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
1.414827
9,380
39,443
1
0
0
13
1
0
0
182
81
0.19382
0.432964
r2l
1
402.241379
392
27,491
0
0
0
1
1
0
0
473
32
0.090561
0.267101
normal
0
243.080908
5,543
79,213
0
0
0
1
1
0
0
423
63
0.094639
0.479838
normal
0
45.130427
9,282
62,787
0
1
2
1
0
0
0
397
22
0.145986
0.449335
normal
0
149.042082
44,462
29,535
0
2
0
0
1
0
0
235
75
0.07889
0.522145
normal
0
139.53671
2,676
58,162
0
1
1
1
1
0
0
51
35
0.008133
0.899359
normal
0
231.521245
39,146
99,993
0
1
0
2
0
0
0
488
62
0.098711
0.106801
normal
0
36.709329
919
38,450
0
0
3
2
1
0
0
462
11
0.128693
0.519405
normal
0
62.646098
44,550
18,677
0
1
0
1
0
0
0
384
20
0.102184
0.061257
normal
0
200.247763
20,709
75,200
0
1
4
2
1
0
0
422
74
0.072234
0.607339
normal
0
150.769146
24,413
43,161
0
1
4
0
1
0
0
192
28
0.188923
0.591926
normal
0
49.999568
6,812
41,205
0
0
0
0
1
0
0
438
60
0.193557
0.930453
normal
0
11.697788
5,492,224
41,774
2
1
4
0
1
0
0
411
47
0.623733
0.844791
dos
1
4.809215
27,183
52,266
0
0
0
0
0
0
0
182
39
0.187827
0.214297
normal
0
152.347264
21,172
90,504
0
0
0
0
1
0
0
310
96
0.01379
0.406184
normal
0
5.154256
27,665
69,794
4
2
2
1
1
7
1
331
61
0.190351
0.156046
u2r
1
33.704167
48,829
61,905
0
1
2
1
1
0
0
327
71
0.181818
0.694819
normal
0
67.966812
48,104
86,527
0
0
4
2
0
0
0
156
58
0.172168
0.586142
normal
0
2.913457
5,851
9,362
0
2
4
0
1
6
1
336
3
0.102117
0.867145
u2r
1
73.51576
29,385
14,255
0
2
1
1
1
0
0
476
24
0.079153
0.682291
normal
0
78.696479
5,714
95,055
0
2
1
2
1
0
0
159
7
0.045219
0.092131
normal
0
40.276031
37,502
27,138
0
0
0
1
1
0
0
445
69
0.005463
0.074883
normal
0
19.26477
20,840
51,345
0
0
1
0
1
0
0
214
51
0.127387
0.060611
normal
0
146.309433
20,128
11,775
0
1
3
0
0
0
0
56
74
0.022488
0.21484
normal
0
51.078587
3,307
23,795
0
0
2
2
1
0
0
9
21
0.174227
0.985828
normal
0
70.489767
49,154
76,071
0
1
4
1
1
0
0
421
17
0.159437
0.230199
normal
0
103.478354
2,756
6,950
0
0
1
2
1
0
0
351
78
0.132252
0.358801
normal
0
13.670125
17,734
26,937
0
2
3
2
1
9
1
250
56
0.131035
0.556097
u2r
1
1.358842
3,630,060
68,152
4
0
1
0
1
0
0
479
94
0.948779
0.345948
dos
1
4.652492
26,518
59,868
0
1
4
0
1
0
0
469
70
0.064544
0.149827
normal
0
182.362397
14,258
59,925
0
1
1
2
1
0
0
184
91
0.050398
0.701097
normal
0
454.26664
49,479
11,826
0
2
2
0
1
0
0
325
4
0.060333
0.82234
normal
0
63.957803
36,766
53,721
0
2
1
0
0
0
0
302
63
0.17644
0.691842
