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
6.219205
122
24,816
0
2
0
1
1
0
0
288
59
0.08436
0.217419
normal
0
32.153615
41,748
13,663
0
0
0
1
0
0
0
46
53
0.102691
0.674784
normal
0
10.016044
32,619
76,630
0
1
0
13
0
0
0
69
5
0.097101
0.060298
r2l
1
218.461438
1,386
2,400
0
2
4
2
1
0
0
383
56
0.172037
0.346486
normal
0
104.252907
3,960
89,437
0
0
2
1
1
0
0
405
37
0.040591
0.097207
normal
0
82.183607
10,374
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0
1
2
2
1
0
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495
69
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normal
0
70.653488
10,826
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0
2
4
0
1
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0
477
90
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normal
0
105.014511
49,988
20,394
0
2
2
2
1
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347
51
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normal
0
13.113057
29,382
86,068
4
2
7
2
1
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398
88
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probe
1
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1
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485
21
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normal
0
13.702424
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36,736
4
2
2
0
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169
84
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dos
1
9.961113
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4
1
10
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249
9
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probe
1
536.923708
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35,445
0
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2
2
1
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313
15
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normal
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0
2
4
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227
3
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normal
0
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27,137
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0
2
2
2
1
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48
91
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normal
0
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49,104
84,325
3
2
15
1
1
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374
4
0.076585
0.04654
probe
1
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311,378
10,300
3
0
1
0
0
0
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345
18
0.963955
0.802746
dos
1
239.881298
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1
3
0
0
0
0
50
45
0.003372
0.516311
normal
0
234.487141
38,260
17,659
0
1
2
0
0
0
0
280
31
0.153754
0.681372
normal
0
177.694741
21,902
62,005
0
1
4
0
1
0
0
91
60
0.153012
0.073831
normal
0
2.500464
19,402
99,445
1
2
24
0
0
0
0
199
44
0.002318
0.640374
probe
1
17.305362
45,084
31,836
0
1
4
1
1
0
0
218
26
0.037334
0.876816
normal
0
40.640008
25,546
34,334
0
2
0
2
0
0
0
443
85
0.093153
0.221545
normal
0
16.114903
30,960
39,065
1
2
7
2
1
0
0
449
40
0.198828
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probe
1
26.511922
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27,102
0
0
2
1
0
0
0
412
21
0.023173
0.930081
normal
0
65.060902
9,981
89,534
0
2
0
1
0
0
0
21
42
0.031152
0.525404
normal
0
83.33281
17,696
41,875
0
1
2
1
0
0
0
421
55
0.186192
0.444476
normal
0
92.598397
11,937
94,485
0
2
0
2
1
0
0
272
99
0.054814
0.954061
normal
0
274.459306
39,092
54,584
0
1
1
1
0
0
0
326
90
0.155838
0.306594
normal
0
16.51369
8,789
4,536
0
2
3
15
1
0
0
405
49
0.015637
0.142894
r2l
1
154.317658
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31,335
0
0
0
2
1
0
0
438
96
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0.427175
normal
0
87.198286
24,893
21,657
0
2
1
1
1
0
0
125
62
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normal
0
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0
1
3
0
1
0
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258
49
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normal
0
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26,037
55,450
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0
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2
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272
15
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normal
0
23.55675
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2
3
0
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271
28
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normal
0
30.391384
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1
0
3
1
1
0
0
381
58
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dos
1
8.28428
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1
2
5
1
0
0
0
272
73
0.184246
0.35066
probe
1
111.32963
45,377
92,963
0
0
2
0
0
0
0
224
69
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0.441239
normal
0
62.978793
25,472
93,929
0
2
1
1
1
0
0
229
7
0.132956
0.358202
normal
0
47.272294
5,056
85,713
0
1
3
0
1
0
0
68
22
0.154963
0.208707
normal
0
12.034019
39,633
67,196
0
2
3
15
0
0
0
186
57
0.118681
0.128622
r2l
1
12.847716
12,011
79,248
0
1
1
2
0
0
0
85
85
0.041618
0.364216
normal
0
9.0747
6,781,613
38,861
4
2
0
1
1
0
0
283
83
0.945168
0.371745
dos
1
60.76444
15,796
22,841
0
2
3
2
0
0
0
280
81
0.026046
0.114088
normal
0
18.922568
6,770
83,538
2
1
3
11
1
0
0
198
75
0.043847
0.218194
r2l
1
11.08332
8,016,110
49,745
3
1
4
0
1
0
0
162
95
0.879516
0.920627
dos
1
13.202543
3,429,829
67,606
0
1
2
1
1
0
0
422
64
0.678592
0.095319
dos
1
105.603891
47,398
98,951
0
1
1
0
1
0
0
427
8
0.071411
0.079215
normal
0
215.179851
43,368
66,865
0
2
3
1
1
0
0
210
34
0.02593
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normal
0
81.261532
21,445
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0
2
0
2
0
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277
67
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normal
0
7.047451
9,911,958
22,314
3
2
0
1
0
0
0
463
47
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dos
1
7.239539
46,395
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0
1
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158
60
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normal
0
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0
2
0
13
1
0
0
41
18
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r2l
1
9.447125
46,078
39,793
1
2
24
2
0
0
0
250
39
0.071457
0.967014
probe
1
50.370581
36,052
1,234
0
0
0
2
0
0
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262
85
0.095964
0.588272
normal
0
4.064876
9,721,773
58,961
4
0
4
0
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0
0
446
4
0.926144
0.29647
dos
1
78.346119
41,399
26,719
0
1
4
2
0
0
0
421
28
0.113903
0.344317
normal
0
213.954013
10,386
87,597
0
1
0
2
0
0
0
15
91
0.115235
0.545606
normal
0
358.746715
37,793
50,608
0
0
3
0
1
0
0
18
9
0.024682
0.266972
normal
0
15.974066
13,200
38,247
0
2
0
0
1
0
0
10
50
0.15969
0.129036
normal
0
7.954865
3,556,021
2,830
3
2
4
0
1
0
0
67
9
0.952533
0.529037
dos
1
109.356811
42,405
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1
3
0
0
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347
28
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normal
0
36.454693
41,850
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0
2
4
0
1
0
0
344
83
0.192957
0.755221
normal
0
31.06537
23,749
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0
2
3
2
1
0
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254
57
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normal
0
22.854592
7,434,161
39,647
0
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1
0
0
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62
6
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dos
1
393.11278
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1
1
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normal
0
11.008989
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1
1
9
1
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395
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probe
1
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normal
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normal
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2
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normal
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normal
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1
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probe
1
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normal
0
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dos
1
140.460091
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normal
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normal
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1
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1
265
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u2r
1
3.748021
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1
0
2
2
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428
57
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dos
1
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168
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normal
0
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204
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normal
0
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normal
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312
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normal
0
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1
2
3
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dos
1
3.642238
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1
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normal
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probe
1
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normal
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normal
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normal
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normal
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normal
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normal
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normal
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normal
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1
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normal
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normal
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r2l
1
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r2l
1