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
57.679429
48,995
48,962
0
0
3
2
1
0
0
426
79
0.01388
0.574421
normal
0
8.473445
45,848
91,205
4
2
2
3
1
0
0
148
61
0.181602
0.586121
r2l
1
34.867894
46,407
88,044
0
2
4
0
1
0
0
437
41
0.186659
0.476466
normal
0
36.028444
35,933
74,211
0
1
2
0
1
0
0
487
91
0.029879
0.611073
normal
0
55.247522
8,054
43,817
0
1
4
2
0
0
0
133
72
0.161421
0.372218
normal
0
37.708994
35,101
4,923
0
0
0
0
0
0
0
169
68
0.008293
0.701627
normal
0
246.901263
14,264
94,034
0
2
1
1
0
0
0
78
47
0.103968
0.928521
normal
0
4.286008
48,438
26,799
0
0
3
1
1
0
0
331
96
0.116643
0.775337
normal
0
26.731772
42,844
49,079
0
0
0
1
1
0
0
182
84
0.121754
0.413634
normal
0
165.314321
49,123
98,390
0
1
2
1
0
0
0
116
94
0.18346
0.441326
normal
0
179.551526
5,728
99,947
0
0
1
2
0
0
0
486
7
0.161999
0.500436
normal
0
34.162315
37,036
74,446
1
0
2
2
0
1
0
250
69
0.079924
0.002762
u2r
1
364.06018
20,496
63,197
0
1
3
2
0
0
0
131
62
0.101341
0.544808
normal
0
118.206406
6,408
86,752
0
1
2
2
1
0
0
486
43
0.123033
0.697055
normal
0
31.82692
35,182
2,229
0
2
1
0
0
0
0
153
42
0.177415
0.026152
normal
0
60.887564
9,755
35,237
0
1
3
0
1
0
0
355
18
0.023668
0.171655
normal
0
2.449787
4,900,778
39,364
0
2
0
1
0
0
0
273
52
0.549073
0.271783
dos
1
16.254511
3,014
67,784
0
2
0
0
1
0
0
489
88
0.026254
0.851878
normal
0
12.339411
1,103,658
16,966
1
1
1
2
1
0
0
163
98
0.586001
0.999227
dos
1
86.771949
44,432
33,640
0
1
1
0
0
0
0
460
65
0.141106
0.858713
normal
0
174.852583
42,401
63,989
0
1
1
2
1
0
0
232
57
0.079137
0.051555
normal
0
45.181654
20,418
35,151
0
0
2
2
1
0
0
25
23
0.136406
0.986485
normal
0
42.755972
2,801
24,548
0
1
0
2
1
0
0
66
28
0.077755
0.584739
normal
0
63.111311
4,144
26,068
0
2
0
1
0
0
0
28
26
0.153025
0.190045
normal
0
103.438644
49,285
13,887
0
2
0
0
0
0
0
308
4
0.137309
0.519121
normal
0
139.27804
35,013
45,196
0
2
3
2
1
0
0
213
98
0.019727
0.746389
normal
0
39.571208
7,587
72,433
0
1
4
1
1
0
0
452
30
0.055237
0.689104
normal
0
4.685738
13,097
44,278
4
2
1
1
0
4
0
196
53
0.087755
0.496934
u2r
1
49.324907
48,662
1,094
0
2
3
0
1
0
0
275
16
0.123121
0.489898
normal
0
126.018996
49,656
70,023
0
0
4
0
0
0
0
268
18
0.114738
0.829684
normal
0
17.993431
37,579
14,314
0
1
1
1
1
0
0
155
96
0.084894
0.943659
normal
0
29.695812
34,792
51,447
0
1
4
0
1
0
0
272
13
0.028831
0.628203
normal
0
55.523115
24,105
42,088
0
2
0
2
1
0
0
77
59
