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
357.511094
21,854
51,517
0
1
3
2
0
0
0
348
62
0.028311
0.277925
normal
0
3.202393
320,833
10,382
0
2
3
2
1
0
0
180
24
0.870797
0.517876
dos
1
221.872028
43,595
40,863
0
0
2
1
1
0
0
333
23
0.055385
0.031399
normal
0
39.855345
1,015
53,763
0
1
0
0
1
0
0
174
64
0.01247
0.629433
normal
0
1.273755
16,745
59,391
0
2
1
1
1
0
0
321
87
0.078559
0.425317
normal
0
11.448739
38,382
55,165
4
2
1
9
0
0
0
291
72
0.197706
0.967746
r2l
1
71.171114
47,912
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0
2
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0
0
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362
88
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normal
0
11.453629
35,908
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0
2
4
2
1
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0
24
74
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normal
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5,003
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0
2
3
2
0
0
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347
44
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normal
0
19.14824
45,703
67,072
4
2
4
8
1
0
0
27
4
0.039103
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r2l
1
1.508528
3,575,881
59,716
2
2
1
1
1
0
0
37
77
0.56536
0.777409
dos
1
5.121806
39,109
75,277
2
0
2
0
0
3
1
411
28
0.059859
0.790528
u2r
1
41.371467
23,421
66,781
0
1
4
0
0
0
0
320
24
0.068592
0.146215
normal
0
256.517718
34,840
35,301
0
1
1
2
1
0
0
162
91
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normal
0
4.998688
35,042
50,966
0
2
2
0
1
0
0
456
64
0.041092
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normal
0
28.339814
6,787,337
36,294
0
0
3
1
1
0
0
226
32
0.917002
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dos
1
30.733997
28,561
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0
2
0
1
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0
0
21
42
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normal
0
224.249732
39,590
78,193
0
2
1
1
1
0
0
448
18
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0.323138
normal
0
26.973628
3,996,376
80,501
4
2
0
2
0
0
0
419
6
0.588306
0.335411
dos
1
53.00811
9,131
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0
2
2
2
1
0
0
17
93
0.061718
0.943038
normal
0
52.22509
40,116
53,640
0
1
1
1
1
0
0
87
27
0.085258
0.261152
normal
0
219.278421
44,896
65,510
0
2
3
0
1
0
0
456
43
0.024018
0.935279
normal
0
24.270035
27,989
53,366
0
2
3
2
1
0
0
336
91
0.127518
0.161247
normal
0
18.23143
229,267
15,868
1
2
2
1
1
0
0
415
35
0.6539
0.393667
dos
1
14.433945
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0
1
0
0
0
0
0
428
41
0.105729
0.590408
normal
0
307.858607
45,222
45,409
0
0
4
2
1
0
0
12
1
0.085247
0.359085
normal
0
89.897885
11,958
90,877
0
0
3
1
1
0
0
222
68
0.167343
0.170046
normal
0
98.418616
22,213
43,964
0
0
0
2
1
0
0
24
96
0.013502
0.024354
normal
0
56.876093
29,608
83,500
0
0
0
2
0
0
0
479
95
0.034301
0.614456
normal
0
41.898009
38,420
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0
0
1
0
0
0
0
371
5
0.095204
0.732365
normal
0
23.911597
3,976
81,208
0
2
4
0
0
0
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362
49
0.082331
0.128497
normal
0
92.631014
22,365
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0
2
2
2
1
0
0
268
42
0.178508
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normal
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36,659
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0
3
0
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364
67
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normal
0
44.596052
19,355
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0
1
4
1
1
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22
13
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normal
0
26.69368
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2
2
0
2
0
0
0
209
50
0.923425
0.552574
dos
1
22.577461
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4
1
1
0
0
452
13
0.582059
0.457855
dos
1
1.489303
9,581,114
3,489
3
1
1
0
0
0
0
481
61
0.79076
0.337145
dos
1
43.153133
17,859
88,080
0
0
1
2
1
0
0
89
22
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0.18313
normal
0
47.759592
29,602
78,105
0
1
0
0
1
0
0
56
48
0.108279
0.480706
normal
0
62.146348
38,102
73,547
0
0
0
0
0
0
0
399
85
0.02543
0.44443
normal
0
126.671479
20,432
64,915
0
2
2
0
1
0
0
361
19
0.078214
0.924968
normal
0
127.17287
13,916
2,489
0
0
3
2
1
0
0
339
79
0.104804
0.426148
normal
0
65.31356
6,974
39,277
0
0
3
1
1
0
0
336
47
0.112685
0.972016
normal
0
50.334212
48,381
47,458
4
0
4
0
1
3
1
158
80
0.117564
0.200466
u2r
1
3.047002
14,419
44,341
0
0
3
2
0
0
0
329
54
0.140123
0.802829
normal
0
36.2832
20,288
58,780
0
0
0
1
1
0
0
214
70
0.186739
0.137877
normal
0
15.730633
261,235
49,967
0
1
4
0
1
0
0
417
22
0.515837
0.160091
dos
1
81.809216
20,948
46,053
0
2
3
1
1
0
0
483
81
0.106625
0.81059
normal
0
19.447974
7,095,058
8,030
1
2
2
1
1
0
0
48
45
0.554443
0.594136
dos
1
7.899986
3,278,681
57,575
2
2
0
1
1
0
0
456
69
0.959116
0.704482
dos
1
5.304346
24,009
91,596
0
1
0
4
1
0
0
108
8
0.128437
0.252729
r2l
1
26.815494
20,881
40,025
0
0
3
2
1
0
0
377
97
0.115851
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normal
0
147.049
24,371
89,237
0
2
2
2
1
0
0
423
55
0.169163
0.555395
normal
0
1.979827
44,582
44,615
0
1
2
2
1
0
0
102
2
0.149531
0.685721
normal
0
125.935122
31,736
89,959
0
0
1
1
0
0
0
425
83
0.073713
0.153155
normal
0
10.765326
43,414
99,782
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2
0
2
1
0
0
302
57
0.038865
0.610764
normal
0
130.803124
3,850
37,252
0
1
0
0
1
0
0
16
69
0.005705
0.052836
normal
0
74.890958
13,224
34,099
0
1
3
0
1
0
0
441
70
0.147934
0.270705
normal
0
57.49278
34,167
34,048
0
2
3
2
0
0
0
307
36
0.152583
0.822131
normal
0
32.235977
1,725,414
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2
0
2
1
1
0
0
230
84
0.759166
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dos
1
10.242998
624,366
35,189
3
1
0
2
1
0
0
135
42
0.730915
0.122663
dos
1
25.292042
26,234
11,815
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3
2
1
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0
335
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normal
0
95.825959
12,099
83,325
0
0
2
1
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175
66
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normal
0
0.926151
6,330,138
56,755
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1
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2
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0
0
377
85
0.632297
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dos
1
47.982391
31,206
42,847
0
0
1
2
0
0
0
421
55
0.141216
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normal
0
9.214278
21,374
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4
2
24
0
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217
18
0.116295
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probe
1
10.831626
39,870
97,500
4
0
16
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0
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175
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0.010838
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probe
1
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23,085
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normal
0
15.322953
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4
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2
2
1
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412
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dos
1
209.322151
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204
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normal
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normal
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normal
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382
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normal
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4
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dos
1
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normal
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normal
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normal
0
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476
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dos
1
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1
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132
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probe
1
13.131768
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3
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dos
1
216.187335
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normal
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normal
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145
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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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dos
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normal
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normal
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normal
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116
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dos
1
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dos
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probe
1
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normal
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u2r
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normal
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normal
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u2r
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normal
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