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
29.282302
3,674,479
96,188
0
2
2
1
0
0
0
12
17
0.695951
0.900786
dos
1
70.118026
31,565
80,111
0
1
3
2
0
0
0
320
15
0.011803
0.948066
normal
0
1.131429
29,207
37,243
0
1
3
0
1
0
0
484
13
0.170083
0.61971
normal
0
30.304046
31,505
35,147
0
0
2
0
0
0
0
387
80
0.033959
0.646585
normal
0
39.052853
43,324
98,040
0
1
0
1
1
0
0
13
8
0.079013
0.187397
normal
0
14.756949
7,748,679
41,885
1
0
1
2
0
0
0
96
38
0.935039
0.006641
dos
1
9.858972
6,559,907
27,040
4
2
0
0
1
0
0
265
9
0.978312
0.63208
dos
1
11.05742
22,092
19,281
0
0
2
0
0
0
0
414
67
0.069123
0.771239
normal
0
9.374342
41,851
36,035
4
2
0
1
1
4
1
62
40
0.045136
0.065768
u2r
1
20.145237
40,616
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0
1
2
2
0
0
0
479
59
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normal
0
53.504908
13,660
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0
0
0
0
1
0
0
171
13
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normal
0
54.604192
1,320,618
92,438
3
0
4
0
1
0
0
326
43
0.707245
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dos
1
196.849046
15,115
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0
0
3
0
1
0
0
268
78
0.183964
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normal
0
3.460285
733,726
18,501
1
1
4
0
0
0
0
87
99
0.967969
0.633743
dos
1
7.788596
25,728
9,990
2
2
2
12
1
0
0
57
30
0.041904
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r2l
1
114.532229
2,184
4,114
0
0
3
1
0
0
0
431
85
0.050718
0.526022
normal
0
20.379064
11,895
70,542
0
2
4
0
1
0
0
208
12
0.072464
0.656101
normal
0
48.174767
1,781
85,364
0
2
0
2
1
0
0
251
89
0.198792
0.584648
normal
0
47.338147
26,983
64,751
0
2
0
0
0
0
0
499
46
0.151191
0.412258
normal
0
27.172563
3,822
77,114
0
0
3
1
0
0
0
400
20
0.112417
0.781356
normal
0
208.999341
28,002
49,349
0
2
2
1
0
0
0
341
56
0.130712
0.943942
normal
0
5.051394
3,848,749
31,736
0
0
4
1
0
0
0
228
6
0.554905
0.738351
dos
1
32.841978
3,257
85,253
0
2
2
0
1
0
0
58
60
0.091965
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normal
0
27.723122
32,407
76,619
0
2
0
1
0
0
0
142
87
0.162176
0.691591
normal
0
1.811659
12,017
98,497
0
0
1
2
0
0
0
390
21
0.016431
0.648939
normal
0
11.160669
2,781,832
82,051
0
0
1
2
0
0
0
456
32
0.755289
0.047188
dos
1
74.817646
43,519
74,821
0
1
2
0
0
0
0
193
4
0.181726
0.791914
normal
0
32.532986
7,655
766
0
1
0
1
1
0
0
340
40
0.02998
0.586611
normal
0
26.889219
912,155
77,496
1
1
0
0
1
0
0
154
58
0.888279
0.888293
dos
1
53.060245
41,481
76,521
0
2
1
0
1
0
0
264
82
0.048955
0.732557
normal
0
38.026214
31,482
91,580
0
1
1
0
0
0
0
326
32
0.084522
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normal
0
3.162349
38,320
35,186
3
1
29
0
0
0
0
134
47
0.144612
0.867008
probe
1
30.489724
15,450
38,756
0
1
4
2
1
0
0
105
52
0.163485
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normal
0
35.54218
14,071
89,710
4
2
1
0
1
5
1
411
81
0.069922
0.191435
u2r
1
48.173746
26,722
62,982
0
1
2
0
1
0
0
337
41
0.049282
0.322265
normal
0
27.601486
29,944
71,093
0
0
3
0
1
0
0
436
92
0.014665
0.168441
normal
0
7.151597
19,313
38,353
2
2
13
1
1
0
0
373
29
0.157994
0.632473
probe
1
36.008076
327
11,836
0
2
0
2
1
0
0
285
75
0.037049
0.665296
normal
0
1.738502
1,388,455
97,179
3
0
0
0
0
0
0
433
77
0.737884
0.76884
dos
1
21.941916
8,116,732
27,860
2
1
4
0
0
0
0
149
38
0.847971
0.279097
dos
1
46.803152
12,544
92,342
2
1
10
2
1
0
0
452
86
0.092371
0.117575
probe
1
8.406782
11,621
95,982
2
0
4
1
1
7
1
450
81
0.104602
0.098521
u2r
1
70.877666
35,945
72,649
0
1
1
1
0
0
0
357
47
0.19727
0.967026
normal
0
19.592676
1,974,850
86,580
3
1
2
1
1
0
0
84
10
0.891397
0.318143
dos
1
7.722226
27,001
81,115
0
1
4
0
0
0
0
63
68
0.12742
0.283202
normal
0
40.203184
4,071
91,730
0
2
1
0
1
0
0
385
98
0.171155
0.484128
normal
0
1.71541
1,828,885
22,187
0
0
2
0
0
0
0
265
65
0.645708
0.955577
dos
1
5.902102
8,102
64,482
0
1
4
0
1
0
0
159
32
0.094683
0.937982
normal
0
9.237114
36,528
74,541
0
0
0
2
1
0
0
452
33
0.134528
0.730438
normal
0
30.520162
25,670
11,440
0
2
2
1
0
0
0
452
31
0.192772
0.356557
normal
0
45.741184
39,357
98,790
0
1
4
1
1
0
0
365
5
0.077129
0.237432
normal
0
2.757927
15,575
75,418
1
0
1
16
1
0
0
391
69
0.192148
0.05052
r2l
1
12.543405
42,682
92,112
0
2
0
2
1
0
0
487
36
0.167337
0.240897
normal
0
25.595262
4,808
61,646
0
2
1
2
0
0
0
216
9
0.092741
0.053785
normal
0
3.192681
6,187
25,843
0
0
18
1
0
0
0
122
48
0.117879
0.662212
probe
1
7.003078
23,301
24,553
0
1
3
1
0
0
0
207
1
0.053988
0.424162
normal
0
39.46731
22,940
8,870
0
1
4
1
1
0
0
337
18
0.101004
0.788495
normal
0
7.496234
44,552
35,029
0
0
2
2
0
0
0
482
78
0.169346
0.439322
normal
0
121.556589
18,409
74,835
0
2
2
1
0
0
0
287
18
0.090495
0.401977
normal
0
48.783815
5,802
71,706
0
0
4
1
0
0
0
393
62
0.161128
0.849395
normal
0
13.229218
6,013,001
93,218
4
0
4
2
1
0
0
476
18
0.558776
0.584392
dos
1
13.527253
9,418
30,197
0
2
0
2
1
0
0
434
88
0.028185
0.944215
normal
0
2.345474
327
27,438
0
0
1
19
1
0
0
389
59
0.003101
0.308134
r2l
1
52.150003
6,459,564
53,316
3
2
1
2
0
0
0
295
24
0.732807
0.640175
dos
1
421.341293
36,511
13,873
0
2
3
0
1
0
0
161
49
0.046877
0.889739
normal
0
180.39295
26,662
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0