0.091632
0.816399
normal
0
14.507829
6,123
15,269
4
0
11
2
0
0
0
418
17
0.195741
0.607226
probe
1
13.462855
35,770
21,555
4
2
1
6
1
0
0
236
60
0.075922
0.098439
r2l
1
336.378944
42,657
18,689
0
0
3
2
1
0
0
333
52
0.181084
0.74544
normal
0
10.900904
15,847
21,988
0
2
1
2
1
0
0
205
78
0.092667
0.594807
normal
0
61.651103
48,370
90,517
0
2
4
2
1
0
0
120
65
0.004727
0.562682
normal
0
54.313969
17,729
99,958
0
1
4
1
0
0
0
93
39
0.16093
0.035633
normal
0
91.680631
8,731
86,901
0
0
1
1
1
0
0
403
39
0.08969
0.672026
normal
0
167.112508
29,303
58,931
0
0
0
1
1
0
0
10
51
0.185201
0.99464
normal
0
184.167283
46,459
88,430
0
0
1
0
1
0
0
146
83
0.1363
0.459191
normal
0
110.925252
43,884
92,166
0
1
1
2
1
0
0
440
33
0.187062
0.385007
normal
0
102.592806
49,367
94,208
0
1
4
0
1
0
0
8
12
0.171128
0.703854
normal
0
297.650907
20,984
78,162
0
2
2
0
1
0
0
437
10
0.029736
0.563321
normal
0
48.400098
33,164
77,497
0
0
4
0
0
0
0
304
93
0.162804
0.258497
normal
0
178.846479
40,560
6,769
0
0
4
2
1
0
0
98
91
0.133162
0.725729
normal
0
5.834458
19,432
40,641
1
2
27
2
0
0
0
250
97
0.04761
0.886718
probe
1
67.636724
8,227
34,870
0
2
4
1
0
0
0
456
16
0.159543
0.547728
normal
0
5.977635
1,474,288
31,348
1
2
0
1
0
0
0
334
60
0.894939
0.79139
dos
1
47.324063
22,961
3,852
0
2
3
0
1
0
0
292
84
0.008236
0.239105
normal
0
17.301977
24,405
58,139
0
0
1
0
0
0
0
91
14
0.021483
0.306042
normal
0
88.310715
17,578
64,781
0
2
1
2
1
0
0
380
78
0.059949
0.132163
normal
0
21.874281
46,121
59,663
0
0
2
0
1
0
0
107
14
0.067515
0.267429
normal
0
20.489676
30,878
84,824
4
0
0
13
0
0
0
117
76
0.126651
0.088507
r2l
1
206.261836
29,487
1,453
0
0
2
1
0
0
0
57
20
0.117555
0.347379
normal
0
8.994461
5,201
90,990
0
2
1
1
0
0
0
342
70
0.176908
0.603151
normal
0
3.090109
1,174
94,584
0
2
2
1
0
0
0
47
30
0.081007
0.681563
normal
0
6.325246
16,499
57,730
2
2
4
17
0
0
0
68
37
0.115759
0.736428
r2l
1
40.206289
34,395
51,586
0
2
4
0
1
0
0
410
17
0.152442
0.579273
normal
0
1.371436
32,579
31,912
2
1
1
12
0
0
0
14
62
0.180205
0.913614
r2l
1
16.385363
3,299
42,140
4
2
13
1
1
0
0
136
31
0.05611
0.191218
probe
1
9.060353
11,533
86,439
0
1
4
0
1
0
0
431
85
0.191574
0.286834
normal
0
1.454675
9,896,530
33,554
0
2
0
1
0
0
0
476
6
0.503311
0.27556
dos
1
4.684039
40,668
78,100
2
1
0
0
0
5
1
33
75
0.117365
0.37818
u2r
1
24.564298
44,096
68,755
0
2
1
1
1
0
0
86
44
0.100042
0.470314
normal
0
55.526351
13,591
15,195
0
