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
16.469004
13,614
4,037
0
2
1
0
1
0
0
172
89
0.161366
0.338569
normal
0
4.788859
43,365
79,298
0
2
0
1
1
0
0
96
73
0.103494
0.338152
normal
0
77.241911
44,498
82,210
0
0
1
1
0
0
0
104
1
0.111596
0.519559
normal
0
26.773588
23,797
39,712
0
2
3
1
1
0
0
43
60
0.025589
0.770318
normal
0
35.834138
25,512
43,654
0
2
0
2
1
0
0
73
13
0.097631
0.610126
normal
0
28.12126
6,239
96,360
0
1
1
2
0
0
0
433
85
0.083849
0.912528
normal
0
105.031457
46,620
61,154
0
0
3
0
0
0
0
259
90
0.131546
0.367004
normal
0
80.638075
14,198
10,166
0
0
4
1
1
0
0
481
16
0.118396
0.739047
normal
0
35.429611
10,358
62,840
2
0
1
2
1
1
0
238
1
0.023449
0.22714
u2r
1
74.76594
19,485
94,126
0
1
4
1
0
0
0
372
49
0.129243
0.943743
normal
0
156.632941
38,867
90,301
0
0
2
1
0
0
0
300
98
0.078042
0.066116
normal
0
8.468092
5,174
54,847
0
2
4
1
1
0
0
167
15
0.128341
0.254729
normal
0
220.490478
25,108
41,336
0
0
4
1
1
0
0
192
3
0.052907
0.918515
normal
0
86.347689
22,032
23,210
0
2
2
0
0
0
0
116
14
0.034403
0.919501
normal
0
300.830031
20,831
33,026
0
0
0
0
1
0
0
228
99
0.194113
0.053615
normal
0
1.066115
38,987
2,419
0
0
2
7
0
0
0
78
20
0.077585
0.754739
r2l
1
504.600334
13,183
63,165
0
2
4
2
1
0
0
455
98
0.03807
0.598875
normal
0
103.359132
11,925
91,942
0
1
0
2
1
0
0
44
91
0.106112
0.208432
normal
0
83.815954
7,150
48,090
0
1
1
0
1
0
0
426
36
0.11011
0.373086
normal
0
72.41831
22,426
23,359
0
1
3
1
0
0
0
284
58
0.067901
0.896346
normal
0
2.393863
31,468
43,976
0
2
0
0
0
0
0
79
57
0.050406
0.861274
normal
0
280.741525
11,249
64,080
0
2
4
2
0
0
0
440
96
0.063862
0.229627
normal
0
1.630468
4,175,469
51,304
0
0
1
0
1
0
0
306
31
0.999349
0.302227
dos
1
9.609962
8,512
26,025
0
0
0
1
1
0
0
350
70
0.109708
0.211206
normal
0
2.117478
26,836
76,652
0
2
3
1
1
0
0
411
33
0.070017
0.401835
normal
0
17.851361
48,376
68,868
1
0
24
1
0
0
0
259
64
0.177602
0.951402
probe
1
94.006041
21,139
71,422
0
0
2
1
0
0
0
330
29
0.060363
0.652093
normal
0
9.004342
21,661
19,501
0
1
3
19
1
0
0
230
21
0.13475
0.175872
r2l
1
69.248199
26,920
69,133
0
2
3
1
0
0
0
337
40
0.139219
0.952018
normal
0
10.382226
20,292
2,314
0
1
23
1
1
0
0
108
47
0.102702
0.554118
probe
1
75.873742
40,742
1,557
0
0
3
1
1
0
0
189
25
0.182349
0.485297
normal
0
0.502976
3,180,538
97,385
0
0
1
2
0
0
0
214
52
0.92419
0.519296
dos
1
21.762227
40,753
48,644
2
1
0
2
1
9
0
273
15
0.192905
