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
137.564949
41,459
81,575
0
2
1
0
1
0
0
183
54
0.196694
0.726299
normal
0
18.628146
48,689
78,754
0
2
1
1
0
0
0
234
54
0.009815
0.551415
normal
0
28.301634
19,091
87,972
0
1
0
2
0
0
0
87
16
0.051309
0.883448
normal
0
56.375437
48,259
99,291
0
2
4
0
1
0
0
68
11
0.173779
0.32588
normal
0
40.262625
32,859
40,975
0
2
1
0
1
0
0
148
77
0.133798
0.151744
normal
0
88.042229
387
80,416
0
0
4
2
1
0
0
140
2
0.103746
0.488643
normal
0
41.2249
15,896
56,244
0
2
1
1
1
0
0
320
45
0.008365
0.24582
normal
0
0.642443
3,733,010
75,298
1
1
4
1
1
0
0
95
52
0.736865
0.92905
dos
1
22.790054
43,237
63,670
0
1
26
0
1
0
0
73
88
0.055515
0.921645
probe
1
215.875699
33,308
46,181
0
0
1
0
0
0
0
205
40
0.01938
0.596081
normal
0
175.858309
22,096
37,195
0
2
1
2
0
0
0
418
70
0.017485
0.948801
normal
0
10.923701
4,985
32,846
1
0
2
4
0
0
0
225
40
0.171612
0.073025
r2l
1
84.333927
21,576
27,664
0
2
1
1
1
0
0
168
28
0.138693
0.365599
normal
0
103.911738
34,136
50,970
0
2
2
2
1
0
0
246
25
0.196184
0.772196
normal
0
81.457648
6,964
97,649
0
2
0
1
0
0
0
430
85
0.024503
0.459462
normal
0
153.985627
14,665
9,236
0
0
2
1
0
0
0
158
76
0.116428
0.8088
normal
0
80.073347
27,188
96,660
0
0
0
2
1
0
0
431
40
0.169664
0.10003
normal
0
4.027073
285
95,248
4
2
19
1
1
0
0
123
78
0.195322
0.17293
probe
1
165.852375
20,741
80,794
0
1
2
0
1
0
0
430
21
0.146776
0.858875
normal
0
142.955754
27,946
75,339
0
2
0
1
0
0
0
150
85
0.157399
0.097755
normal
0
10.834735
16,448
65,967
2
1
2
14
1
0
0
7
91
0.111741
0.148814
r2l
1
21.125137
43,508
27,179
0
2
0
1
1
0
0
243
51
0.086374
0.164665
normal
0
31.692834
36,411
95,651
0
2
2
2
0
0
0
36
53
0.076965
0.760991
normal
0
35.062428
42,539
13,336
0
1
0
2
1
0
0
209
89
0.093912
0.362018
normal
0
70.944027
37,754
80,174
0
1
4
0
1
0
0
9
71
0.154456
0.543273
normal
0
14.372845
27,738
90,724
0
0
1
1
0
0
0
299
11
0.120605
0.290963
normal
0
48.675394
37,508
64,790
0
1
1
1
1
0
0
132
11
0.049508
0.612808
normal
0
20.108631
27,254
97,354
0
2
2
0
1
0
0
38
90
0.145789
0.286788
normal
0
30.756199
34,012
46,897
0
0
0
0
1
0
0
412
60
0.121129
0.97865
normal
0
122.549487
20,648
48,192
0
2
4
0
0
0
0
480
25
0.12546
0.747794
normal
0
192.972001
31,112
53,502
0
0
1
2
0
0
0
82
8
0.129535
0.855149
normal
0
2.317228
734
41,231
0
2
2
1
1
0
0
453
26
0.069956
0.352422
normal
0
83.447336
7,677
28,283
0
1
1
2
0
0
0
245
8
0.021669
0.177656
