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
359.972601
31,574
72,588
0
2
3
1
1
0
0
487
92
0.088615
0.550786
normal
0
10.492244
731
1,545
0
2
4
17
1
0
0
103
36
0.075458
0.431012
r2l
1
0.878591
9,439,118
17,914
3
0
1
0
1
0
0
378
14
0.918129
0.196337
dos
1
0.109214
36,126
3,813
0
0
4
1
0
0
0
344
10
0.174965
0.576593
normal
0
6.458759
8,122,123
1,497
4
2
1
2
1
0
0
264
9
0.649264
0.430151
dos
1
24.162268
40,301
542
0
0
4
2
0
0
0
43
3
0.171115
0.887434
normal
0
9.892842
8,483
58,070
0
2
2
0
0
0
0
124
3
0.183068
0.811122
normal
0
75.922506
35,667
82,298
0
0
2
0
0
0
0
234
10
0.009287
0.701033
normal
0
2.28717
3,028,650
4,435
4
0
0
2
1
0
0
470
52
0.832925
0.073946
dos
1
2.727288
6,218,841
96,406
3
0
4
2
1
0
0
115
25
0.611951
0.179204
dos
1
110.898828
19,487
97,324
0
0
0
2
1
0
0
291
23
0.025712
0.748823
normal
0
5.027733
36,413
4,302
2
0
4
16
1
0
0
454
11
0.198699
0.741234
r2l
1
57.462818
45,499
44,453
0
0
2
1
0
0
0
322
22
0.066427
0.384503
normal
0
5.7631
119
80,255
0
2
6
2
1
0
0
65
53
0.11668
0.61272
probe
1
14.959928
28,376
3,852
0
0
1
19
0
0
0
370
27
0.167801
0.53692
r2l
1
43.046855
41,492
98,977
0
1
2
2
1
0
0
335
67
0.122796
0.674785
normal
0
1.35278
8,953,892
46,948
1
2
3
1
1
0
0
114
47
0.51102
0.714048
dos
1
12.331916
2,634
76,767
0
1
2
0
1
0
0
413
13
0.179974
0.713256
normal
0
9.721199
28,638
55,498
0
0
2
0
1
0
0
392
30
0.122471
0.837248
normal
0
107.884788
4,525
2,057
0
2
3
2
1
0
0
108
46
0.16064
0.15563
normal
0
79.031484
18,174
61,789
0
1
4
1
1
0
0
311
98
0.132445
0.991314
normal
0
0.223819
40,342
87,115
0
0
3
9
1
0
0
418
30
0.035785
0.616814
r2l
1
16.539705
6,428
55,017
0
2
4
2
1
0
0
312
88
0.138789
0.401093
normal
0
52.937513
8,626
63,208
0
0
0
2
1
0
0
76
59
0.156932
0.654582
normal
0
43.35423
1,440,077
82,657
2
1
0
2
1
0
0
26
1
0.688564
0.436847
dos
1
21.797694
18,994
28,888
3
2
0
6
1
0
0
304
36
0.001982
0.286487
r2l
1
121.259847
38,920
95,523
0
2
3
0
1
0
0
318
12
0.077961
0.807145
normal
0
4.645558
40,006
13,972
2
2
4
1
1
6
1
146
20
0.086712
0.093147
u2r
1
110.990514
10,342
98,172
0
2
1
1
1
0
0
264
2
0.0208
0.163735
normal
0
1.653546
3,370,231
91,836
1
2
2
1
1
0
0
307
89
0.797315
0.288555
dos
1
37.870329
14,375
74,789
0
1
3
0
1
0
0
249
61
0.190716
0.031817
normal
0
21.799832
9,848
62,027
0
2
0
0
1
0
0
487
32
0.023967
0.671638
normal
0
149.50196
40,011
58,662
0
2
1
0
0
0
0
107
97
0.059164
0.567275
normal
0
104.583614
