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
49.146916
22,930
1,234
0
0
4
1
0
0
0
146
10
0.018633
0.514313
normal
0
130.431699
20,785
61,329
0
2
1
2
1
0
0
296
65
0.086196
0.126288
normal
0
52.892755
16,578
63,610
0
2
2
2
1
0
0
291
73
0.100522
0.226448
normal
0
69.769137
30,171
92,966
0
1
0
1
0
0
0
148
62
0.124239
0.115346
normal
0
181.079784
33,004
40,394
0
2
0
0
1
0
0
445
35
0.137732
0.072438
normal
0
4.604727
515,510
42,954
3
0
3
0
0
0
0
140
65
0.644094
0.38625
dos
1
8.967509
2,275,424
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1
0
2
2
0
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0
445
97
0.575681
0.486346
dos
1
4.319424
10,541
97,555
2
2
15
1
1
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0
59
36
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0.019053
probe
1
2.419396
29,714
2,291
1
1
17
0
1
0
0
233
41
0.188195
0.155961
probe
1
103.402984
15,709
25,337
0
0
1
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494
34
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normal
0
2.760597
3,770
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0
1
1
2
0
0
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120
71
0.064896
0.550443
normal
0
5.803775
8,450,277
90,431
4
1
0
2
1
0
0
428
23
0.798183
0.250142
dos
1
9.813849
6,315,390
46,454
4
1
0
0
1
0
0
165
18
0.746959
0.354608
dos
1
6.741495
8,880,085
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0
1
1
1
1
0
0
236
65
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dos
1
15.266336
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0
2
3
1
0
0
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295
11
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normal
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133.109281
27,913
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0
2
4
2
1
0
0
183
84
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normal
0
6.554303
9,234,468
77,945
2
2
2
0
0
0
0
158
20
0.553379
0.539244
dos
1
25.849611
9,790,818
62,233
3
1
1
0
1
0
0
67
32
0.981379
0.854914
dos
1
12.718577
21,941
35,547
1
0
2
2
1
2
1
114
60
0.073239
0.477031
u2r
1
33.310193
12,678
31,869
0
0
1
2
0
0
0
328
96
0.12649
0.812464
normal
0
2.769661
20,650
80,645
0
2
3
0
0
0
0
53
51
0.020531
0.583829
normal
0
106.527973
4,303
78,573
0
0
4
1
1
0
0
170
84
0.033426
0.326467
normal
0
18.069827
1,040,858
52,767
2
2
1
2
1
0
0
284
27
0.644896
0.39652
dos
1
2.781196
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67,532
0
1
1
1
0
0
0
487
68
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normal
0
13.088066
5,484
42,256
0
2
4
1
1
0
0
55
97
0.168237
0.212313
normal
0
9.994902
49,150
11,437
4
0
1
0
1
7
0
193
85
0.063218
0.400556
u2r
1
242.845748
35,118
64,308
0
2
0
1
1
0
0
81
64
0.015228
0.456353
normal
0
11.400567
3,893,770
92,397
1
2
3
1
0
0
0
271
23
0.694779
0.048504
dos
1
16.426758
26,174
57,187
0
0
0
0
0
0
0
209
99
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0.487967
normal
0
32.513794
6,561,409
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2
2
3
2
0
0
0
12
63
0.703011
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dos
1
4.416389
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0
2
0
1
1
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488
5
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normal
0
9.974308
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1
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23
2
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317
70
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probe
1
3.802683
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4
2
10
0
0
0
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147
32
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probe
1
156.051781
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411
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3
0
1
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59
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normal
0
69.112815
17,776
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0
2
3
0
1
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429
70
0.021783
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normal
0
10.078176
29,978
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0
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1
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0
251
42
0.026345
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normal
0
48.023818
4,375
717
0
1
3
0
1
0
0
422
90
0.025737
0.547985
normal
0
4.823048
32,833
87,396
3
1
24
2
0
0
0
195
59
0.011345
0.379331
probe
1
26.086172
8,063
76,016
0
0
1
2
1
0
0
472
9
0.186838
0.024417
normal
0
38.530144
2,745
77,402
0
0
2
0
1
0
0
246
64
0.051585
0.447542
normal
0
137.368292
41,531
23,197
0
2
4
1
0
0
0
378
65
0.021875
0.422466
normal
0
5.989668
2,326,691
49,870
0
1
0
0
1
0
0
451
21
0.603183
0.071648
dos
1
14.211145
15,504
40,504
4
1
3
19
1
0
0
301
22
0.181672
0.127319
r2l
1
49.121695
25,207
24,119
0
1
4
1
1
0
0
107
88
0.160657
0.436125
normal
0
72.277936
43,049
96,934
0
0
1
1
1
0
0
12
85
0.170586
0.015402
normal
0
62.997045
49,860
57,769
0
2
3
0
1
0
0
72
79
0.109466
0.928406
normal
0
262.7653
31,250
15,889
0
0
4
0
1
0
0
178
10
0.086005
0.71142
normal
0
146.676971
7,625
56,394
0
1
0
1
1
0
0
243
90
0.152558
0.993472
normal
0
178.047407
42,142
84,245
0
2
4
1
1
0
0
224
74
0.183756
0.207856
normal
0
14.282965
25,650
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2
2
0
1
0
0
342
43
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normal
0
156.948042
37,187
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0
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3
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14
90
0.013197
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normal
0
56.735853
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0
1
0
1
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464
7
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normal
0
2.361534
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0
1
0
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1
0
0
279
9
0.107953
0.327261
normal
0
6.19694
37,995
31,866
0
1
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2
1
0
0
462
56
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0.044371
normal
0
29.335047
5,216,010
10,526
3
2
2
0
0
0
0
241
77
0.658918
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dos
1
4.096383
3,939,980
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3
1
4
1
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208
96
0.689646
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dos
1
202.582929
49,865
52,642
0
0
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2
1
0
0
162
24
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0.392722
normal
0
132.528632
38,839
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0
2
2
0
1
0
0
427
81
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normal
0
16.905774
7,710,477
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3
0
3
1
0
0
0
121
66
0.745879
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dos
1
9.873722
41,443
33,673
4
2
3
10
1
0
0
338
32
0.171803
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r2l
1
21.362954
25,087
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0
0
1
1
1
0
0
380
50
0.197759
0.607184
normal
0
54.918982
6,138
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0
1
2
0
0
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0
163
70
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normal
0
98.012337
2,875
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0
2
0
2
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473
47
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normal
0
206.134893
7,577
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0
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2
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181
26
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normal
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60.898599
6,474
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2
2
1
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142
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normal
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165.281762
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484
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normal
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152.76997
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1
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104
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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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200
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dos
1
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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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probe
1
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r2l
1
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2
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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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