
1
1
0
0
101
20
0.084948
0.791586
normal
0
78.803413
1,555
13,588
0
1
0
2
1
0
0
477
15
0.114176
0.365222
normal
0
95.527618
13,782
69,466
0
0
0
2
1
0
0
451
2
0.063038
0.570617
normal
0
270.922233
13,282
3,776
0
1
3
2
0
0
0
147
48
0.042155
0.953827
normal
0
4.000481
1,990
84,804
1
0
1
8
1
0
0
120
55
0.130717
0.888653
r2l
1
84.885315
47,306
64,237
0
1
3
1
1
0
0
47
50
0.18742
0.797839
normal
0
13.501914
4,019,760
20,873
3
0
4
2
0
0
0
30
68
0.87694
0.398847
dos
1
584.775701
35,296
84,017
0
0
1
1
1
0
0
105
27
0.067945
0.188785
normal
0
114.199095
6,309
92,884
0
1
2
2
0
0
0
166
49
0.010523
0.879757
normal
0
52.498655
29,350
91,913
0
2
0
2
0
0
0
307
3
0.134113
0.753076
normal
0
82.060972
31,735
20,057
0
1
0
0
1
0
0
288
1
0.159711
0.588773
normal
0
53.757018
40,916
8,335
0
0
3
1
0
0
0
453
53
0.062289
0.48843
normal
0
219.19847
7,382
8,357
0
0
3
2
1
0
0
338
7
0.025891
0.523294
normal
0
65.874455
40,061
68,674
0
0
3
2
0
0
0
112
40
0.129982
0.585412
normal
0
173.459519
16,018
57,412
0
1
1
0
1
0
0
178
91
0.094486
0.691419
normal
0
183.368393
10,546
18,741
0
0
0
0
0
0
0
21
34
0.104567
0.628757
normal
0
14.43977
16,556
28,683
0
2
2
4
1
0
0
274
3
0.071866
0.949223
r2l
1
128.081286
30,054
576
0
2
1
2
1
0
0
51
60
0.188962
0.509848
normal
0
193.017856
3,557
15,029
0
2
0
0
0
0
0
321
58
0.086275
0.70528
normal
0
48.976493
16,396
60,226
0
1
4
0
1
0
0
141
19
0.098491
0.101646
normal
0
12.178715
36,953
78,740
0
2
4
1
1
0
0
252
48
0.046215
0.706613
normal
0
184.80391
43,137
40,068
0
1
3
0
0
0
0
488
58
0.060462
0.131847
normal
0
68.94907
40,456
57,934
0
0
3
1
1
0
0
204
6
0.174823
0.037361
normal
0
13.625055
25,702
1,667
0
1
3
0
1
0
0
489
97
0.015997
0.704366
normal
0
12.252083
46,700
1,298
0
2
0
2
1
0
0
90
76
0.046697
0.675222
normal
0
17.345188
29,292
23,376
0
1
3
1
0
0
0
164
88
0.094714
0.44396
normal
0
139.0195
15,323
46,902
0
1
2
1
1
0
0
62
51
0.031525
0.764006
normal
0
124.083277
20,980
63,292
0
1
2
2
1
0
0
340
78
0.171091
0.31517
normal
0
22.792833
38,651
38,599
0
1
4
2
0
0
0
463
81
0.139831
0.387606
normal
0
187.681695
30,763
12,900
0
0
1
0
1
0
0
253
36
0.155051
0.284783
normal
0