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
68.257358
36,093
97,525
0
2
3
1
0
0
0
13
91
0.10697
0.441545
normal
0
7.377837
30,840
19,942
4
0
0
0
0
5
1
294
8
0.159409
0.974861
u2r
1
86.63285
11,328
67,320
0
2
2
2
1
0
0
324
25
0.120463
0.669837
normal
0
2.131629
5,456,842
2,916
4
0
2
0
0
0
0
409
22
0.914016
0.213607
dos
1
6.698592
39,955
68,980
3
1
0
5
0
0
0
192
88
0.098378
0.3015
r2l
1
1.110782
20,537
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0
4
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1
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170
35
0.02915
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normal
0
15.874972
8,926,582
94,955
1
1
4
1
1
0
0
104
45
0.706663
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dos
1
40.955001
35,574
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0
2
4
2
1
0
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174
3
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normal
0
1.438688
46,257
53,864
4
0
28
2
1
0
0
17
10
0.049245
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probe
1
101.70883
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0
0
3
1
1
0
0
6
62
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normal
0
23.876414
7,266
90,434
3
0
4
11
1
0
0
472
61
0.014674
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r2l
1
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21,722
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0
2
4
1
1
0
0
36
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normal
0
29.071818
12,746
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0
2
3
1
0
0
0
219
49
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normal
0
0.599104
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0
2
2
2
1
0
0
73
21
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dos
1
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0
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1
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463
83
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normal
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0
0
4
1
0
0
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57
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normal
0
104.138645
14,467
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0
1
1
1
0
0
0
18
85
0.089678
0.859572
normal
0
1.027085
8,479,869
37,009
0
0
0
0
0
0
0
445
37
0.843076
0.333461
dos
1
38.794406
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76,701
0
1
1
2
1
0
0
383
54
0.002485
0.180326
normal
0
67.270371
46,276
13,546
0
2
0
2
1
0
0
217
8
0.196272
0.485257
normal
0
291.344037
11,741
91,609
0
1
1
0
0
0
0
307
17
0.110015
0.822541
normal
0
291.03542
22,099
38,286
0
1
4
2
0
0
0
375
28
0.145731
0.82568
normal
0
36.745105
22,213
95,071
0
0
1
2
1
0
0
426
56
0.04361
0.344065
normal
0
166.066739
12,839
54,882
0
0
2
0
1
0
0
78
59
0.122437
0.636212
normal
0
90.126433
36,154
19,133
0
1
1
0
0
0
0
199
85
0.173987
0.700807
normal
0
370.844944
15,543
34,699
0
1
0
2
0
0
0
29
44
0.0299
0.092617
normal
0
64.934768
14,841
48,560
0
2
2
2
1
0
0
386
8
0.118414
0.221733
normal
0
4.290338
15,441
31,434
3
0
18
1
0
0
0
295
11
0.050524
0.389505
probe
1
146.160916
34,560
33,206
0
2
0
2
1
0
0
132
77
0.124603
0.168039
normal
0
68.802605
23,758
98,840
0
1
0
1
1
0
0
8
15
0.066629
0.95776
normal
0
158.782376
15,948
25,288
0
2
4
0
0
0
0
328
28
0.169896
0.853614
normal
0
30.251194
16,840
38,694
0
0
0
1
0
0
0
87
66
0.137305
0.852599
normal
0
24.932855
9,131,132
92,650
4
1
2
2
1
0
0
284
85
0.914131
0.736087
dos
1
55.367005
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0
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3
1
1
0
0
226
85
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normal
0
287.582983
18,108
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0
2
0
2
0
0
0
183
91
0.085157
0.651255
normal
0
69.463751
14,360
61,496
0
0
2
2
0
0
0
4
15
0.163778
0.049241
normal
0
100.856815
15,388
86,758
0
1
3
2
0
0
0
152
28
0.087984
0.992188
normal
0
97.859829
37,834
62,735
0
1
1
0
0
0
0
392
97
0.120126
0.272365
normal
0
14.222377
26,706
30,422
0
2
0
1
0
0
0
449
7
0.055191
0.703494
normal
0
49.478313
11,464
50,141
0
1
4
1
0
0
0
80
59
0.102106
0.087119
normal
0
51.156181
42,891
28,643
4
1
1
11
1
0
0
287
96
0.177559
0.697576
r2l
1
357.519721
4,053
48,311
0
0
4
1
0
0
0
408
44
0.101604
0.951778
normal
0
18.394416
24,544
15,650
0
0
2
2
0
0
0
317
67
0.180795
0.186362
normal
0
30.926259
27,977
65,837
3
2
26
1
1
0
0
26
3
0.143642
0.342023
probe
1
1.694374
6,022,380
98,550
0
1
3
1
0
0
0
76
80
0.73334
0.839007
dos
1
27.756867
2,670
18,447
0
0
4
0
0
0
0
364
85
0.177695
0.475207
normal
0
16.503367
2,227,809
66,894
1
2
2
0
1
0
0
319
73
0.927209
0.430392
dos
1
3.022288
16,576
94,418
4
0
9
1
0
0
0
383
3
0.170519
0.468493
probe
1
26.210125
10,492
