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
213.381276
23,986
91,680
0
1
1
1
1
0
0
310
24
0.185643
0.846651
normal
0
39.91403
8,637
95,763
0
2
3
0
0
0
0
380
33
0.036916
0.976964
normal
0
52.248294
35,180
82,660
0
1
2
1
1
0
0
285
66
0.142198
0.227263
normal
0
236.739287
23,499
17,086
0
1
3
0
1
0
0
371
36
0.027764
0.063408
normal
0
141.414543
23,755
6,255
0
2
2
2
1
0
0
164
53
0.021485
0.894941
normal
0
8.896773
26,374
37,156
2
2
4
2
1
4
1
134
6
0.035752
0.681648
u2r
1
149.060747
33,008
41,915
0
2
2
2
1
0
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483
41
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0.904717
normal
0
7.723626
9,462,370
25,449
2
1
0
2
0
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462
96
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dos
1
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0
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34
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normal
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26
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normal
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8.097226
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72,663
2
0
4
2
1
0
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448
97
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dos
1
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1
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1
1
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479
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normal
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0
1
1
1
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432
14
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normal
0
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47,768
24,290
0
0
1
0
1
0
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38
37
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normal
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31,440
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0
1
2
2
0
0
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169
15
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normal
0
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32,236
31,699
1
1
21
2
0
0
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364
81
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0.225057
probe
1
3.35659
380,522
17,763
0
1
2
2
1
0
0
446
92
0.841859
0.017456
dos
1
2.174381
42,042
62,923
4
1
1
9
1
0
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148
58
0.139542
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r2l
1
163.28214
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0
1
1
0
1
0
0
477
86
0.082614
0.078309
normal
0
2.775017
7,913,056
89,958
0
0
1
0
1
0
0
383
84
0.525679
0.758112
dos
1
11.356165
26,989
4,347
0
1
2
3
1
0
0
91
92
0.099308
0.050449
r2l
1
41.837
9,448
25,607
0
0
4
0
1
0
0
150
19
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normal
0
316.146327
15,737
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0
1
4
2
0
0
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373
19
0.058463
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normal
0
21.876338
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83,263
1
2
4
2
1
0
0
271
4
0.559733
0.134013
dos
1
3.901545
46,280
21,654
0
1
1
1
1
0
0
318
43
0.147725
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normal
0
5.019139
4,495,048
82,524
4
2
3
0
1
0
0
451
7
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dos
1
139.514427
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0
0
2
1
1
0
0
50
13
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normal
0
6.083205
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3
1
1
1
0
0
0
13
76
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dos
1
418.262558
15,680
88,503
0
2
4
0
0
0
0
116
74
0.106772
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normal
0
69.771787
45,224
47,245
0
2
2
1
0
0
0
118
80
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normal
0
301.727139
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591
0
2
4
1
1
0
0
31
79
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0.618618
normal
0
19.130146
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24,422
1
1
0
1
1
0
0
267
39
0.559918
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dos
1
63.84215
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63,215
0
1
1
2
1
0
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120
30
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normal
0
59.627193
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55,315
0
2
4
1
1
0
0
125
33
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normal
0
40.77807
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85,874
0
0
0
2
0
0
0
351
85
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normal
0
2.35636
17,879
90,123
4
2
23
0
0
0
0
99
77
0.092906
0.486601
probe
1
60.249266
25,690
47,048
0
0
1
2
1
0
0
158
62
0.149941
0.453624
normal
0
6.663282
8,196,711
39,547
3
1
3
2
1
0
0
61
55
0.73362
0.852767
dos
1
30.169342
47,602
98,425
0
1
4
2
0
0
0
420
98
0.166637
0.497057
normal
0
23.968308
44,274
94,632
0
1
4
1
1
0
0
151
66
0.196426
0.523786
normal
0
202.068673
17,240
67,812
0
0
0
0
0
0
0
15
19
0.026062
0.738738
normal
0
91.346966
26,707
27,220
0
1
1
1
0
0
0
306
42
0.068031
0.646502
normal
0
2.600503
5,702,822
61,417
3
2
4
1
0
0
0
253
62
0.944947
0.772402
dos
1
314.251769
46,824
39,844
0
2
2
2
1
0
0
294
27
0.081825
0.219198
normal
0
103.293487
47,101
99,181
0
2
1
1
1
0
0
488
7
0.123705
0.521289
normal
0
8.665746
12,858
99,089
3
1
14
2
1
0
0
294
40
0.188121
0.548101
probe
1
37.362355
42,291
83,996
0
2
0
0
1
0
0
67
65
0.003362
0.960874
normal
0
20.61232
36,892
47,238
0
0
0
0
1
0
0
317
68
0.176273
0.200304
normal
0
5.997954
15,178
100
1
0
5
2
0
0
0
23
16
0.172122
0.847928
probe
1
63.638774
32,902
8,567
0
0
1
0
1
0
0
120
27
0.106913
0.890415
normal
0
225.724414
40,301
74,373
0
0
4
1
1
0
0
149
71
0.061024
0.550416
normal
0
9.318957
46,131
65,427
0
2
0
15
1
0
0
183
49
0.05743
0.534855
r2l
1
34.556687
16,504
3,382
0
0
0
2
0
0
0
59
18
0.17045
0.014685
normal
0
135.725718
46,319
60,855
0
2
1
0
1
0
0
261
65
0.08481
0.414735
normal
0
70.487961
44,531
22,344
0
1
1
1
1
0
0
153