0.712743
u2r
1
33.193945
37,599
8,014
0
2
3
0
0
0
0
441
88
0.002341
0.920298
normal
0
2.904842
47,880
51,479
1
0
3
3
1
0
0
477
8
0.109878
0.038307
r2l
1
230.413381
31,479
29,196
0
2
4
2
0
0
0
429
78
0.125384
0.882012
normal
0
129.179601
24,439
27,487
0
1
2
2
0
0
0
36
20
0.014392
0.034328
normal
0
555.06761
40,434
54,553
0
0
4
2
1
0
0
158
33
0.050948
0.543237
normal
0
35.978157
35,148
75,235
0
1
0
1
1
0
0
352
36
0.124626
0.65196
normal
0
210.772454
14,460
26,540
0
2
1
0
1
0
0
24
99
0.194372
0.977284
normal
0
92.39557
30,196
76,863
0
0
2
2
0
0
0
258
38
0.188454
0.862595
normal
0
60.353577
32,138
14,446
0
2
4
0
0
0
0
358
50
0.095886
0.203676
normal
0
24.446744
1,913,514
24,392
4
2
4
1
1
0
0
176
7
0.541783
0.017179
dos
1
2.639245
7,984,519
80,983
3
0
1
2
0
0
0
135
24
0.644993
0.493786
dos
1
234.48743
2,218
73,339
0
1
1
0
0
0
0
372
76
0.096915
0.580353
normal
0
26.828266
45,115
11,921
0
0
2
1
1
0
0
76
57
0.108431
0.712121
normal
0
19.284514
14,460
25,480
0
2
3
2
0
0
0
63
80
0.138198
0.565769
normal
0
119.145783
36,313
5,559
0
2
1
0
0
0
0
468
81
0.087795
0.126906
normal
0
377.109491
32,057
19,583
0
2
4
0
0
0
0
310
41
0.064714
0.851388
normal
0
138.611478
31,360
35,109
0
0
4
1
0
0
0
196
35
0.173355
0.455916
normal
0
33.488653
35,686
13,460
0
2
3
2
0
0
0
233
23
0.080359
0.182355
normal
0
15.21987
28,007
19,782
4
0
3
13
0
0
0
489
22
0.028351
0.722807
r2l
1
48.502409
49,928
52,003
0
0
1
2
1
0
0
490
79
0.080702
0.806458
normal
0
191.118523
43,202
99,449
0
2
3
1
0
0
0
53
25
0.17946
0.963845
normal
0
147.565371
9,705
77,322
0
2
4
0
1
0
0
371
20
0.076277
0.013144
normal
0
88.91023
6,463
16,767
0
2
1
2
0
0
0
322
5
0.146301
0.115841
normal
0
32.152723
25,581
75,714
0
1
2
0
1
0
0
422
93
0.181125
0.902944
normal
0
278.043587
38,255
76,058
0
1
0
2
0
0
0
158
4
0.013172
0.300181
normal
0
105.933934
46,673
43,771
0
1
1
0
0
0
0
4
96
0.085283
0.124522
normal
0
352.257368
22,233
13,758
0
2
2
1
1
0
0
20
25
0.065192
0.900187
normal
0
1.890058
46,245
91,078
2
2
4
2
1
8
1
473
37
0.091643
0.654885
u2r
1
14.364548
22,820
29,513
2
1
16
2
1
0
0
58
25
0.01243
0.36044
probe
1
167.721035
28,067
97,986
0
0
1
0
0
0
0
421
72
0.022499
0.496511
normal
0
41.14763
48,774
63,056
0
1
1
1
1
0
0
350
98
0.097115
0.887114
normal
0
332.481214
12,283
50,171
0
1
3
1
0
0
0
99
86
0.1848
0.741721
normal
0
2.218576
10,514
24,384
0
0
3
2
1
0
0
330
19
0.019225
0.467941
normal
0
146.408687
211
92,065
