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
47.572694
33,777
54,010
0
1
1
0
1
0
0
158
21
0.13963
0.1762
normal
0
30.295422
41,509
30,648
0
0
3
1
1
0
0
452
41
0.185847
0.259494
normal
0
58.602397
3,030,582
26,597
3
0
4
2
1
0
0
24
67
0.9094
0.64973
dos
1
67.864402
27,646
63,511
0
1
2
2
1
0
0
184
59
0.079456
0.435717
normal
0
13.297524
8,645,061
34,085
4
1
4
0
1
0
0
207
74
0.773366
0.928039
dos
1
80.459702
20,562
93,587
0
1
4
0
0
0
0
183
94
0.14998
0.413622
normal
0
27.26617
18,463
31,477
0
0
4
0
0
0
0
457
7
0.000004
0.711758
normal
0
1.750523
249,363
31,657
4
1
3
2
0
0
0
404
33
0.78156
0.898188
dos
1
192.252671
23,312
52,707
0
1
1
1
1
0
0
50
81
0.095417
0.167686
normal
0
25.368916
48,582
86,217
0
1
4
0
0
0
0
351
6
0.092793
0.531056
normal
0
70.902703
829
83,477
0
2
0
0
1
0
0
160
2
0.075191
0.540045
normal
0
104.608564
27,975
55,456
0
2
4
2
1
0
0
135
7
0.08893
0.175261
normal
0
2.48432
2,001,959
93,910
3
1
4
1
1
0
0
292
43
0.745861
0.793424
dos
1
45.515355
31,010
66,605
0
1
3
1
0
0
0
261
13
0.098038
0.027871
normal
0
102.778029
8,005
98,801
0
2
3
1
1
0
0
127
16
0.104688
0.368924
normal
0
2.865281
9,305
62,901
0
1
3
0
1
0
0
384
17
0.018997
0.303236
normal
0
0.056492
6,133,470
65,640
4
1
3
2
1
0
0
322
8
0.673322
0.300309
dos
1
76.059599
36,132
52,905
0
0
4
2
1
0
0
137
99
0.034849
0.006803
normal
0
2.082858
45,742
5,042
0
2
4
1
0
0
0
282
59
0.110259
0.864039
normal
0
55.598875
7,292,102
20,419
1
2
2
2
1
0
0
465
92
0.851398
0.246439
dos
1
106.205221
19,527
50,999
0
2
3
1
0
0
0
480
12
0.093724
0.628288
normal
0
33.18944
2,290
58,921
3
0
29
0
1
0
0
286
87
0.147134
0.61577
probe
1
12.033212
6,046
51,724
0
0
1
2
0
0
0
261
20
0.040896
0.170508
normal
0
466.331584
10,861
23,349
0
2
3
1
1
0
0
171
65
0.003794
0.452236
normal
0
93.18301
19,988
31,627
0
0
1
2
1
0
0
148
5
0.186742
0.280511
normal
0
29.058229
29,825
50,135
3
0
0
12
0
0
0
246
74
0.12058
0.613295
r2l
1
0.138603
7,939,467
32,264
0
0
4
0
1
0
0
242
55
0.993151
0.509324
dos
1
85.072975
41,849
59,404
0
1
4
2
0
0
0
368
93
0.143323
0.01425
normal
0
213.462997
24,598
4,647
0
2
2
2
0
0
0
326
48
0.173466
0.277946
normal
0
3.374279
7,429,155
30,627
2
1
4
0
1
0
0
136
18
0.964717
0.407461
dos
1
108.314864
8,064
73,076
0
2
1
0
1
0
0
224
39
0.077402
0.864852
normal
0
19.627515
5,039,308
91,611
4
0
4
2
0
0
0
76
72
0.948025
0.812767
dos
1
49.127186
32,778
49,278
0
2
3
1
0
0
0
90
7
0.145052
0.904943