57
0.135359
0.147439
normal
0
10.399711
1,794,185
60,872
4
2
2
1
1
0
0
266
65
0.671741
0.717045
dos
1
85.995716
23,771
55,495
0
2
0
0
1
0
0
368
76
0.136561
0.107462
normal
0
242.356176
40,768
53,968
0
2
1
1
1
0
0
204
44
0.065553
0.280776
normal
0
4.14134
27,673
79,447
4
2
6
0
1
0
0
352
11
0.174985
0.410277
probe
1
12.375138
2,883,279
51,175
3
1
4
1
1
0
0
278
70
0.939019
0.214667
dos
1
47.334227
43,642
72,828
0
2
0
0
1
0
0
58
23
0.152599
0.607413
normal
0
9.099612
1,162
29,142
0
0
2
2
1
0
0
373
59
0.19121
0.097651
normal
0
63.421608
39,995
92,064
0
2
1
1
1
0
0
159
56
0.163349
0.085822
normal
0
2.573087
5,894,300
17,429
3
1
4
1
1
0
0
317
7
0.540341
0.925207
dos
1
44.671488
9,882
18,481
0
0
4
0
1
0
0
418
43
0.176033
0.83823
normal
0
26.84637
40,962
53,973
0
0
3
2
1
0
0
158
62
0.056483
0.196298
normal
0
8.856688
1,410,245
20,250
0
1
0
1
1
0
0
246
36
0.969073
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dos
1
4.362577
41,106
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2
2
23
0
1
0
0
82
59
0.114914
0.594037
probe
1
101.687274
30,179
88,129
0
2
2
2
1
0
0
203
48
0.153485
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normal
0
9.096858
2,498,186
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0
2
0
0
1
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0
291
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dos
1
15.65472
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0
1
2
0
1
0
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220
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normal
0
11.983663
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0
1
4
2
1
0
0
466
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dos
1
95.78856
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449
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normal
0
12.280376
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0
2
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1
1
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1
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normal
0
2.407142
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0
2
4
1
1
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418
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dos
1
495.685785
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2
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0
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194
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normal
0
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1
1
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439
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normal
0
13.819743
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1
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0
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389
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dos
1
15.806693
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33,086
3
2
2
0
1
0
0
135
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dos
1
276.705218
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1
0
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378
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normal
0
224.520123
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2
1
1
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338
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normal
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0
1
1
1
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342
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normal
0
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0
2
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2
1
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477
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normal
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431
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normal
0
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0
2
3
2
1
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220
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normal
0
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1
1
7
1
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487
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probe
1
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1
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376
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normal
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1
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normal
0
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1
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334
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normal
0
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4
2
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r2l
1
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1
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1
1
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normal
0
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1
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21
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normal
0
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normal
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normal
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363
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normal
0
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3
1
5
2
0
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51
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probe
1
5.250723
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2
2
0
11
0
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264
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r2l
1
45.850942
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2
2
1
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0
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15
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normal
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3
1
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normal
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probe
1