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
6.248206
34,849
61,456
0
2
1
2
1
0
0
32
52
0.182198
0.20553
normal
0
22.71611
29,370
18,440
0
2
1
2
1
0
0
365
45
0.050768
0.323931
normal
0
6.391581
48,966
88,066
2
2
19
0
1
0
0
311
2
0.028891
0.015275
probe
1
45.910362
43,464
9,493
0
0
4
1
1
0
0
272
34
0.176324
0.319493
normal
0
52.91802
44,580
64,181
0
2
0
0
0
0
0
460
83
0.158374
0.053934
normal
0
2.511125
48,964
20,646
3
0
3
13
0
0
0
19
34
0.005295
0.018685
r2l
1
1.478804
3,317
64,762
0
2
0
1
1
0
0
200
96
0.147376
0.408134
normal
0
108.025755
10,394
87,313
0
0
0
0
0
0
0
42
24
0.06732
0.689294
normal
0
0.011024
5,916
34,384
0
1
2
2
1
0
0
130
25
0.085739
0.440931
normal
0
6.513446
41,206
57,461
0
1
1
2
1
0
0
6
89
0.120786
0.981147
normal
0
0.45688
5,432,151
76,514
0
0
0
2
0
0
0
100
39
0.598791
0.796241
dos
1
4.081551
9,626,684
51,551
1
2
1
0
1
0
0
117
93
0.945819
0.582387
dos
1
4.966532
32,075
80,066
0
1
4
8
1
0
0
282
33
0.002468
0.072053
r2l
1
80.883059
15,927
88,716
0
1
1
0
1
0
0
494
86
0.130917
0.828137
normal
0
113.477399
25,370
25,872
0
2
1
2
0
0
0
93
27
0.000795
0.947686
normal
0
7.869736
750,236
98,620
1
1
4
2
1
0
0
324
27
0.880046
0.445572
dos
1
71.811685
7,758
54,673
0
0
4
2
0
0
0
298
98
0.013913
0.764364
normal
0
242.370563
6,152
80,626
0
2
0
0
1
0
0
306
93
0.094687
0.404863
normal
0
71.790827
953
42,453
0
0
2
2
1
0
0
418
59
0.095664
0.246346
normal
0
17.117162
347
17,690
0
0
3
1
1
0
0
121
41
0.051763
0.110549
normal
0
98.836235
46,704
2,061
0
2
4
0
0
0
0
63
82
0.012103
0.976113
normal
0
11.919647
15,529
42,331
1
1
8
1
1
0
0
347
10
0.149766
0.153363
probe
1
1.170318
22,976
45,283
3
0
9
2
1
0
0
484
55
0.175248
0.906181
probe
1
9.496409
37,405
9,843
0
1
1
0
0
0
0
4
64
0.063391
0.932691
normal
0
17.052899
10,595
46,058
0
0
4
2
0
0
0
289
49
0.168336
0.882434
normal
0
14.651715
42,469
12,081
0
2
3
0
1
0
0
442
37
0.182251
0.71614
normal
0
12.130103
27,228
735
2
2
19
2
1
0
0
349
69
0.195752
0.407485
probe
1
60.532922
12,063
11,804
0
2
2
0
1
0
0
54
80
0.139871
0.442756
normal
0
2.923183
7,125,094
77,776
0
1
4
0
1
0
0
25
58
0.821531
0.367037
dos
1
221.320054
14,754
16,360
0
0
3
0
0
0
0
488
37
0.169145
0.361618
normal
0
94.703196
9,277
64,919
0
2
4
2
0
0
0
282
93
0.091188
0.890352
normal
0
208.86385
6,573
80,429
0
0
1
2
1
0
0
110
32
0.15643
0.222415
normal
0
20.055659
4,419,381
68,667
1
0
4
2
1
0
0
329
28
0.923396
0.351411
dos
1
9.416835