58,953
0
2
2
0
1
0
0
436
94
0.043907
0.227466
normal
0
25.820439
32,266
30,068
0
2
4
0
0
0
0
45
52
0.162285
0.686465
normal
0
150.431233
12,741
57,283
0
1
3
0
1
0
0
274
8
0.05886
0.711688
normal
0
7.277691
25,554
77,329
0
2
1
19
1
0
0
122
29
0.17638
0.708643
r2l
1
39.098983
21,187
17,429
0
2
0
0
0
0
0
312
54
0.099663
0.14039
normal
0
116.472651
40,609
60,599
0
0
2
0
1
0
0
335
78
0.191988
0.667767
normal
0
10.249891
34,764
26,114
2
2
19
1
0
0
0
164
23
0.015829
0.96852
probe
1
263.042625
25,658
42,475
0
2
2
1
1
0
0
346
28
0.003782
0.486124
normal
0
111.749656
35,832
4,601
0
0
2
2
1
0
0
294
57
0.195009
0.073203
normal
0
162.291256
31,228
77,434
0
0
0
0
0
0
0
182
92
0.019077
0.449011
normal
0
5.061357
9,402
83,698
0
0
3
1
1
0
0
330
29
0.14242
0.323299
normal
0
10.264881
6,454
74,164
1
0
21
2
1
0
0
408
80
0.09484
0.506735
probe
1
74.99553
24,552
90,914
0
1
1
1
0
0
0
149
22
0.155179
0.532293
normal
0
17.853573
8,293,339
23,656
2
1
1
1
0
0
0
199
66
0.824711
0.261257
dos
1
30.439426
30,390
23,759
0
2
1
0
0
0
0
173
9
0.138525
0.578452
normal
0
86.755962
12,102
98,260
0
0
1
1
0
0
0
390
4
0.011634
0.39407
normal
0
10.123641
26,223
54,932
3
1
1
6
1
0
0
367
57
0.177385
0.958577
r2l
1
3.373545
35,786
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0
2
4
0
0
0
0
174
87
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0.159214
normal
0
83.794542
21,608
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0
1
2
1
1
0
0
438
24
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normal
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2
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289
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normal
0
2.663752
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3
1
25
1
1
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405
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probe
1
97.582709
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normal
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405
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normal
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306
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normal
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normal
0
13.955812
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1
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1
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317
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dos
1
63.510427
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normal
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330.931111
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252
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normal
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43.445543
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116
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normal
0
134.816786
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414
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normal
0
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1
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r2l
1
71.080841
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28
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normal
0
27.511715
826
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0
1
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1
1
3
0
240
3
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u2r
1
39.914902
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1
3
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1
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normal
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63.824342
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74
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normal
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5.96274
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2
12
1
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probe
1
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normal
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dos
1
11.912077
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55
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u2r
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normal
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normal
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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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2
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250
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dos
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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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