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
7.875411
41,428
28,503
0
2
3
1
1
0
0
179
66
0.099922
0.056671
normal
0
2.996045
32,767
40,457
3
0
3
14
1
0
0
340
89
0.058577
0.89675
r2l
1
133.062789
6,147
43,791
0
1
0
2
1
0
0
120
78
0.183232
0.140405
normal
0
577.987203
6,689
48,406
0
2
2
2
1
0
0
10
83
0.135359
0.964163
normal
0
1.518526
8,745,536
26,926
3
2
0
0
0
0
0
139
89
0.899121
0.555729
dos
1
20.957927
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78,859
2
2
0
2
1
0
0
332
65
0.956721
0.354395
dos
1
81.474673
12,905
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0
0
3
2
1
0
0
199
79
0.145166
0.784354
normal
0
45.657569
1,444
76,876
0
2
3
2
1
0
0
251
89
0.175426
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normal
0
21.81792
20,601
52,793
0
2
0
0
1
0
0
152
50
0.028781
0.611838
normal
0
28.568717
27,431
27,265
0
2
1
0
1
0
0
325
10
0.045749
0.094621
normal
0
1.722595
2,480,119
173
3
0
1
1
1
0
0
173
82
0.96967
0.028276
dos
1
79.587856
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0
1
0
1
0
0
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87
73
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0.05158
normal
0
236.617084
40,732
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0
2
3
1
0
0
0
343
66
0.040573
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normal
0
243.870986
30,362
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0
1
3
0
0
0
0
264
23
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normal
0
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0
2
2
0
0
0
0
418
72
0.03079
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normal
0
8.327227
13,325
14,389
0
2
3
2
1
0
0
162
49
0.190901
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normal
0
28.119523
39,959
58,794
0
0
4
2
1
0
0
358
6
0.007212
0.821135
normal
0
13.616694
45,088
5,835
3
2
4
11
1
0
0
50
21
0.023847
0.957062
r2l
1
12.443855
9,904,395
27,062
0
2
3
2
1
0
0
174
7
0.602927
0.303162
dos
1
49.178038
18,956
17,165
0
1
0
0
1
0
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130
26
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normal
0
8.215945
1,058
85,488
0
0
22
1
0
0
0
170
37
0.198255
0.558029
probe
1
0.884773
118,894
24,747
0
1
3
1
0
0
0
450
60
0.758723
0.736784
dos
1
23.407624
6,787,559
31,269
4
1
3
1
1
0
0
317
4
0.95267
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dos
1
41.350523
21,251
11,961
0
1
4
1
1
0
0
130
82
0.187381
0.703092
normal
0
122.572666
18,417
87,055
0
1
3
0
0
0
0
377
74
0.161763
0.382427
normal
0
175.148512
13,684
70,481
0
0
0
0
0
0
0
31
97
0.061341
0.611903
normal
0
42.506738
38,595
95,727
0
2
1
2
1
0
0
175
23
0.049271
0.09334
normal
0
8.941648
26,692
95,442
0
0
4
0
1
0
0
356
6
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normal
0
35.144614
38,017
34,627
0
2
4
0
1
0
0
61
71
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normal
0
14.776786
22,236
58,694
0
2
3
0
1
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0
392
60
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normal
0
2.456437
3,494,069
3,919
0
1
0
0
1
0
0
238
40
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dos
1
16.952595
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0
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1
1
0
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180
56
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normal
0
62.146813
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0
0
3
1
0
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0
328
90
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normal
0
1.895354
36,129
54,212
1
2
3
3
1
0
0
98
68
0.050711
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r2l
1
2.992693
43,259
60,982
1
0
3
5
1
0
0
405
4
0.062384
0.732068
r2l
1
6.312262
305,257
166
4
0
2
1
0
0
0
120
97
0.558274
0.364805
dos
1
2.653338
45,913
11,952
0
0
2
1
1
7
1
171
37
0.148701
0.436659
u2r
1
18.571323
31,877
18,784
0
2
0
0
1
0
0
271
54
0.133895
0.555969
normal
0
25.662386
28,958
31,422
4
1
1
17
1
0
0
128
36
0.113529
0.788453
r2l
1
203.408651
41,938
68,706
0
0
2
1
0
0
0
442
5
0.186449
0.319572
normal
0
111.330303
38,436
42,607
0
1
0
2
1
0
0
468
55
0.17215
0.568506
normal
0
10.418656
4,868
61,089
0
0
3
1
1
0
0
372
54
0.190864
0.440368
normal
0
109.085952
46,031
68,157
0
2
3
1
1
0
0
69
54
0.159175
0.094809
normal
0
94.584142
11,986
62,964
0
0
1
1
0
0
0
269
93
0.097418
0.819373
normal
0
64.123179
5,277
36,169
0
2
4
0
1
0
0
144
11
0.087457
0.157214
normal
0
2.85732
2,785,235
15,293
3
2
2
2
0
0
0
119
90
0.891951
0.57417
dos
1
218.098502
8,146
95,729
0
2
2
2
1
0
0
38
13
0.135434
0.59146
normal
0
28.12336
31,983
71,708
0
2
3
0
1
0
0
131
29
0.049668
0.201887
normal
0
1.931183
8,827,918
542
4
1
0
1
1
0
0
321
15
0.608708
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dos
1
39.915816
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0
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1
2
0
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443
46
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normal
0
147.491152
19,173
30,246
0
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1
2
1
0
0
360
72
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normal
