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
84.37595
40,293
31,130
0
1
2
2
0
0
0
414
70
0.015074
0.827322
normal
0
2.924263
662,873
19,208
2
2
2
2
0
0
0
128
64
0.527324
0.850521
dos
1
0.932301
23,460
13,375
1
2
26
0
0
0
0
183
50
0.143131
0.723469
probe
1
211.115889
35,642
36,286
0
2
4
0
1
0
0
314
52
0.048029
0.815228
normal
0
14.607488
9,126,142
20,404
3
0
2
1
1
0
0
268
31
0.797616
0.884812
dos
1
19.168083
20,824
79,076
4
2
17
1
0
0
0
226
76
0.096735
0.104571
probe
1
15.091069
2,574,887
94,712
4
1
0
2
0
0
0
442
54
0.600172
0.157416
dos
1
72.399194
21,067
21,340
0
1
1
0
1
0
0
26
82
0.067305
0.806297
normal
0
7.214778
27,576
24,361
2
2
4
7
1
0
0
100
81
0.00712
0.002659
r2l
1
300.350529
42,885
77,548
0
0
0
0
1
0
0
356
67
0.013461
0.473452
normal
0
104.811064
29,524
53,497
0
1
2
2
1
0
0
240
2
0.118738
0.242174
normal
0
32.497834
44,816
15,429
0
0
2
0
1
0
0
118
38
0.018577
0.610527
normal
0
75.829772
5,123
70,143
0
1
2
0
0
0
0
274
7
0.078961
0.878965
normal
0
98.677646
29,800
32,767
0
0
2
1
1
0
0
445
30
0.121423
0.594657
normal
0
102.101734
38,449
49,496
0
0
0
0
1
0
0
189
48
0.068995
0.396091
normal
0
88.008954
38,353
4,642
0
0
1
1
0
0
0
25
80
0.082641
0.462608
normal
0
2.90372
4,597,175
37,850
2
1
1
1
0
0
0
453
1
0.957368
0.99182
dos
1
4.798886
22,844
4,010
1
1
6
1
1
0
0
475
50
0.155285
0.277045
probe
1
41.225267
46,393
52,071
0
2
1
2
1
0
0
421
48
0.187636
0.764048
normal
0
6.787491
46,114
81,240
2
0
10
1
1
0
0
76
66
0.18573
0.479658
probe
1
22.00155
17,832
49,611
2
0
12
0
0
0
0
423
85
0.147029
0.037409
probe
1
4.252587
1,751,899
54,378
4
1
1
0
0
0
0
278
19
0.759249
0.200349
dos
1
42.171254
10,377
64,373
0
0
1
1
1
0
0
203
86
0.080986
0.855898
normal
0
244.914668
5,100
19,172
0
0
0
2
0
0
0
266
26
0.102425
0.512973
normal
0
6.243123
29,856
84,731
1
1
4
19
1
0
0
356
84
0.107926
0.80763
r2l
1
5.862002
38,082
68,651
0
1
4
0
1
0
0
125
84
0.074252
0.911796
normal
0
65.839046
13,959
27,125
0
1
3
1
0
0
0
422
87
0.069017
0.839476
normal
0
20.964672
11,834
90,021
0
1
1
1
1
0
0
320
7
0.004777
0.143672
normal
0
277.097843
18,930
47,152
0
1
2
2
1
0
0
338
59
0.07813
0.127896
normal
0
1.035685
9,892
12,864
0
1
4
1
0
0
0
249
95
0.119843
0.565027
normal
0
53.208276
19,561
11,377
0
0
2
1
1
0
0
244
27
0.106617
0.517795
normal
0
261.384661
22,539
26,370
0
1
3
0
1
0
0
427
11
0.065806
0.124494
normal
0
2.116452
8,660,669
53,596
2
2
2
1
1
0
0
108
65
0.732211
0.423531
dos
1
11.842354
10,528
83,884
1
0
25
0
1
0
0
311
77
0.030845
0.209866
probe
1
36.081915
42,746
4,769
0
2
1
1
1
0
0
139
38
0.142911
0.339411
normal
0
2.039968
21,239
42,453
1
1
0
19
1
0
0
16
59
0.086059
0.302901
r2l
1
20.47533
12,415
78,499
0
1
1
0
0
0
0
153
58
0.196742
0.222184
normal
0
62.841188
47,880
96,270
0
0
4
2
1
0
0
311
75
0.120405
0.781122
normal
0
12.014518
182,195
4,233
0
1
1
0
1
0
0
451
8
0.891371
0.371513
dos
1
10.181114
8,241,372
64,776
2
0
1
0
0
0
0
194
57
0.903742
0.663787
dos
1
7.597889
34,657
80,802
2
0
2
4
0
0
0
411
51
0.022388
0.196798
r2l
1
17.542939
29,076
63,021
0
1
3
1
0
0
0
174
92
0.199296
0.664145
normal
0
14.185603
43,602
84,585
3
0
8
1
0
0
0
139
84
0.150916
0.326681
probe
1
90.353703
13,111
28,752
0
0
4
0
1
0
0
198
1
0.127894
0.710685
normal
0
15.464166
7,376,815
94,510
4
0
3
2
0
0
0
123
65
0.621281
0.696226
dos
1
4.068611
2,180,222
46,353
4
1
1
1
1
0
0
156
92
0.701222
0.733455
dos
1
126.114958
7,162
40,048
0
0
3
1
1
0
0
451
85
0.053484
0.84921
normal
0
10.586734
29,663
35,224
0
2
4
1
0
0
0
172
11
0.008
0.517899
normal
0
17.28016
32,680
79,778
1
0
7
2
1
0
0
335
59
0.009035
0.470031
probe
1
11.992453
11,966
96,050
0
0
2
1
0
0
0
454
76
0.093514
0.613102
normal
0
29.441894
10,319
35,180
0
1
0
1
1
0
0
311
79
0.044268
0.741456
normal
0
7.81782
1,728,211
11,254
0
0
4
0
1
0
0
335
94
0.654835
0.652515
dos
1
19.00255
8,086
96,496
0
1
1
0
1
0
0
100
85
0.199715
0.046742
normal
0
11.956708
7,118,415
59,480
0
0
1
2
1
0
0
245
39
0.526263
0.848903
dos
1
82.920731
23,757
57,014
0
2
0
0
1
0
0
273
23
0.092567
0.678721
normal
0
19.361892
39,264
64,766
0
1
4
1
1
0
0
369
47
0.002435
0.803886
normal
0
11.33429
1,086,602
30,184
0
2
3
0
0
0
0
