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
16.435883
9,763,155
26,624
2
2
4
2
1
0
0
391
7
0.797035
0.199997
dos
1
0.166778
609,198
50,027
0
2
2
2
0
0
0
447
83
0.601918
0.278465
dos
1
28.441314
30,041
76,636
0
2
2
1
1
0
0
206
2
0.069413
0.354657
normal
0
10.639364
27,715
22,224
4
0
2
3
0
0
0
366
44
0.01003
0.377434
r2l
1
44.7616
29,841
67,824
0
0
2
0
0
0
0
466
73
0.091094
0.045411
normal
0
96.903945
6,649
86,599
0
0
2
0
1
0
0
488
35
0.067413
0.567247
normal
0
10.948338
22,630
12,048
4
0
8
2
1
0
0
361
94
0.159907
0.969103
probe
1
152.247738
5,228
12,244
0
0
1
0
0
0
0
32
97
0.101148
0.845544
normal
0
2.249533
9,903,703
21,080
0
0
3
1
1
0
0
257
9
0.924639
0.601107
dos
1
19.947845
48,465
79,891
3
2
9
2
0
0
0
407
35
0.157357
0.800127
probe
1
59.481673
33,157
30,010
0
0
2
2
0
0
0
488
48
0.155752
0.767859
normal
0
45.625714
48,542
23,000
2
2
19
1
0
0
0
11
13
0.133485
0.265023
probe
1
406.898288
10,605
88,020
0
2
2
2
0
0
0
224
3
0.173294
0.295768
normal
0
180.14511
12,470
60,748
0
0
1
0
1
0
0
311
47
0.065648
0.751642
normal
0
65.332425
12,128
70,318
0
2
1
1
1
0
0
242
18
0.142156
0.079643
normal
0
5.667656
14,693
96,305
4
0
20
0
1
0
0
24
73
0.035726
0.902763
probe
1
42.717857
26,259
21,964
0
1
2
2
1
0
0
57
1
0.124146
0.891696
normal
0
154.097736
42,729
17,462
0
2
0
0
1
0
0
69
55
0.194156
0.474798
normal
0
25.31848
29,721
56,370
0
1
0
0
0
0
0
99
1
0.069183
0.69719
normal
0
9.265232
6,349,856
86,505
3
2
0
1
1
0
0
62
34
0.531444
0.108685
dos
1
60.963984
33,515
17,739
0
0
2
2
1
0
0
341
43
0.08399
0.542525
normal
0
11.3728
19,638
87,937
0
0
1
1
0
0
0
212
46
0.085623
0.971074
normal
0
31.918988
33,133
40,954
0
0
2
0
0
0
0
94
67
0.121797
0.935177
normal
0
51.462387
3,588
41,229
0
0
1
2
0
0
0
342
69
0.041395
0.21653
normal
0
0.163017
1,773,339
41,548
4
2
2
2
0
0
0
74
74
0.742344
0.684981
dos
1
7.578307
11,209
25,728
0
0
4
2
0
0
0
454
31
0.095472
0.332579
normal
0
107.747818
19,262
74,102
0
1
4
2
0
0
0
205
92
0.153198
0.418487
normal
0
0.012043
21,440
65,016
0
2
2
10
1
0
0
58
40
0.024851
0.772977
r2l
1
106.108928
24,694
83,566
0
1
2
1
0
0
0
356
92
0.065437
0.919111
normal
0
2.095083
11,893
52,590
0
0
2
0
1
2
1
396
53
0.047035
0.256445
u2r
1
19.622003
20,950
10,777
0
0
4
0
1
0
0
199
64
0.078355
0.848111
normal
0
10.592134
558,426
99,955
0
0
2
2
1
0
0
211
8
0.794074
0.935268
dos
1
283.267759
47,006
93,217
0
2
3
1
1
0
0
109
75
0.033406
0.710567
normal