normal
0
23.238748
9,999,603
97,960
1
2
0
1
1
0
0
188
21
0.609514
0.594067
dos
1
122.294258
1,444
47,878
0
1
2
1
1
0
0
276
1
0.109593
0.314477
normal
0
44.501846
32,565
89,310
0
1
2
0
1
0
0
424
14
0.076631
0.384308
normal
0
21.160587
35,605
13,300
0
0
2
0
1
0
0
360
52
0.138241
0.271448
normal
0
10.180759
27,091
62,262
3
0
3
9
1
0
0
205
75
0.199607
0.258681
r2l
1
192.296585
19,129
97,912
0
1
4
1
0
0
0
344
33
0.080766
0.713451
normal
0
134.037324
43,667
83,534
0
2
3
1
1
0
0
226
15
0.138645
0.731462
normal
0
40.74283
43,825
76,172
0
2
1
1
1
0
0
328
50
0.163195
0.386144
normal
0
237.310375
40,889
98,402
0
0
4
0
1
0
0
272
13
0.188365
0.407863
normal
0
16.160209
2,752,207
34,274
3
0
3
0
1
0
0
149
82
0.701268
0.594526
dos
1
15.434814
9,462,677
36,243
1
0
1
1
1
0
0
124
33
0.508266
0.542887
dos
1
13.635865
31,678
29,930
0
2
1
2
0
0
0
247
66
0.045434
0.446367
normal
0
10.502895
28,073
68,793
0
2
3
0
1
4
1
442
53
0.017904
0.153363
u2r
1
2.227037
6,320,252
12,566
1
0
3
0
1
0
0
86
1
0.679845
0.072208
dos
1
8.754379
26,639
96,948
2
2
18
2
1
0
0
223
44
0.151722
0.457921
probe
1
91.83989
46,997
14,116
0
2
3
0
1
0
0
85
98
0.176512
0.345608
normal
0
58.907405
37,273
31,507
0
2
11
0
1
0
0
203
89
0.025835
0.131521
probe
1
116.592603
37,666
33,003
0
2
4
2
0
0
0
277
86
0.088371
0.937634
normal
0
141.419911
46,540
4,753
0
2
1
2
0
0
0
172
65
0.137912
0.379581
normal
0
0.80155
28,050
69,699
4
2
11
0
1
0
0
344
76
0.196083
0.710092
probe
1
97.366435
37,660
26,556
0
0
2
0
0
0
0
81
63
0.071237
0.295841
normal
0
86.761643
3,813
72,647
0
0
1
2
0
0
0
126
16
0.174364
0.057402
normal
0
18.582604
8,233,633
57,309
4
1
4
2
1
0
0
389
19
0.5435
0.890959
dos
1
13.355237
9,737,876
9,391
0
0
0
2
1
0
0
395
34
0.939747
0.853811
dos
1
6.051775
44,410
40,467
0
1
0
1
1
0
0
200
77
0.163156
0.036969
normal
0
3.898772
12,088
64,964
3
2
27
2
0
0
0
70
39
0.018214
0.803998
probe
1
134.773864
27,376
74,344
0
2
2
2
1
0
0
393
60
0.141622
0.973439
normal
0
33.295285
4,516
75,681
0
2
3
1
1
0
0
157
15
0.093099
0.051561
normal
0
19.114402
6,350,488
9,009
1
0
0
1
0
0
0
121
52
0.658392
0.819851
dos
1
6.138198
16,787
98,356
0
2
0
2
0
0
0
252
51
0.157772
0.744625
normal
0
321.999748
49,770
5,386
0
0
4
0
1
0
0
423
46
0.128537
0.266068
normal
0
11.644952
29,698
78,539
0
0
3
1
1
0
0
134
92
0.090284
0.707942
normal
0
6.996177
31,899
19,487
0
0
1
2
1
0
0
6
69
0.049124
0.343117
normal
0
4.51126
22,819