43,405
7,256
0
0
4
2
1
0
0
486
31
0.178981
0.8596
normal
0
94.632491
10,457
31,541
0
2
4
0
0
0
0
360
20
0.194561
0.557112
normal
0
110.253781
25,464
58,173
0
1
4
2
1
0
0
375
56
0.137072
0.075916
normal
0
27.019881
49,893
60,929
0
1
3
2
0
0
0
384
24
0.068505
0.105363
normal
0
43.897181
48,936
72,285
1
1
12
0
0
0
0
9
93
0.174447
0.846398
probe
1
100.308501
7,470
84,067
0
0
2
2
1
0
0
295
42
0.15761
0.591831
normal
0
101.223469
19,590
23,810
0
2
1
1
0
0
0
426
3
0.168417
0.542029
normal
0
156.950525
30,849
17,686
0
1
0
2
1
0
0
96
68
0.113103
0.84533
normal
0
33.841969
21,402
68,611
0
2
0
1
0
0
0
74
68
0.005656
0.553565
normal
0
1.545096
4,122,488
72,269
4
1
0
2
0
0
0
420
77
0.913686
0.300605
dos
1
29.018631
1,957,450
70,341
3
1
0
2
0
0
0
60
79
0.573814
0.978845
dos
1
110.918607
43,289
14,661
0
1
1
0
1
0
0
115
71
0.071435
0.851492
normal
0
60.829032
4,403
10,152
0
0
1
1
1
0
0
114
11
0.096673
0.317573
normal
0
1.629259
9,434,344
83,620
2
2
4
1
1
0
0
371
21
0.519763
0.696002
dos
1
19.76004
44,772
27,596
0
2
3
0
0
0
0
408
39
0.149303
0.056653
normal
0
2.062047
5,762,178
66,560
4
2
2
1
0
0
0
46
12
0.618326
0.499884
dos
1
85.928441
48,666
90,711
0
2
1
1
0
0
0
264
62
0.046947
0.698815
normal
0
1.382239
9,831,317
94,217
1
1
2
1
0
0
0
345
81
0.611365
0.389355
dos
1
6.828562
29,182
59,766
0
2
4
1
0
0
0
90
22
0.049918
0.728662
normal
0
160.516898
45,538
81,851
0
0
4
0
1
0
0
76
18
0.179943
0.320361
normal
0
4.337181
24,116
7,619
2
0
1
13
1
0
0
410
68
0.124541
0.477891
r2l
1
20.641757
3,564
34,759
0
0
0
2
0
0
0
35
70
0.087873
0.520174
normal
0
383.664766
23,464
29,805
0
2
3
0
0
0
0
366
16
0.129088
0.537347
normal
0
126.323054
25,246
60,540
0
0
2
2
1
0
0
172
73
0.135801
0.99161
normal
0
28.833141
9,466
15,791
0
1
2
1
0
0
0
433
78
0.020681
0.924078
normal
0
89.391534
21,710
54,990
0
0
4
0
0
0
0
24
32
0.070707
0.695558
normal
0
76.380967
49,531
85,292
0
2
2
2
1
0
0
441
53
0.00705
0.397522
normal
0
186.093765
6,315
4,747
0
1
0
2
1
0
0
144
49
0.156398
0.686065
normal
0
130.682073
35,538
67,182
0
0
1
1
1
0
0
169
51
0.049649
0.360643
normal
0
10.776246
9,962,465
56,180
4
2
3
2
1
0
0
44
12
0.853953
0.795374
dos
1
23.763123
22,341
31,636
0
2
3
1
1
0
0
486
55
0.160442
0.137493
normal
0
102.226033
15,385
63,597
0
2
0
0
0
0
0
243
7
0.168689
0.056183
normal
0
4.107292
7,768
53,471
0
1
2
1
1
0
0
390
6
0.002819
0.333015
normal
0
7.143221
39,170
14,559
0
2
0
0
0
0
0
168