0
248.249324
43,319
44,544
0
1
4
2
0
0
0
303
27
0.187555
0.113218
normal
0
189.56657
4,681
76,473
0
1
4
0
0
0
0
198
39
0.051807
0.905482
normal
0
159.802296
44,927
28,250
0
1
0
0
1
0
0
295
69
0.094314
0.446481
normal
0
10.690252
39,902
24,501
4
1
17
1
1
0
0
307
51
0.185323
0.252772
probe
1
119.449965
29,798
55,494
0
0
1
0
1
0
0
50
47
0.033339
0.186973
normal
0
139.051843
9,544
75,957
0
2
3
1
1
0
0
219
19
0.009513
0.828504
normal
0
20.760591
9,544
71,309
3
0
7
1
1
0
0
385
5
0.166725
0.663634
probe
1
2.399675
5,047,705
80,002
1
2
0
1
0
0
0
408
66
0.790367
0.253169
dos
1
100.525413
37,306
82,948
0
1
4
0
1
0
0
141
23
0.00164
0.084367
normal
0
134.31258
3,228
64,336
0
1
4
1
0
0
0
158
38
0.141033
0.636445
normal
0
249.892915
42,726
6,310
0
1
4
1
1
0
0
86
91
0.07356
0.458067
normal
0
215.282378
22,306
37,248
0
1
3
2
1
0
0
180
26
0.070955
0.806239
normal
0
184.491142
30,550
85,623
0
2
1
1
1
0
0
252
85
0.080018
0.45578
normal
0
291.491335
12,681
13,866
0
1
3
0
0
0
0
385
8
0.040436
0.379185
normal
0
7.890041
49,054
72,795
3
2
4
3
1
0
0
29
40
0.100383
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r2l
1
0.694415
44,669
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0
1
2
1
0
0
0
346
25
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normal
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1.111595
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72
72
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normal
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78.666489
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485
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normal
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215
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normal
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normal
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498
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normal
0
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4
2
1
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126
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dos
1
44.499162
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normal
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normal
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normal
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normal
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146
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normal
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318
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normal
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189
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normal
0
39.829356
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normal
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22.757745
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1
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dos
1
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1
1
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302
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u2r
1
2.881796
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2
2
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2
1
0
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205
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dos
1
7.824184
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1
2
23
0
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221
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probe
1
30.35697
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0
2
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1
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18
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normal
0
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4
2
2
7
1
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r2l
1
308.995567
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normal
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3
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r2l
1
4.450865
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1
88
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u2r
1
3.463349
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3
1
2
2
1
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dos
1
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1
1
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1
411
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u2r
1
53.45412
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normal
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normal
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normal
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315
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normal
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normal
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normal
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u2r
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normal
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