0
94.362151
3,927
94,525
0
1
3
2
0
0
0
492
17
0.091562
0.373229
normal
0
1.618508
1,469,983
12,007
1
0
3
0
1
0
0
214
24
0.570177
0.719941
dos
1
8.679206
9,476,008
37,448
4
0
2
0
1
0
0
261
32
0.926909
0.688638
dos
1
10.840148
9,572,500
43,570
3
0
0
1
0
0
0
450
93
0.519938
0.663162
dos
1
120.55604
916
44,242
0
2
0
1
0
0
0
203
71
0.157481
0.990874
normal
0
2.946815
7,540,542
76,328
2
2
1
0
1
0
0
236
23
0.943644
0.427925
dos
1
0.934866
6,396,635
12,598
1
0
3
2
1
0
0
5
80
0.754717
0.12639
dos
1
204.109075
35,536
45,244
0
1
4
1
0
0
0
300
28
0.069625
0.202002
normal
0
5.553899
9,562,247
70,278
3
0
3
2
1
0
0
133
56
0.833338
0.787494
dos
1
29.158941
9,980,016
67,277
4
2
3
0
0
0
0
200
15
0.617586
0.476428
dos
1
191.289578
7,659
44,545
0
0
1
0
0
0
0
323
4
0.118469
0.109146
normal
0
173.677213
42,990
75,242
0
1
3
1
1
0
0
333
15
0.110265
0.029857
normal
0
222.495278
30,300
20,208
0
2
0
1
1
0
0
147
27
0.189308
0.427168
normal
0
282.03815
7,108
69,377
0
1
4
2
1
0
0
2
40
0.073962
0.754882
normal
0
59.268115
41,588
46,747
0
1
0
0
1
0
0
258
48
0.053874
0.188552
normal
0
106.817177
36,930
21,451
0
0
3
2
0
0
0
366
25
0.126621
0.025362
normal
0
49.508096
45,494
94,301
0
2
2
1
0
0
0
34
42
0.085271
0.967039
normal
0
43.188617
23,376
84,281
0
2
4
0
0
0
0
100
61
0.002254
0.128918
normal
0
56.492181
44,643
44,604
0
2
4
1
0
0
0
79
1
0.129758
0.194224
normal
0
3.416528
4,112,014
24,935
4
1
1
0
0
0
0
379
28
0.501086
0.659936
dos
1
10.859823
19,284
63,655
3
2
1
14
1
0
0
261
12
0.030042
0.406825
r2l
1
168.232949
10,890
59,153
0
1
4
0
0
0
0
62
3
0.068413
0.925401
normal
0
7.571592
21,733
29,069
4
2
4
4
0
0
0
353
21
0.169037
0.940624
r2l
1
2.069105
37,061
21,016
0
0
0
1
0
0
0
138
27
0.110814
0.673484
normal
0
99.489615
25,468
98,697
0
1
3
0
1
0
0
92
25
0.143214
0.433259
normal
0
57.371417
27,145
9,571
0
0
4
1
0
0
0
386
29
0.150892
0.163132
normal
0
60.996293
45,235
65,583
0
0
2
2
1
0
0
50
91
0.145422
0.089966
normal
0
15.077904
4,530,082
9,647
1
0
3
0
1
0
0
358
46
0.743393
0.686573
dos
1
2.859598
3,686,564
75,828
4
0
4
1
1
0
0
204
95
0.878584
0.015753
dos
1
216.824498
26,445
2,288
0
1
1
2
0
0
0
371
43
0.179705
0.620293
normal
0
124.759591
36,018
39,816
0
2
1
0
1
0
0
112
78
0.081288
0.542589
normal
0
80.483883
20,842
33,977
0
1
1
0
0
0
0
254
76
0.134277
0.36839
normal
0
140.461303
23,350
83,084
0
0
2
0
0
0
0
390
70
0.184855
0.067747
normal
0
3.910373
2,677
46,016
0
0
0
1
1
0
