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
11.547648
314,691
30,222
2
1
4
2
0
0
0
218
67
0.663484
0.508071
dos
1
97.599552
40,470
79,070
0
1
2
1
1
0
0
423
13
0.029878
0.289297
normal
0
4.105529
6,422,353
63,396
1
2
0
2
1
0
0
202
18
0.662905
0.736086
dos
1
9.653538
1,907,821
51,900
4
0
0
1
0
0
0
102
8
0.950012
0.956916
dos
1
65.839525
10,042
24,977
0
0
2
1
1
0
0
466
32
0.026349
0.878035
normal
0
231.47929
10,001
98,091
0
1
4
1
1
0
0
284
4
0.170445
0.577662
normal
0
71.295829
3,781
73,050
0
2
3
1
0
0
0
425
43
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0.752115
normal
0
107.989375
8,828
851
0
1
1
0
1
0
0
200
83
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0.595279
normal
0
609.434858
41,210
3,868
0
0
2
1
0
0
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40
82
0.011922
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normal
0
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10,047
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0
2
4
2
1
0
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253
48
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normal
0
133.457192
19,034
74,070
0
1
2
0
0
0
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4
53
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0.552837
normal
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1.294507
48,815
15,683
0
1
28
0
1
0
0
143
56
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0.725545
probe
1
182.552123
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67,322
0
1
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0
1
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149
76
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normal
0
90.746326
44,055
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0
1
3
1
0
0
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335
13
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normal
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278.319777
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0
1
4
0
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51
65
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normal
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0
1
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60
51
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normal
0
7.782321
26,284
99,642
0
0
1
0
1
0
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238
47
0.08963
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normal
0
14.769122
7,890
38,074
0
2
2
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76
18
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normal
0
91.922235
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52,022
0
2
4
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1
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197
99
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0.853218
normal
0
2.327832
956,688
30,122
0
0
4
2
0
0
0
67
91
0.828478
0.028663
dos
1
7.750044
4,329,584
82,611
0
2
0
1
1
0
0
455
53
0.916829
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dos
1
13.852582
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0
1
0
1
1
0
0
458
51
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normal
0
6.803839
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3,916
4
2
1
1
1
0
0
450
38
0.594471
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dos
1
5.73821
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3
0
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2
0
0
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267
88
0.884064
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dos
1
206.937481
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0
0
4
0
0
0
0
290
18
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normal
0
12.052856
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95,907
1
1
3
17
0
0
0
45
59
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r2l
1
1.352368
4,507,725
21,803
3
1
1
1
0
0
0
149
73
0.520693
0.543836
dos
1
1.612648
44,647
38,701
0
2
1
2
1
0
0
387
65
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normal
0
4.881316
27,401
83,623
0
1
3
1
1
0
0
182
68
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normal
0
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38,629
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0
2
1
2
1
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298
33
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normal
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0
2
1
2
1
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343
27
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normal
0
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0
1
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1
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306
2
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dos
1
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0
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1
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396
69
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normal
0
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2
2
4
2
1
0
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186
43
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dos
1
4.990491
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1
2
0
2
1
0
0
33
63
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dos
1
104.037175
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0
2
2
0
0
0
0
388
53
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0.187218
normal
0
10.683095
43,480
33,373
0
0
4
0
1
0
0
198
51
0.082027
0.970745
normal
0
63.000768
42,184
90,334
0
0
2
2
1
0
0
369
83
0.077652
0.718483
normal
0
109.983777
31,363
29,587
0
0
0
2
1
0
0
470
43
0.059
0.245732
normal
0
68.026281
30,265
53,162
0
2
4
0
1
0
0
457
15
0.063102
0.660364
normal
0
112.19738
14,566
33,390
0
1
0
1
0
0
0
160
90
0.140832
0.222038
normal
0
169.429015
22,080
60,678
0
0
2
0
1
0
0
257
22
0.059495
0.821958
normal
0
7.690261
7,642
50,985
0
2
16
1
1
0
0
248
19
0.162392
0.616631
probe
1
95.741026
34,287
92,221
0
0
1
1
1
0
0
102
4
0.182554
0.319798
normal
0
192.134613
38,563
58,596
0
0
3
2
1
0
0
427
20
0.173686
0.413639
normal
0
230.848816
24,610
24,814
0
0
3
1
1
0
0
186
23
0.169568
0.944328
normal
0
22.892384
8,085,196
71,381
4
0
0
2
1
0
0
228
45
0.713081
0.578214
dos
1
19.025279
1,835
5,708
0
2
0
0
0
0
0
261
58
0.068253
0.558946
normal
0
170.298187
45,196
23,085
0
0
1
2
0
0
0
419
70
0.141835
0.251669
normal
0
10.098785
46,360
23,283
2
2
3
12
1
0
0
440
48
0.013453
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r2l
1
264.438085
37,253
75,301
0
1
4
1
0
0
0
238
49
0.098807
0.865835
normal
0
2.314371
1,248
94,814
0
1
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2
1
0
0
404
38
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0.552042
normal
0
254.174602
40,891
51,584
0
0
3
2
0
0
0
158
21
0.109069
0.703314
normal
0
8.654198
7,966,766
54,190
1
1
2
1
1
0
0
129
89
0.803907
0.384503
dos
1
149.050938
13,646
39,274
0
1
0
0
0
0
0
239
25
0.040373
0.89175
normal
0
50.831642
42,583
25,740
0
2
1
0
0
0
0
368
90
0.00639
0.367789
normal
0
479.346457
43,821
78,395
0
2
3
0
1
0
0
435
91
0.181143
0.263535
normal
0
7.371857
23,179
9,168
0
0
0
2
1
4
1
318
29
0.053096
0.687071
u2r
1
30.69922
9,002
41,919
0
1
1
0
0
0
0
100
86
0.064477
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normal
0
5.280227
25,636
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0
1
1
0
1
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438
41
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normal
0
12.544572
13,210
64,566
4
2
23
1
1
0
0
50
82
0.071524
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probe
1
60.88599
12,001
44,138
0
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1
0
1
0
0
475
24
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0.219428
normal
0
22.726683
104
35,102
3
1
0
16
1
0
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314
15
0.158522
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r2l
1
3.447257
5,019
94,198
0
1
0
4
1
0
0
399
6
0.078477
0.569137
r2l
1
3.955995
24,793
85,344
4
0
18
0
0
0
0
66
7
0.173705
0.853031
probe
1
109.340164
19,275
55,181
0
2
3
1
0
0
0
265
54
0.112045
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normal
0
82.558473
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0
2
3
0
1
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0
251
54
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normal
0
1.057156
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48,725
2
2
2
1
1
0
0
424
29
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dos
1
14.353285
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0
1
3
0
1
6
1
32
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u2r
1
20.57064
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1
1
2
1
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normal
0
21.187645
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3
2
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163
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dos
1
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normal
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normal
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normal
0
12.379527
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1
1
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dos
1
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normal
0
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195
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normal
0
7.308867
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4
1
1
1
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1
323
43
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u2r
1
75.791532
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normal
0
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275
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normal
0
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normal
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341.660076
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480
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normal
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normal
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r2l
1
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normal
0
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dos
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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normal
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probe
1
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normal
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r2l
1