normal
0
349.299484
15,196
70,359
0
2
3
1
0
0
0
147
26
0.022574
0.613999
normal
0
79.258912
26,981
98,891
0
1
1
2
0
0
0
213
1
0.132476
0.183461
normal
0
12.329868
30,209
30,161
2
0
21
0
1
0
0
350
72
0.192423
0.677129
probe
1
40.257643
19,357
16,366
0
0
1
0
1
0
0
357
91
0.173316
0.296611
normal
0
107.164386
44,351
12,767
0
1
3
0
1
0
0
333
68
0.046949
0.732493
normal
0
26.113157
32,820
62,846
0
1
1
0
0
0
0
499
35
0.137826
0.998876
normal
0
11.085806
38,007
91,952
0
1
0
0
1
0
0
435
9
0.093429
0.362723
normal
0
3.890997
4,386,567
72,451
1
1
4
0
0
0
0
65
83
0.59859
0.787374
dos
1
5.762494
2,879,692
29,259
3
0
0
2
0
0
0
134
39
0.824461
0.509081
dos
1
3.673924
9,531,099
12,496
4
2
0
1
1
0
0
300
68
0.882594
0.362336
dos
1
80.313326
27,068
81,876
0
0
4
1
0
0
0
339
61
0.054259
0.459667
normal
0
34.637082
35,382
32,804
0
1
4
2
1
0
0
23
91
0.150081
0.970609
normal
0
413.889678
37,152
47,708
0
2
3
0
0
0
0
316
8
0.180683
0.660315
normal
0
34.495132
30,412
9,349
0
0
3
0
1
0
0
478
93
0.068142
0.416449
normal
0
58.156178
28,115
73,454
0
1
3
2
1
0
0
403
32
0.073113
0.917848
normal
0
2.797978
556,498
63,899
0
1
0
0
1
0
0
191
46
0.858735
0.42763
dos
1
30.195209
22,546
64,135
0
1
1
1
0
0
0
398
10
0.14863
0.306419
normal
0
4.953919
19,653
53,982
0
0
2
1
1
0
0
327
19
0.068057
0.803262
normal
0
81.986443
17,148
23,699
0
0
1
2
1
0
0
241
53
0.116521
0.414556
normal
0
139.056219
21,821
84,879
0
0
2
0
0
0
0
493
18
0.076319
0.564156
normal
0
21.779515
47,917
25,996
0
1
2
0
1
0
0
330
62
0.105558
0.224558
normal
0
5.096584
46,671
95,734
4
0
2
8
0
0
0
480
90
0.15515
0.306696
r2l
1
7.090616
2,634,503
8,698
4
2
2
0
0
0
0
398
30
0.913134
0.642348
dos
1
16.618152
15,011
26,190
0
2
4
4
0
0
0
435
93
0.003427
0.497289
r2l
1
151.396195
39,607
45,885
0
1
3
1
1
0
0
296
86
0.11918
0.480074
normal
0
6.534314
2,732
972
0
2
4
0
1
0
0
17
44
0.074036
0.504397
normal
0
45.392181
48,799
79,214
0
1
0
2
1
0
0
442
76
0.115575
0.095226
normal
0
310.748236
3,165
90,561
0
0
4
2
1
0
0
254
47
0.17757
0.139678
normal
0
1.185588
8,747,593
93,492
1
1
3
1
1
0
0
167
23
0.793006
0.958283
dos
1
74.69883
46,146
78,457
0
1
1
2
0
0
0
78
62
0.19406
0.848333
normal
0
43.888156
47,862
98,515
0
0
3
1
1
0
0
130
61
0.103806
0.926424
normal
0
90.666567
27,794
18,715
0
1
1
1
1
0
0
45
54
0.146425
0.797841
normal
0
382.386908
45,378
32,006
0
1
0
2
1
0
0
77
9
0.169175
0.5214
normal
0
2.970403
5,842,140
55,572
1
2
2
0
1
0
