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
185.592944
34,567
74,254
0
2
3
0
0
0
0
301
84
0.028109
0.966962
normal
0
34.714147
15,063
22,235
0
1
1
1
1
0
0
321
60
0.101705
0.922774
normal
0
106.379259
19,575
34,576
0
0
0
1
1
0
0
79
89
0.12137
0.2498
normal
0
4.095616
20,268
42,170
0
0
1
0
0
0
0
257
24
0.102845
0.105156
normal
0
2.991937
1,646,215
73,711
2
1
1
0
1
0
0
198
58
0.784636
0.117886
dos
1
12.880971
39,265
74,776
3
1
1
7
1
0
0
469
45
0.128249
0.258707
r2l
1
46.005364
45,753
20,778
0
2
0
0
1
0
0
90
61
0.00379
0.06001
normal
0
24.259489
48,976
31,935
0
1
3
2
0
0
0
327
53
0.025543
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normal
0
23.88781
5,495,440
37,436
0
1
2
2
0
0
0
112
67
0.503785
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dos
1
179.090466
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2
4
0
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0
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190
22
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normal
0
39.089284
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0
1
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0
1
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350
11
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normal
0
29.09799
8,506
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0
2
3
1
1
0
0
97
35
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normal
0
32.702642
19,913
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0
0
1
0
1
0
0
401
60
0.018964
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normal
0
0.550315
13,271
67,775
3
2
2
8
1
0
0
190
76
0.091635
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r2l
1
12.353672
5,728,017
25,627
3
1
4
1
1
0
0
435
64
0.780999
0.608962
dos
1
0.361075
30,403
95,611
0
1
4
1
1
0
0
39
61
0.061212
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normal
0
152.179894
20,128
16,812
0
2
0
0
1
0
0
229
83
0.018974
0.851814
normal
0
120.155837
27,291
18,515
0
1
1
1
1
0
0
231
9
0.109972
0.387512
normal
0
13.761775
21,823
90,609
0
0
1
2
1
0
0
364
92
0.047463
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normal
0
419.334197
17,089
43,244
0
2
2
2
1
0
0
329
80
0.068118
0.080623
normal
0
93.665234
47,540
14,484
0
2
4
2
0
0
0
427
81
0.156434
0.592617
normal
0
2.920186
2,595,469
3,866
2
1
0
2
0
0
0
260
32
0.69151
0.091127
dos
1
48.162169
32,603
850
0
1
1
2
0
0
0
364
39
0.024419
0.964712
normal
0
228.939996
29,500
25,634
0
1
4
2
1
0
0
209
11
0.014545
0.606225
normal
0
2.22804
39,911
45,999
4
2
4
12
1
0
0
452
13
0.059544
0.132767
r2l
1
2.774817
8,507,311
34,912
3
2
3
1
1
0
0
300
63
0.689012
0.690211
dos
1
13.057668
45,506
57,187
0
1
2
1
0
0
0
240
36
0.165327
0.099115
normal
0
142.345264
21,665
60,648
0
2
1
1
1
0
0
58
60
0.041427
0.828282
normal
0
90.522538
17,967
6,550
0
0
3
1
1
0
0
361
9
0.015294
0.596969
normal
0
93.921696
29,721
89,023
0
1
2
1
1
0
0
65
44
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0.41459
normal
0
24.650229
20,769
76,300
0
2
3
2
1
0
0
303
6
0.181469
0.481031
normal
0
8.6741
8,465,868
26,357
0
0
1
0
0
0
0
266
83
0.548069
0.073969
dos
1
145.012251
9,837
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0
1
0
0
1
0
0
493
24
0.048312
0.751426
normal
0
44.299336
32,135
98,249
0
2
3
1
1
0
0
239
35
0.120084
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normal
0
161.619642
46,821
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0
1
3
0
1
0
0
21
37
0.022844
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normal
0
42.892401
48,287
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0
1
4
0
1
0
0
312
46
0.094439
0.575047
normal
0
2.877578
9,788
29,445
0
1
17
2
1
0
0
120
42
0.131854
0.763228
probe
1
5.396517
1,644,307
5,342
4
2
3
2
0
0
0
224
30
0.697674
0.144864
dos
1
80.109905
24,748
74,130
0
0
0
0
0
0
0
222
76
0.139157
0.087346
normal
0
349.089982
38,226
96,706
0
0
3
2
1
0
0
267
86
0.099679
0.718351
normal
0
397.62736
23,043
98,487
0
1
2
2
0
0
0
375
82
0.065263
0.151123
normal
0
33.094117
28,712
93,751
0
2
0
0
1
0
0
113
23
0.131132
0.149218
normal
0
58.232
43,286
15,745
0
2
0
2
1
0
0
148
88
0.061529
0.79368
normal
0
6.504842
42,676
67,052
0
2
3
1
1
0
0
424
12
0.164018
0.98487
normal
0
206.625927
14,683
56,614
0
0
3
1
1
0
0
120
82
0.130749
0.69176
normal
0
84.0655
21,286
70,621
0
2
4
0
1
0
0
369
83
0.094797
0.198943
normal
0
48.629673
25,663
3,693
0
1
1
0
1
0
0
284
80
0.145101
0.278482
normal
0
11.965166
26,791
77,969
0
2
4
1
1
0
0
265
69
0.12676
0.719064
normal
0
293.308214
1,691
26,125
0
0
2
2
0
0
0
302
71
0.006918
0.437157
normal
0
75.548875
15,558
12,470
0
0
1
0
0
0
0
53
24
0.11405
0.74743
normal
0
33.257893
6,001
44,908
0
0
4
2
1
0
0
379
95
0.031218
0.870566
normal
0
11.687013
40,947
78,482
4
0
26
2
1
0
0
445
7
0.137847
0.108259
probe
1
31.566624
41,647
995
0
2
3
0
1
0
0
54
69
0.09767
0.522968
normal
0
92.082552
9,134
2,856
0
2
4
1
1
0
0
276
93
0.050238
0.622958
normal
0
265.873983
36,517
63,123
0
0
3
1
1
0
0
134
84
0.184053
0.731698
normal
0
194.27717
28,292
39,841
0
2
0
1
1
0
0
307
50
0.075064
0.497948
normal
0
61.689171
15,216
41,852
0
1
1
1
1
0
0
255
64
0.162956
0.627787
normal
0
175.1574
18,049
6,179
0
0
3
1
1
0
0
345
5
0.168312
0.341337
normal
0
1.057689
35,797
27,412
3
0
4
3
1
0
0
37
86
0.070169
0.283119
r2l
1
29.0763
33,589
25,640
0
2
3
2
0
0
0
455
39
0.012201
0.235942
normal
0
409.926356
1,904
27,006
0
1
0
1
1
0
0
264
58
0.051449
0.296939
normal
0
36.224409
12,711
90,280
0
0
2
0
1
0
0
420
76
0.152928
0.372208
normal
0
39.115434
754
98,474
0
1
2
0
0
0
0
7
52
0.045176
0.489737
normal
0
457.491918
8,436
99,042
0
0
0
1
1
0
0
468
80
0.136995
0.975063
normal
0
0.021432
47,977
80,469
4
2
4
15
1
0
0
