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
60.233812
34,972
51,096
0
1
4
1
1
0
0
344
82
0.059431
0.223558
normal
0
71.494911
40,594
47,566
0
0
4
1
1
0
0
489
80
0.001148
0.465538
normal
0
4.547701
42,658
54,621
4
2
2
0
1
7
1
415
26
0.132799
0.809149
u2r
1
171.424541
17,428
24,878
0
1
2
0
0
0
0
278
89
0.119667
0.094133
normal
0
3.09996
220,996
90,529
3
1
2
0
0
0
0
250
24
0.78061
0.842281
dos
1
4.229274
8,196,865
62,616
0
1
3
1
1
0
0
121
41
0.707978
0.283947
dos
1
10.470958
9,206
61,640
3
1
12
1
1
0
0
406
71
0.145244
0.738013
probe
1
21.439741
46,874
68,182
1
1
3
2
1
3
1
376
83
0.007131
0.441288
u2r
1
38.473889
24,837
99,133
0
0
3
0
0
0
0
184
75
0.113032
0.07536
normal
0
103.649963
874
3,110
0
2
4
1
1
0
0
315
83
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normal
0
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156
32,255
0
0
4
2
0
0
0
265
53
0.044026
0.732664
normal
0
41.843835
23,155
5,367
0
0
2
0
0
0
0
343
71
0.183681
0.036693
normal
0
239.935957
40,094
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0
0
4
2
1
0
0
343
65
0.176808
0.112814
normal
0
242.258743
25,865
30,073
0
2
2
1
1
0
0
148
11
0.141578
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normal
0
24.925737
6,411,527
59,083
0
0
3
0
1
0
0
283
98
0.653974
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dos
1
121.184189
645
48,845
0
2
0
1
1
0
0
27
36
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normal
0
192.425425
30,865
26,758
0
1
4
2
1
0
0
61
73
0.005981
0.62111
normal
0
318.334425
37,774
28,630
0
1
3
0
0
0
0
285
6
0.03336
0.288486
normal
0
67.312191
42,473
70,581
0
0
2
0
1
0
0
452
7
0.167362
0.000408
normal
0
82.45682
6,495
51,794
0
1
4
0
1
0
0
436
93
0.180416
0.68997
normal
0
27.101443
3,936,777
22,740
1
1
0
2
1
0
0
271
40
0.959552
0.711832
dos
1
7.470408
27,091
66,322
0
1
4
2
1
0
0
135
12
0.057607
0.018849
normal
0
18.101432
6,469,801
19,630
4
0
2
1
1
0
0
84
30
0.626757
0.417913
dos
1
156.363955
3,488
61,610
0
0
3
2
1
0
0
201
76
0.171519
0.040331
normal
0
20.383706
3,314,762
38,540
4
2
3
2
0
0
0
368
82
0.628238
0.354963
dos
1
222.912196
671
76,195
0
1
0
0
0
0
0
477
65
0.038082
0.474152
normal
0
5.283839
18,224
85,528
0
0
0
2
1
0
0
331
15
0.146983
0.993671
normal
0
74.898677
48,977
21,600
0
1
3
0
1
0
0
322
69
0.148503
0.36636
normal
0
3.044299
36,795
47,927
4
0
13
2
0
0
0
408
97
0.086529
0.249774
probe
1
22.407171
16,831
51,220
0
2
3
1
1
0
0
322
1
0.095114
0.619867
normal
0
230.475246
17,328
35,105
0
2
2
0
0
0
0
361
53
0.08742
0.091519
normal
0
27.345474
19,149
27,245
1
0
4
2
1
2
1
378
55
0.004414
0.169299
u2r
1
3.439045
2,988,544
1,816
4
1
1
2
1
0
0
332
22
0.989971
0.4178
dos
1
6.655026
31,330
10,346
0
2
3
1
0
0
0
406
89
0.099251
0.34501
normal
0
4.964837
3,272,304
67,338
4
0
4
0
0
0
0
197
85
0.828215
0.249297
dos
1
112.159523
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67,346
0
2
0
1
1
0
0
377
56
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normal
0
14.318525
39,481
43,952
0
0
3
1
1
0
0
464
6
0.095977
0.22805
normal
0
39.4255
43,960
21,100
0
2
1
1
0
0
0
455
3
0.064568
0.465518
normal
0
19.338957
8,577
43,790
3
0
12
1
1
0
0
427
46
0.134525
0.91
probe
1
5.720036
8,152
93,514
2
2
19
2
0
0
0
8
46
0.062586
0.240295
probe
1
353.671677
3,159
66,263
0
2
4
2
1
0
0
51
6
0.181627
0.457197
normal
0
175.472667
28,897
97,083
0
0
3
1
1
0
0
340
9
0.057416
0.377521
normal
0
367.391663
32,918
94,339
0
2
2
1
1
0
0
378
48
0.001851
0.758894
normal
0
14.062185
38,406
12,626
1
0
2
2
1
5
1
494
12
0.124877
0.335762
u2r
1
2.576397
34,593
90,332
0
2
0
0
0
7
0
91
68
0.000241
0.431212
u2r
1
86.080209
15,510
37,645
0
2
3
2
1
0
0
81
1
0.159872
0.013275
normal
0
4.903397
2,816,169
76,624
2
0
4
2
1
0
0
210
41
0.879195
0.00828
dos
1
8.58563
1,865,122
12,039
3
2
0
2
0
0
0
465
27
0.855606
0.454181
dos
1
170.427013
7,957
69,708
0
2
4
1
1
0
0
204
40
0.143806
0.206752
normal
0
20.09756
43,777
68,188
0
0
0
1
0
0
0
415
44
0.018988
0.672499
normal
0
5.78674
7,926
77,678
0
1
3
1
0
0
0
48
21
0.029255
0.686571
normal
0
295.447177
13,891
81,546
0
0
0
1
1
0
0
354
40
0.113363
0.404649
normal
0
0.378534
4,633
29,263
0
1
0
0
1
0
0
256
32
0.168951
0.465623
normal
0
376.486767
19,806
63,537
0
2
2
2
1
0
0
175
77
0.105562
0.120505
normal
0
5.459041
27,065
58,710
4
1
2
3
0
0
0
56
51
0.049756
0.970475
r2l
1
39.823965
48,359
74,059
0
1
4
1
1
0
0
451
1
0.109556
0.641377
normal
0
119.673189
17,007
78,999
0
0
2
2
1
0
0
134
54
0.074025
0.864741
normal
0
170.306288
25,330
97,251
0
1
3
1
1
0
0
320
2
0.180861
0.503046
normal
0
28.151719
37,469
99,708
0
1
3
0
0
0
0
456
24
0.033893
0.21988
normal
0
147.357785
19,437
25,533
0
2
0
0
1
0
0
107
77
0.06736
0.276619
normal
0
163.152824
18,592
10,560
0
0
4
1
0
0
0
144
48
0.010447
0.19247