0
3
1
1
0
0
159
78
0.186836
0.573865
normal
0
1.537996
3,828
44,307
0
0
4
1
0
0
0
387
82
0.197316
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normal
0
95.929372
9,526
18,039
0
0
2
2
0
0
0
244
45
0.013725
0.387232
normal
0
10.610789
38,096
17,350
0
1
27
1
0
0
0
131
22
0.127654
0.617183
probe
1
11.023563
48,584
94,810
0
2
0
0
0
0
0
486
1
0.087843
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normal
0
122.281509
12,058
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0
2
3
1
1
0
0
1
21
0.1462
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normal
0
14.110923
20,199
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0
2
0
2
0
0
0
141
91
0.001128
0.710745
normal
0
58.652087
4,621
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0
2
1
0
1
0
0
73
13
0.194122
0.425367
normal
0
100.012126
31,761
52,435
0
2
4
2
1
0
0
133
54
0.111986
0.497958
normal
0
80.854626
18,605
62,454
0
1
2
2
1
0
0
7
53
0.193961
0.537308
normal
0
379.99942
23,747
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0
2
3
0
1
0
0
241
47
0.17053
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normal
0
154.057724
40,164
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0
1
3
0
1
0
0
47
75
0.037599
0.678569
normal
0
148.807629
49,594
63,334
0
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4
1
1
0
0
7
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0.117876
0.707729
normal
0
6.801159
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14,459
1
0
4
2
0
0
0
450
2
0.802529
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dos
1
0.843093
23,028
22,705
0
1
3
1
1
0
0
59
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0.079043
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normal
0
132.580501
43,991
23,490
0
2
3
1
1
0
0
114
28
0.148026
0.507755
normal
0
822.483816
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63,216
0
2
2
1
1
0
0
257
30
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normal
0
52.067246
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0
2
2
2
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322
52
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normal
0
1.897819
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3
2
4
17
0
0
0
487
41
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r2l
1
15.281104
15,964
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0
2
1
1
0
0
0
414
81
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normal
0
35.170496
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0
1
1
0
1
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249
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normal
0
40.437757
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33,260
2
1
29
0
1
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168
23
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probe
1
13.770245
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1
1
4
2
1
0
0
153
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dos
1
159.445769
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209
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normal
0
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0
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1
1
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421
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normal
0
1.685302
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2
1
3
1
1
0
0
389
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dos
1
78.708521
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1
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5
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normal
0
11.71936
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4
0
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2
1
0
0
167
54
0.616182
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dos
1
1.034861
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1
4
2
1
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87
42
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dos
1
1.226577
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1
0
2
1
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315
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dos
1
148.612562
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1
1
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40
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normal
0
3.154437
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1
1
4
0
1
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145
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dos
1
32.963324
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0
1
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2
1
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81
34
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normal
0
24.938295
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3
0
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382
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dos
1
232.211889
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normal
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