478
37
0.869017
0.81866
dos
1
54.789898
23,555
40,791
0
0
3
0
1
0
0
40
45
0.187839
0.062868
normal
0
10.21095
25,082
56,418
0
2
2
1
0
0
0
198
99
0.167676
0.264481
normal
0
41.509001
2,960,900
55,866
0
0
3
1
1
0
0
305
78
0.799215
0.350609
dos
1
87.681456
13,888
74,824
0
0
3
2
0
0
0
75
26
0.13524
0.847106
normal
0
386.654324
42,430
23,151
0
0
4
2
1
0
0
165
57
0.073428
0.071322
normal
0
84.851784
41,545
11,940
0
0
4
1
0
0
0
238
83
0.031863
0.408395
normal
0
7.670772
6,971,885
89,375
2
0
0
0
1
0
0
309
7
0.861619
0.897483
dos
1
1.474602
8,296,123
56,248
0
0
4
2
0
0
0
328
96
0.56597
0.671622
dos
1
7.732212
2,782,705
57,554
4
1
0
0
0
0
0
209
12
0.621453
0.586025
dos
1
69.31619
3,901
98,837
0
0
0
0
1
0
0
65
30
0.047692
0.455653
normal
0
8.052814
1,038,671
74,668
0
0
1
1
0
0
0
385
76
0.593224
0.642167
dos
1
45.825842
4,896
61,281
0
0
3
2
0
0
0
380
45
0.150926
0.757008
normal
0
199.426275
40,882
97,362
0
2
4
2
1
0
0
423
13
0.010068
0.923708
normal
0
2.971864
23,504
81,931
0
2
0
1
0
0
0
286
55
0.019613
0.036034
normal
0
20.846824
2,761
59,345
1
1
23
2
1
0
0
212
89
0.032529
0.301919
probe
1
1.149207
3,500,816
98,820
2
2
4
1
0
0
0
427
18
0.95291
0.890224
dos
1
93.40277
12,530
62,233
0
1
3
1
1
0
0
279
60
0.09343
0.948324
normal
0
32.306322
11,648
15,475
0
0
0
1
1
0
0
250
23
0.127822
0.027087
normal
0
0.373987
17,577
29,018
3
0
18
0
1
0
0
492
3
0.067421
0.451851
probe
1
66.269121
47,027
43,027
0
1
2
1
1
0
0
245
19
0.065179
0.764102
normal
0
14.483536
7,844
1,724
4
1
3
16
0
0
0
492
49
0.076456
0.901911
r2l
1
148.520543
42,793
34,951
0
1
2
1
1
0
0
31
90
0.140363
0.140424
normal
0
133.875194
34,419
53,693
0
0
4
1
1
0
0
471
44
0.00891
0.264944
normal
0
41.791689
9,625
89,525
0
2
0
1
1
0
0
197
26
0.198553
0.470079
normal
0
750.654363
9,156
48,697
0
0
3
1
0
0
0
365
26
0.193584
0.447222
normal
0
12.612969
25,962
63,425
2
1
3
7
1
0
0
180
13
0.097948
0.299986
r2l
1
30.113668
20,639
80,388
0
0
3
2
1
0
0
311
85
0.019904
0.634357
normal
0
15.57698
7,655,814
10,006
4
0
0
0
1
0
0
390
87
0.683487
0.903023
dos
1
37.690863
34,411
72,191
0
0
3
1
1
0
0
303
45
0.1569
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normal
0
60.210948
5,821
99,979
0
2
4
2
0
0
0
100
81
0.124659
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normal
0
190.246342
18,056
24,579
0
2
4
1
0
0
0
17
42
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0.416638
normal
0
150.671105
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0
0
4
1
0
0
0
47
11
0.054601
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normal
0
4.643142
25,575
88,167
3
0
4
15
1
0
0
119
81
0.032654
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r2l
1
31.739532
17,591
26,996
0
1
1
2
1
0
0
56
80
0.092771
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normal
0
90.007596
8,275
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0
0
1
2
1
0
0
47
37
0.025256
0.09053
normal
0
33.302687
21,341
4,377
0
2
4
0
0
0
0
421
83
0.164628
0.51081
normal
0
11.543685
45,395
10,522
0
2
3
2
1
0
0
219
20
0.066904
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normal
0
115.263903
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0
0
4
1
0
0
0
74
13
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normal
0
3.602584
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2
2
12
0
1
0
0
28
14
0.181696
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probe
1
110.171037
37,188
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0
2
1
2
0
0
0
425
14
0.039004
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normal
0
104.40227
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0
2
0
0
0
0
0
56
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0.049106
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normal
0
166.203966
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0
0
0
2
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0
0
66
60
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normal
0
10.328188
30,473
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2
1
3
1
0
7
1
251
64
0.002691
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u2r
1