normal
0
28.682195
42,998
87,129
0
0
3
0
0
0
0
80
65
0.100185
0.51997
normal
0
4.283063
34,072
51,088
0
1
0
1
1
0
0
413
4
0.025532
0.300221
normal
0
22.830973
36,950
33,508
0
2
4
1
0
0
0
212
9
0.02344
0.871847
normal
0
22.395189
22,940
9,498
0
0
3
0
0
0
0
272
98
0.067563
0.812307
normal
0
8.701765
3,676,314
36,184
3
2
1
0
1
0
0
394
50
0.73161
0.497332
dos
1
129.465412
3,434
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0
1
0
1
0
0
0
253
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normal
0
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0
1
3
1
1
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407
34
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normal
0
2.678122
8,468,055
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2
0
1
1
1
0
0
417
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dos
1
29.058108
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0
1
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244
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normal
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3
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1
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350
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normal
0
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2
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467
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dos
1
209.935816
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normal
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normal
0
6.372409
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4
2
4
0
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473
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dos
1
0.271354
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0
1
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1
1
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241
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dos
1
0.964426
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4
1
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4
1
0
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4
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r2l
1
8.275539
49,045
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0
1
0
2
1
0
0
357
21
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normal
0
58.886304
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0
2
2
0
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424
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normal
0
153.755133
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0
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1
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468
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normal
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255
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normal
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normal
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90.254575
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263
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normal
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0.984123
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1
1
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2
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probe
1
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1
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198
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normal
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normal
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491
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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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427
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normal
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20
2
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probe
1
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2
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1
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probe
1
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1
4
1
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326
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normal
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normal
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probe
1
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probe
1
169.772608
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normal
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dos
1