normal
0
3.672598
17,787
47,102
0
2
4
2
1
0
0
258
78
0.131984
0.408721
normal
0
1.824162
45,721
37,199
2
2
1
10
1
0
0
267
88
0.122287
0.393941
r2l
1
122.106483
17,016
41,717
0
0
3
0
1
0
0
158
10
0.130424
0.969073
normal
0
133.032283
30,404
69,839
0
1
4
2
1
0
0
172
61
0.16024
0.076788
normal
0
2.997306
5,930,614
94,242
3
1
0
1
0
0
0
347
48
0.888979
0.96183
dos
1
64.291332
45,709
41,073
0
2
4
0
1
0
0
368
86
0.171965
0.854465
normal
0
196.473867
30,720
87,071
0
2
2
1
0
0
0
15
79
0.165458
0.11108
normal
0
13.065667
2,343,645
64,252
3
0
0
0
1
0
0
216
50
0.606273
0.800028
dos
1
0.363642
35,673
97,110
3
0
22
0
1
0
0
211
3
0.045698
0.937256
probe
1
14.445039
24,070
97,015
0
1
4
1
1
0
0
424
99
0.085581
0.319634
normal
0
159.719941
47,231
5,016
0
1
0
2
0
0
0
182
37
0.18683
0.412053
normal
0
25.964562
39,650
34,730
0
0
1
2
0
0
0
385
93
0.1306
0.409413
normal
0
1.280511
2,629,153
63,643
1
0
4
2
0
0
0
436
69
0.904448
0.770904
dos
1
97.580374
27,498
3,065
0
2
0
2
0
0
0
156
91
0.009092
0.326053
normal
0
8.021492
44,275
36,716
0
2
2
2
1
0
0
328
66
0.015642
0.502898
normal
0
0.820854
25,655
7,106
4
0
9
1
0
0
0
406
86
0.041063
0.242049
probe
1
11.285257
38,080
63,326
0
0
1
0
0
0
0
444
21
0.077579
0.924534
normal
0
31.769096
2,430,985
47,456
2
0
2
0
1
0
0
281
74
0.633074
0.911327
dos
1
119.398998
24,426
17,312
0
2
2
0
1
0
0
251
80
0.194888
0.512758
normal
0
82.607378
43,633
38,190
0
1
2
2
1
0
0
210
70
0.052213
0.888463
normal
0
23.556426
3,486
78,965
0
0
0
2
1
0
0
265
50
0.12569
0.555778
normal
0
38.269316
2,640,288
43,042
4
2
2
0
1
0
0
136
38
0.821785
0.267352
dos
1
166.584213
42,797
68,451
0
1
3
1
1
0
0
171
8
0.142489
0.400486
normal
0
69.679405
27,099
25,919
0
0
0
1
0
0
0
437
46
0.021569
0.655774
normal
0
119.907932
43,941
61,657
0
1
2
2
1
0
0
22
56
0.16259
0.906688
normal
0
22.036578
1,026,627
87,307
4
2
2
0
0
0
0
313
95
0.739753
0.025122
dos
1
24.268227
31,686
14,199
2
2
3
8
0
0
0
258
65
0.080504
0.170713
r2l
1
352.007554
13,394
95,924
0
0
4
0
0
0
0
125
90
0.092142
0.889982
normal
0
83.389901
10,827
43,051
0
1
2
2
0
0
0
121
97
0.017114
0.203783
normal
0
13.468093
6,190
9,389
4
1
1
3
1
0
0
229
51
0.140952
0.967026
r2l
1
52.102756
5,595
61,194
0
1
2
2
0
0
0
355
26
0.188202
0.179725
normal
0
39.948912
29,125
98,501
0
1
0
0
1
0
0
454
72
0.102574
0.930858
normal
0
24.090978
12,247
9,048
0
2
0
2
0
0
0
267
76
0.039964
0.329087
normal
0
7.635746
2,490,922
59,322