0
1
4
1
1
0
0
13
47
0.019068
0.909334
normal
0
336.845199
3,479
69,580
0
1
2
1
0
0
0
4
89
0.047236
0.937703
normal
0
41.386257
3,251
16,589
0
1
1
0
0
0
0
278
68
0.025523
0.709016
normal
0
104.443832
40,513
11,984
0
0
0
1
1
0
0
107
47
0.077898
0.870565
normal
0
82.60462
8,704
90,750
0
0
0
1
1
0
0
331
96
0.102036
0.633064
normal
0
11.401013
45,128
16,447
4
1
0
3
0
0
0
293
36
0.157799
0.719862
r2l
1
3.457821
2,751
85,752
2
2
13
2
1
0
0
127
35
0.040388
0.84226
probe
1
4.009419
920,593
19,560
2
1
4
0
0
0
0
126
32
0.986931
0.196871
dos
1
169.23011
16,408
73,143
0
0
1
2
1
0
0
142
80
0.141196
0.09226
normal
0
4.299335
24,861
79,535
3
0
27
0
1
0
0
490
54
0.093666
0.028298
probe
1
25.953146
9,868
4,323
0
0
3
2
1
0
0
138
89
0.074087
0.258528
normal
0
4.68942
9,454,851
86,717
1
2
1
2
1
0
0
408
93
0.556939
0.259175
dos
1
113.238605
23,875
4,023
0
2
1
2
1
0
0
31
70
0.047877
0.893066
normal
0
0.924582
9,155,664
16,778
4
2
4
0
1
0
0
378
50
0.75218
0.526255
dos
1
114.053549
32,918
43,740
0
1
0
2
1
0
0
285
79
0.089304
0.351419
normal
0
19.180807
15,585
67,395
3
0
13
0
1
0
0
185
71
0.060738
0.66196
probe
1
2.481413
45,510
46,753
3
1
2
17
0
0
0
467
56
0.050941
0.556896
r2l
1
3.753139
47,566
6,441
0
1
2
1
0
0
0
367
83
0.130779
0.625388
normal
0
110.256802
31,355
87,464
0
2
4
2
0
0
0
486
25
0.126361
0.37458
normal
0
2.376592
21,887
17,404
2
1
1
2
0
5
0
443
22
0.142967
0.491513
u2r
1
282.912481
24,711
56,056
0
2
3
0
1
0
0
130
58
0.091667
0.279895
normal
0
0.662843
24,952
85,392
0
2
24
2
0
0
0
25
16
0.173473
0.718351
probe
1
159.111627
38,683
7,747
0
0
2
0
0
0
0
150
7
0.076474
0.386488
normal
0
234.958253
48,893
29,224
0
0
2
2
0
0
0
255
61
0.017823
0.723526
normal
0
112.408986
7,253
5,517
0
1
3
0
1
0
0
385
49
0.160538
0.778832
normal
0
34.270672
39,193
13,571
0
1
0
1
0
0
0
8
91
0.01762
0.213418
normal
0
4.093434
7,740,769
96,381
1
0
4
0
1
0
0
372
67
0.592043
0.065499
dos
1
137.665346
27,140
43,729
0
1
2
1
0
0
0
425
34
0.105667
0.294335
normal
0
55.240764
48,893
49,484
0
0
2
1
0
0
0
231
28
0.113753
0.510157
normal
0
123.970076
17,372
53,577
0
0
3
0
0
0
0
322
14
0.073106
0.961601
normal
0
202.259914
503
11,149
0
2
0
1
0
0
0
228
89
0.181855
0.802175
normal
0
7.810968
12,901
25,864
2
0
14
2
1
0
0
393
67
0.032153
0.234697
probe
1
14.502933
40,844
10,410
4
0
2
1
1
4
0
437
16
0.08259
0.829496
u2r
1
39.352838
27,164
39,827
0
2
3
2
1
0
0
28
11
0.051152
0.221009
normal
0