2
3
2
0
0
0
462
96
0.16164
0.786888
normal
0
357.290416
11,077
7,258
0
0
3
2
0
0
0
265
26
0.080378
0.108087
normal
0
175.309227
34,860
72,235
0
1
2
0
1
0
0
280
68
0.010324
0.135933
normal
0
11.421163
39,339
34,541
0
2
1
1
1
0
0
32
73
0.061351
0.811645
normal
0
71.033206
5,922
93,297
0
1
1
1
1
0
0
203
66
0.059934
0.209283
normal
0
130.962605
22,928
18,426
0
0
4
1
1
0
0
166
57
0.069376
0.126136
normal
0
119.862972
40,286
58,968
0
1
4
2
1
0
0
463
26
0.036316
0.465816
normal
0
143.063024
12,905
56,321
0
2
0
0
0
0
0
488
92
0.001263
0.986779
normal
0
23.575789
39,273
44,532
4
0
21
0
0
0
0
304
27
0.108797
0.912437
probe
1
8.584592
7,934,926
14,506
3
2
1
1
1
0
0
242
73
0.920407
0.696891
dos
1
62.525014
4,389
56,760
0
0
4
1
1
0
0
262
43
0.093495
0.530832
normal
0
104.380384
25,763
15,959
0
0
4
1
0
0
0
18
98
0.025917
0.052081
normal
0
93.800501
13,705
58,592
0
1
1
0
1
0
0
191
27
0.000965
0.255033
normal
0
8.578107
45,096
20,626
2
2
0
8
1
0
0
190
5
0.010663
0.653089
r2l
1
6.715788
8,517
34,393
0
2
4
2
0
0
0
200
54
0.17866
0.694582
normal
0
335.980109
8,736
99,775
0
0
3
0
0
0
0
482
43
0.143016
0.891726
normal
0
21.361471
10,673
54,701
3
2
28
0
0
0
0
38
9
0.031831
0.294727
probe
1
13.846409
12,333
61,096
1
0
0
17
0
0
0
256
6
0.059998
0.193973
r2l
1
7.707749
8,812,704
17,730
2
1
3
0
1
0
0
281
28
0.891054
0.388024
dos
1
6.200079
9,460,863
9,306
3
0
1
0
1
0
0
139
7
0.798608
0.596469
dos
1
20.023894
45,652
13
0
2
1
1
0
0
0
413
83
0.033136
0.005727
normal
0
62.966994
44,714
25,747
0
0
2
2
0
0
0
411
49
0.084748
0.305645
normal
0
84.153112
3,703
34,594
0
2
4
1
1
0
0
389
92
0.197385
0.595453
normal
0
60.287989
26,158
28,118
0
1
3
2
1
0
0
191
27
0.066906
0.878897
normal
0
21.393573
7,781,206
90,520
0
1
4
2
0
0
0
393
16
0.771779
0.185881
dos
1
33.505226
48,218
29,055
0
0
3
0
0
0
0
484
91
0.020286
0.547201
normal
0
108.273548
8,536
87,427
0
1
1
1
0
0
0
151
18
0.097315
0.630585
normal
0
10.4119
43,171
2,561
4
1
1
9
1
0
0
13
1
0.151705
0.645396
r2l
1
49.805001
4,148
11,841
0
0
4
2
0
0
0
228
44
0.092287
0.42646
normal
0
22.002712
17,288
34,670
3
2
4
19
1
0
0
124
73
0.187738
0.355415
r2l
1
45.624251
24,527
11,350
3
0
3
2
0
5
1
251
77
0.142951
0.145741
u2r
1
89.103985
1,860
41,364
0
0
2
0
1
0
0
379
18
0.096133
0.234217
normal
0
16.657069
30,061
54,872
0
2
1
0
1
0
0
40
16
0.07653
0.245516
normal
0
10.836691
39,173
50,010
0
1
3
2
1
0
0
213
20
0.137439
0.697012
normal
0