0
32
56
0.056674
0.999878
normal
0
2.745718
4,980
42,982
0
2
3
0
1
0
0
260
79
0.063997
0.724084
normal
0
8.710982
9,286,452
89,994
4
0
0
2
1
0
0
202
1
0.706258
0.710875
dos
1
1.394797
26,840
25,656
4
1
21
2
1
0
0
151
56
0.08965
0.735996
probe
1
26.846804
15,051
81,602
0
1
0
1
1
0
0
244
15
0.020103
0.767758
normal
0
16.681667
19,632
40,813
4
1
22
0
0
0
0
261
54
0.114896
0.064264
probe
1
78.151979
12,702
32,023
0
1
3
2
1
0
0
266
47
0.154987
0.121256
normal
0
108.594016
22,638
69,075
0
0
1
2
0
0
0
398
55
0.106921
0.563772
normal
0
32.686671
40,928
78,256
0
2
0
0
1
0
0
197
53
0.077356
0.27299
normal
0
38.830849
5,226
26,279
0
1
4
2
1
0
0
197
92
0.129227
0.873748
normal
0
0.355296
18,430
45,902
0
0
2
7
1
0
0
425
62
0.030458
0.967716
r2l
1
119.976734
13,342
14,069
0
1
2
2
1
0
0
442
44
0.156625
0.770311
normal
0
64.189568
34,440
80,837
0
2
0
1
1
0
0
484
78
0.038895
0.067812
normal
0
72.915506
29,032
85,331
0
0
1
1
0
0
0
54
87
0.031196
0.473378
normal
0
89.649541
13,923
67,073
0
1
3
1
1
0
0
46
69
0.002297
0.465627
normal
0
24.660076
16,683
55,221
0
2
7
1
1
0
0
74
62
0.098404
0.509626
probe
1
9.471708
4,168
48,943
0
0
3
2
0
0
0
309
39
0.007043
0.672388
normal
0
150.001825
8,381
88,929
0
0
4
2
0
0
0
418
37
0.182487
0.122204
normal
0
82.836014
49,842
58,669
0
1
3
0
0
0
0
462
28
0.173974
0.683759
normal
0
110.59253
6,298
65,464
0
0
3
2
1
0
0
496
42
0.084514
0.796622
normal
0
39.683014
22,515
98,486
0
0
4
1
1
0
0
35
53
0.006597
0.218079
normal
0
52.659402
41,151
99,837
0
1
2
1
1
0
0
488
83
0.169479
0.44949
normal
0
26.287996
44,717
46,174
0
1
3
0
1
0
0
88
37
0.020289
0.040086
normal
0
12.617333
6,676,734
65,691
2
0
4
0
1
0
0
220
64
0.882106
0.072477
dos
1
21.325619
2,377,463
87,731
3
1
3
0
1
0
0
382
86
0.940931
0.487719
dos
1
10.180441
9,305,545
92,256
2
1
1
0
1
0
0
412
71
0.801875
0.818221
dos
1
67.292499
17,073
37,652
0
0
4
1
0
0
0
404
84
0.083646
0.2508
normal
0
24.814252
20,122
80,109
0
1
0
2
1
0
0
197
11
0.165982
0.54533
normal
0
70.816417
24,559
65,366
0
2
3
2
0
0
0
56
67
0.167502
0.097945
normal
0
0.319626
4,025,540
7,977
3
0
3
2
0
0
0
312
88
0.839641
0.774432
dos
1
235.145818
45,176
38,924
0
0
1
2
1
0
0
69
63
0.069539
0.95164
normal
0
170.677653
10,180
21,804
0
2
1
0
0
0
0
163
21
0.131757
0.325855
normal
0
129.397235
36,913
28,853
0
1
0
2
0
0
0
136
43
0.039918
0.875323
normal
0
94.116432
20,268
30,610
0
1
4
0
0
0
0
222
29
0.164647
0.07347
normal
0