3
1
2
2
0
0
0
343
70
0.554543
0.97519
dos
1
212.79597
17,462
31,546
0
0
0
0
1
0
0
107
18
0.020502
0.927896
normal
0
22.207801
39,415
64,417
0
2
1
1
1
0
0
463
84
0.183657
0.787169
normal
0
43.409283
21,997
53,652
0
0
2
1
0
0
0
183
35
0.166174
0.746067
normal
0
143.681066
25,078
23,249
0
1
1
1
1
0
0
275
45
0.182178
0.731654
normal
0
23.383304
11,096
64,199
0
1
3
1
0
0
0
307
91
0.171386
0.665693
normal
0
89.542216
17,998
91,105
0
2
4
2
1
0
0
170
39
0.122506
0.48963
normal
0
120.328618
9,839
16,179
0
1
3
1
1
0
0
152
78
0.185897
0.974698
normal
0
106.123652
16,877
97,583
0
0
2
2
1
0
0
10
96
0.148633
0.25984
normal
0
122.556641
49,355
845
0
2
4
2
0
0
0
488
30
0.183612
0.818694
normal
0
2.800307
5,410,032
39,058
1
1
2
1
0
0
0
481
51
0.767844
0.135338
dos
1
23.390726
9,109,582
18,131
2
0
4
0
1
0
0
466
37
0.683785
0.565339
dos
1
1.048045
287,245
87,427
0
1
2
1
1
0
0
429
44
0.61645
0.367283
dos
1
210.858553
5,536
37,733
0
1
4
2
0
0
0
146
24
0.175508
0.42211
normal
0
2.204835
30,689
58,911
0
1
1
1
0
0
0
109
81
0.193134
0.555482
normal
0
33.996247
521
345
0
1
0
2
1
0
0
83
25
0.132147
0.005435
normal
0
30.821201
39,284
16,539
4
0
2
9
0
0
0
88
67
0.063467
0.226206
r2l
1
19.020031
4,627,235
48,715
3
2
3
0
1
0
0
25
38
0.526821
0.68824
dos
1
3.490162
1,111,392
61,154
2
0
3
0
1
0
0
296
16
0.64755
0.828132
dos
1
186.8901
37,581
30,496
0
0
2
2
1
0
0
63
59
0.146291
0.181165
normal
0
104.013119
36,045
49,255
0
2
1
0
1
0
0
191
42
0.136749
0.472204
normal
0
2.923872
36,644
45,009
0
2
2
0
1
0
0
447
5
0.132514
0.194456
normal
0
125.448523
20,874
89,396
0
1
4
1
1
0
0
448
5
0.012538
0.54681
normal
0
198.075487
23,212
36,299
0
1
0
1
1
0
0
393
65
0.168026
0.598799
normal
0
0.730439
23,694
3,875
2
0
1
8
0
0
0
35
25
0.194922
0.137791
r2l
1
3.099978
49,111
64,024
0
1
0
1
1
0
0
156
97
0.097428
0.709073
normal
0
195.136182
24,869
57,267
0
2
3
2
1
0
0
476
3
0.072038
0.971418
normal
0
131.850082
12,698
7,079
0
2
0
0
0
0
0
397
7
0.159412
0.880145
normal
0
4.74008
29,391
12,914
1
1
20
1
1
0
0
105
69
0.08239
0.819237
probe
1
39.843526
28,694
98,133
0
0
2
1
0
0
0
480
37
0.009622
0.801332
normal
0
65.358072
15,080
39,877
0
1
3
1
0
0
0
343
48
0.10108
0.515278
normal
0
10.823185
49,501
57,551
4
2
20
2
1
0
0
466
92
0.113605
0.883778
probe
1
29.043165
44,527
15,037
0
2
4
0
0
0
0
204
89
0.198444
0.712797
normal
0
10.643199
27,505
54,792
0
0
0
2
0
0
0
90
79
0.088464
0.217385
normal
0