0
190
75
0.688661
0.578066
dos
1
149.038891
24,833
91,176
0
1
4
0
1
0
0
381
21
0.003015
0.305193
normal
0
51.803672
15,506
17,830
0
2
2
1
1
0
0
379
75
0.057397
0.833582
normal
0
68.207313
34,875
83,452
0
1
0
0
0
0
0
269
95
0.082024
0.143753
normal
0
44.11928
33,589
32,107
0
0
0
1
0
0
0
425
96
0.16216
0.462154
normal
0
1.169328
7,923,973
52,105
4
0
1
0
0
0
0
440
41
0.92438
0.428422
dos
1
2.737643
24,002
64,030
2
2
12
1
0
0
0
405
16
0.085714
0.455152
probe
1
2.500286
14,754
67,369
1
1
0
7
0
0
0
283
76
0.16353
0.454061
r2l
1
43.272805
6,917,872
80,332
4
1
3
0
0
0
0
286
10
0.82449
0.813669
dos
1
73.49768
2,445
89,402
0
1
2
1
0
0
0
159
70
0.161371
0.224936
normal
0
413.06892
32,972
22,133
0
2
4
2
1
0
0
24
84
0.134432
0.972718
normal
0
74.036649
34,529
2,407
0
2
0
2
1
0
0
239
35
0.005913
0.513959
normal
0
20.14147
13,270
3,305
0
2
4
2
0
0
0
179
42
0.070654
0.711416
normal
0
11.333913
4,116,701
31,653
3
2
0
2
0
0
0
348
75
0.886142
0.636812
dos
1
43.804578
17,575
70,698
0
2
1
0
0
0
0
330
2
0.059005
0.829191
normal
0
8.246604
41,597
62,691
2
2
9
0
1
0
0
110
19
0.084366
0.035529
probe
1
567.057253
27,396
24,449
0
0
0
0
0
0
0
349
26
0.02161
0.038489
normal
0
290.713503
22,223
78,469
0
0
4
0
0
0
0
162
35
0.005845
0.736917
normal
0
130.718745
7,060
34,124
0
1
2
1
1
0
0
19
58
0.112948
0.495499
normal
0
20.464744
48,823
96,924
0
1
10
2
1
0
0
273
62
0.1454
0.969752
probe
1
89.327305
32,043
18,637
0
2
0
1
0
0
0
437
2
0.107794
0.470854
normal
0
77.43399
34,439
77,725
0
0
3
1
0
0
0
418
18
0.069395
0.201383
normal
0
122.775096
35,883
91,047
0
2
0
0
1
0
0
398
30
0.190174
0.866419
normal
0
54.278635
7,106
17,506
0
0
1
2
1
0
0
412
21
0.044261
0.47394
normal
0
110.625342
19,930
46,116
0
0
3
2
1
0
0
11
13
0.103757
0.050233
normal
0
0.056681
4,385,500
88,437
3
0
3
2
0
0
0
118
27
0.915005
0.754567
dos
1
30.883122
15,693
56,710
0
0
1
1
1
0
0
422
66
0.189315
0.377694
normal
0
180.790738
13,919
97,713
0
2
1
0
0
0
0
488
29
0.002701
0.854275
normal
0
234.07952
16,725
17,893
0
2
1
1
0
0
0
305
91
0.175945
0.11124
normal
0
77.437511
39,954
79,761
0
2
4
0
0
0
0
310
86
0.111527
0.059789
normal
0
2.549444
2,825,119
96,647
2
0
3
1
1
0
0
391
58
0.835698
0.710599
dos
1
261.693386
26,554
33,761
0
1
2
0
0
0
0
146
31
0.155963
0.357092
normal
0
121.087745
31,713
32,822
0
2
2
2
1
0
0
417
48
0.133037
0.72854
normal
0
53.448314
40,206
80,626
0
2
4
1
1
0
0
446
80
0.150095
0.804157
normal
0