21,850
50,018
0
2
4
0
1
0
0
347
34
0.128363
0.732264
normal
0
62.229261
3,234
41,619
0
0
1
2
1
0
0
161
91
0.144136
0.107802
normal
0
172.615459
48,909
68,659
0
0
4
1
1
0
0
199
62
0.150027
0.734755
normal
0
4.810593
7,830,723
56,469
4
2
1
0
1
0
0
224
97
0.950456
0.729159
dos
1
16.60081
16,273
26,435
3
0
22
1
1
0
0
465
68
0.068587
0.352582
probe
1
39.963425
7,770
72,335
0
2
2
1
0
0
0
66
19
0.181146
0.861533
normal
0
4.952182
9,712
87,700
3
1
19
1
1
0
0
450
48
0.178598
0.402495
probe
1
36.565468
21,380
14,507
0
0
3
0
1
0
0
284
50
0.15225
0.82636
normal
0
14.530418
49,374
35,133
0
2
0
0
1
0
0
483
50
0.002086
0.91049
normal
0
28.880251
23,357
20,116
0
1
0
2
1
0
0
467
22
0.121048
0.237079
normal
0
114.659236
41,745
33,256
0
0
2
1
0
0
0
484
23
0.169736
0.66236
normal
0
4.46227
8,599,522
29,322
3
2
3
0
1
0
0
486
88
0.517388
0.922824
dos
1
10.198162
2,891,436
51,131
0
0
4
2
1
0
0
116
60
0.783042
0.607829
dos
1
76.852564
19,359
46,628
0
1
3
2
0
0
0
23
61
0.181088
0.198639
normal
0
79.640533
29,107
92,843
0
0
1
2
1
0
0
388
67
0.181194
0.819821
normal
0
8.369032
9,175,303
32,021
2
2
3
0
0
0
0
218
5
0.892244
0.539464
dos
1
14.457593
29,632
41,665
3
0
0
7
0
0
0
335
30
0.023081
0.983777
r2l
1
2.387753
12,192
81,322
0
0
4
0
0
0
0
427
9
0.061381
0.343643
normal
0
7.457717
35,031
53,706
2
0
4
15
1
0
0
393
78
0.00595
0.202486
r2l
1
85.008834
19,322
89,620
0
1
2
2
0
0
0
98
65
0.075117
0.924597
normal
0
20.088759
19,944
73,632
0
1
1
1
1
0
0
289
97
0.155637
0.588901
normal
0
18.390249
975,600
89,840
1
0
4
0
1
0
0
397
11
0.664836
0.682616
dos
1
24.786028
40,667
72,995
0
1
2
1
1
0
0
199
63
0.047276
0.071653
normal
0
7.317082
13,575
21,645
0
1
4
0
1
0
0
391
84
0.009462
0.69291
normal
0
42.749191
33,422
70,308
0
2
0
1
1
0
0
178
15
0.117885
0.256905
normal
0
5.700497
3,952,913
2,693
2
1
4
2
1
0
0
40
58
0.533737
0.324783
dos
1
0.247689
4,939,863
90,289
0
1
0
2
0
0
0
437
34
0.831143
0.775918
dos
1
61.718038
27,965
46,164
0
1
3
1
0
0
0
81
27
0.078891
0.635424
normal
0
105.868197
4,108
64,716
0
0
0
2
1
0
0
499
83
0.122223
0.895935
normal
0
104.553917
1,916
13,477
0
0
0
0
1
0
0
346
35
0.180542
0.719829
normal
0
299.363408
7,639
53,783
0
1
0
0
1
0
0
422
20
0.029778
0.409638
normal
0
194.886349
47,437
77,329
0
2
4
1
0
0
0
291
91
0.141537
0.432231
normal
0
11.663951
5,389,992
94,044
2
1
1
1
1
0
0
301
8
0.62321
0.634125
dos
1
302.881814
49,440
67,231
0
2
0
2
1
0
0
388