26
0.060028
0.367354
normal
0
125.01111
38,137
18,138
0
0
3
0
1
0
0
103
28
0.150403
0.956413
normal
0
2.472322
20,593
750
0
0
0
2
1
0
0
338
9
0.172192
0.936085
normal
0
86.694122
34,920
31,350
0
0
3
1
1
0
0
356
22
0.091246
0.501452
normal
0
183.511654
3,166
33,610
0
2
2
1
0
0
0
13
57
0.185033
0.475943
normal
0
47.794195
12,002
96,469
0
2
3
2
1
0
0
354
46
0.107611
0.708123
normal
0
4.587687
9,149
79,395
0
0
0
1
1
0
0
180
3
0.117338
0.903679
normal
0
125.123022
12,092
19,798
0
1
4
1
1
0
0
246
87
0.03891
0.93379
normal
0
265.479079
12,853
57,110
0
1
3
2
1
0
0
122
18
0.134134
0.267459
normal
0
126.291419
23,730
85,430
0
1
4
0
1
0
0
123
69
0.052419
0.867338
normal
0
86.381034
40,640
18,687
0
1
4
1
1
0
0
487
38
0.106195
0.57633
normal
0
11.178229
390,951
50,657
4
2
4
0
1
0
0
278
22
0.723381
0.655524
dos
1
1.549505
14,612
95,227
0
1
0
2
0
0
0
253
34
0.070817
0.405675
normal
0
118.636903
38,754
17,811
0
0
0
2
1
0
0
391
14
0.160275
0.490402
normal
0
26.269835
26,532
20,238
0
2
2
0
1
0
0
110
28
0.132479
0.49243
normal
0
195.307449
12,519
95,273
0
2
3
1
1
0
0
402
40
0.001947
0.7178
normal
0
62.804154
41,836
46,467
0
0
1
0
0
0
0
469
90
0.113796
0.308666
normal
0
75.63758
15,751
46,108
0
0
4
1
1
0
0
475
51
0.01277
0.380046
normal
0
17.691559
28,438
27,318
3
1
27
0
1
0
0
264
66
0.060564
0.749841
probe
1
151.154293
24,029
4,071
0
2
4
2
0
0
0
256
96
0.134604
0.867895
normal
0
16.847434
12,731
67,910
2
1
2
4
1
0
0
306
79
0.048123
0.101678
r2l
1
278.761003
31,304
97,098
0
1
0
1
0
0
0
32
49
0.021053
0.368942
normal
0
403.41023
40,181
78,901
0
2
1
1
0
0
0
133
78
0.073768
0.065672
normal
0
293.530427
34,423
38,377
0
0
0
2
0
0
0
270
78
0.072043
0.186584
normal
0
173.82899
22,173
59,808
0
2
2
2
0
0
0
433
48
0.022935
0.315002
normal
0
122.290156
49,829
52,957
0
0
2
1
1
0
0
2
21
0.145451
0.296666
normal
0
108.863975
29,116
46,077
0
0
4
2
1
0
0
167
97
0.023739
0.261402
normal
0
10.953608
38,384
50,535
0
1
0
0
1
0
0
24
56
0.143468
0.880131
normal
0
7.013305
38,561
11,812
0
1
0
11
0
0
0
13
64
0.121243
0.383554
r2l
1
7.480034
5,523,742
93,062
1
1
1
2
0
0
0
86
99
0.792839
0.720123
dos
1
14.781564
145
65,815
0
2
3
2
1
0
0
395
41
0.07567
0.900437
normal
0
57.844351
10,226
21,558
0
2
2
1
0
0
0
233
93
0.140057
0.238877
normal
0
15.845256
38,592
53,130
0
0
4
2
0
0
0
275
63
0.077383
0.015392
normal
0
231.935914
33,848
2,270
0
0
1
1
0
0
0
172
1
0.146026
0.30976
normal
0