32,958
0
2
1
0
1
0
0
340
36
0.117456
0.280409
normal
0
0.659312
9,704,809
9,910
0
0
4
0
1
0
0
155
95
0.843746
0.132111
dos
1
14.86034
8,692,873
40,122
1
1
1
2
1
0
0
15
54
0.972555
0.918593
dos
1
136.511324
49,331
25,406
0
1
0
2
1
0
0
88
14
0.116166
0.45035
normal
0
0.398377
5,667,297
36,240
1
2
2
1
1
0
0
200
89
0.514643
0.254913
dos
1
30.140099
8,394
38,041
0
1
3
0
1
0
0
226
4
0.158543
0.230275
normal
0
99.094186
15,445
84,018
0
0
1
0
0
0
0
345
38
0.016912
0.288712
normal
0
12.806649
35,318
35,353
2
1
9
0
0
0
0
67
93
0.034997
0.582977
probe
1
48.868011
9,247
76,053
0
2
1
2
1
0
0
117
67
0.150375
0.658881
normal
0
34.664274
28,336
450
0
1
1
2
1
0
0
332
33
0.172035
0.747322
normal
0
25.957299
45,925
14,174
0
1
2
2
1
0
0
349
40
0.053911
0.16503
normal
0
103.485889
21,398
20,813
0
1
2
0
1
0
0
114
58
0.021247
0.411696
normal
0
3.377647
25,415
97,489
3
0
6
1
1
0
0
9
7
0.060841
0.009234
probe
1
197.120095
38,577
8,956
0
0
0
0
1
0
0
275
85
0.02473
0.084278
normal
0
109.313504
41,653
62,974
0
1
1
2
0
0
0
298
55
0.026222
0.259813
normal
0
124.041267
47,419
43,513
0
0
4
0
1
0
0
345
70
0.138455
0.007157
normal
0
273.867914
36,417
33,249
0
1
0
2
1
0
0
290
56
0.141912
0.138421
normal
0
285.376184
33,430
51,559
0
1
2
0
1
0
0
285
9
0.180155
0.433744
normal
0
80.218628
21,494
15,038
0
1
1
0
0
0
0
443
71
0.145372
0.382512
normal
0
21.433346
34,567
14,480
4
2
17
2
1
0
0
23
50
0.033973
0.639383
probe
1
5.887271
22,878
4,648
3
2
9
1
0
0
0
38
7
0.153227
0.191077
probe
1
125.727376
41,784
16,459
0
0
2
0
1
0
0
467
43
0.119386
0.22944
normal
0
77.264263
30,681
16,166
0
2
4
0
0
0
0
240
42
0.119575
0.405918
normal
0
270.119991
15,110
29,344
0
0
4
2
1
0
0
15
69
0.090248
0.646058
normal
0
22.551974
17,826
10,527
1
1
2
7
1
0
0
115
66
0.027047
0.944002
r2l
1
15.518485
6,328
95,380
1
2
2
2
1
8
1
178
34
0.181201
0.63917
u2r
1
37.99296
31,334
66,996
0
1
3
0
0
0
0
378
39
0.000938
0.001913
normal
0
9.42398
9,093,790
40,269
3
0
1
1
1
0
0
74
7
0.51224
0.841196
dos
1
10.429479
32,256
78,913
0
1
3
2
0
0
0
438
96
0.043281
0.318678
normal
0
60.816124
474
76,976
0
2
2
2
0
0
0
13
49
0.040131
0.252883
normal
0
55.788358
35,190
62,790
0
0
4
2
1
0
0
294
71
0.10827
0.70109
normal
0
7.595234
9,686
1,998
0
2
1
0
0
0
0
69
50
0.022131
0.737477
normal
0
52.89845
29,684
35,358
0
2
4
0
1
0
0
173
38
0.008983
0.45783
normal
0
72.02676
28,549
48,071
0
2
2
1
1
0
0
464
8
0.117169
0.543265
normal
0