46
0.112827
0.209359
normal
0
26.235927
34,088
3,293
0
2
2
1
0
0
0
336
40
0.134579
0.486733
normal
0
95.98618
23,151
83,557
0
1
4
2
0
0
0
59
8
0.001477
0.077726
normal
0
218.211028
14,047
52,057
0
2
1
0
1
0
0
178
95
0.031629
0.464285
normal
0
3.116356
43,928
26,951
0
2
1
12
0
0
0
448
77
0.139938
0.241403
r2l
1
379.071174
10,353
21,080
0
2
4
1
1
0
0
488
56
0.03926
0.912337
normal
0
10.57525
29,738
3,485
0
1
2
0
1
0
0
352
22
0.162603
0.769963
normal
0
57.862368
35,775
46,212
0
2
3
2
1
0
0
88
88
0.142921
0.094969
normal
0
378.816548
15,704
76,547
0
1
4
1
0
0
0
148
96
0.169121
0.793869
normal
0
47.733932
34,583
7,346
0
0
1
0
0
0
0
264
40
0.143301
0.601522
normal
0
134.536885
15,761
38,889
0
1
3
0
1
0
0
39
7
0.137085
0.528032
normal
0
3.087466
44,595
57,224
0
0
1
0
0
0
0
118
52
0.167771
0.186453
normal
0
118.690959
14,348
70,454
0
0
0
0
1
0
0
195
14
0.084011
0.763636
normal
0
272.764186
40,677
92,448
0
1
3
1
0
0
0
72
53
0.178372
0.538155
normal
0
48.241033
31,252
48,754
0
0
4
2
0
0
0
226
18
0.197276
0.303476
normal
0
2.848535
38,978
77,148
3
1
4
9
0
0
0
14
15
0.151983
0.228441
r2l
1
2.830668
17,095
64,875
0
1
2
1
1
0
0
468
27
0.049126
0.753092
normal
0
222.583987
10,801
48,210
0
2
3
0
1
0
0
405
51
0.085556
0.057762
normal
0
128.199239
27,601
96,492
0
0
2
1
1
0
0
421
65
0.08284
0.619769
normal
0
11.281757
33,151
63,925
0
1
4
2
1
0
0
195
79
0.105066
0.989579
normal
0
8.485916
2,814,087
89,326
2
1
2
1
0
0
0
201
59
0.593091
0.918862
dos
1
163.386055
15,235
14,780
0
0
3
1
1
0
0
154
58
0.002198
0.968216
normal
0
10.370202
6,872,926
83,009
1
0
4
2
1
0
0
339
22
0.654143
0.737626
dos
1
12.842655
45,689
16,019
0
0
1
2
1
0
0
115
74
0.127297
0.186571
normal
0
35.884931
41,741
56,011
0
0
4
0
1
0
0
209
26
0.068715
0.962716
normal
0
9.046575
8,847,583
10,353
0
1
2
2
1
0
0
416
88
0.772725
0.898936
dos
1
74.530837
40,032
3,924
0
0
2
2
0
0
0
3
61
0.142329
0.241655
normal
0
313.694707
15,616
38,878
0
1
4
0
1
0
0
56
79
0.166003
0.796288
normal
0
65.597211
31,553
34,595
0
0
0
0
0
0
0
24
45
0.18235
0.401002
normal
0
39.022293
8,306,412
42,579
0
2
0
0
0
0
0
76
61
0.543045
0.676631
dos
1
71.290787
46,759
88,939
0
0
0
2
1
0
0
316
79
0.141714
0.320857
normal
0
4.953471
37,124
59,667
3
0
28
1
0
0
0
400
78
0.18956
0.145792
probe
1
50.859327
20,753
5,036
0
1
1
1
1
0
0
205
74
0.183354
0.662176
normal
0
19.155334
48,108
13,923
2
1
10
1
1
0
0
281
97
0.040566
0.097988
probe
1