325
1
0.054681
0.69922
r2l
1
142.934378
42,756
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0
0
1
0
0
0
0
184
69
0.111763
0.341686
normal
0
17.067343
22,937
99,591
3
2
1
17
1
0
0
421
7
0.15742
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r2l
1
4.561055
13,329
71,617
4
1
21
0
1
0
0
308
34
0.188223
0.543687
probe
1
0.252495
27,387
45,203
0
2
2
1
0
0
0
65
1
0.036599
0.236598
normal
0
47.009794
17,376
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2
0
0
1
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71
41
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normal
0
11.829828
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0
0
4
1
1
0
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343
30
0.119174
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normal
0
53.817569
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1
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0
0
421
10
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normal
0
156.077519
28,230
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1
2
1
1
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0
92
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normal
0
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229
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normal
0
56.550204
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0
1
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368
57
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normal
0
81.37104
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0
2
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2
1
0
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262
15
0.199492
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normal
0
1.964995
9,205,000
89,844
3
2
3
2
0
0
0
377
73
0.525079
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dos
1
194.00018
43,836
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0
0
4
2
1
0
0
299
42
0.102454
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normal
0
16.820986
4,818,891
32,681
1
1
1
0
1
0
0
475
68
0.62471
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dos
1
172.41266
42,196
8,767
0
0
4
0
0
0
0
264
3
0.124458
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normal
0
83.45581
2,623
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0
0
2
1
1
0
0
56
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0.083833
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normal
0
35.743173
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0
2
1
2
1
0
0
56
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normal
0
34.973628
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0
0
3
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1
0
0
226
69
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normal
0
19.811111
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0
2
8
1
1
0
0
37
3
0.081289
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probe
1
22.390796
8,514,045
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0
0
1
1
1
0
0
489
28
0.599004
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dos
1
2.15861
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4
1
1
1
1
0
0
410
29
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dos
1
252.990688
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0
1
0
1
1
0
0
325
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normal
0
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0
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111
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normal
0
20.274106
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2
0
3
1
1
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148
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dos
1
22.371359
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0
1
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196
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dos
1
21.748639
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3
1
0
1
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1
1
19
31
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u2r
1
2.307178
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0
2
3
0
1
0
0
248
31
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normal
0
31.780019
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0
1
0
0
1
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453
46
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normal
0
7.882557
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2
2
3
2
1
0
0
165
72
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dos
1
3.729667
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0
1
3
2
1
0
0
65
3
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normal
0
13.684666
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2
0
4
18
1
0
0
490
63
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r2l
1
7.038685
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1
0
7
1
1
0
0
138
73
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probe
1
53.929482
36,195
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0
1
2
2
0
0
0
136
52
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normal
0
6.984408
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2
0
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1
1
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434
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dos
1
6.769025
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1
2
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184
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dos
1