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
36.820596
49,512
75,209
0
0
1
2
0
0
0
391
6
0.064714
0.905497
normal
0
0.116947
2,051
87,558
4
0
0
18
1
0
0
439
93
0.192127
0.644747
r2l
1
33.785456
4,369,316
19,499
1
2
1
1
1
0
0
331
86
0.754738
0.082391
dos
1
6.415612
39,021
31,804
0
2
4
0
0
5
1
121
78
0.019235
0.312129
u2r
1
40.440247
48,168
22,041
0
2
2
1
1
0
0
306
43
0.052781
0.703232
normal
0
1.360536
41,147
1,386
4
0
3
18
0
0
0
332
78
0.067889
0.060545
r2l
1
86.699393
22,967
70,776
0
2
0
2
1
0
0
166
41
0.031404
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normal
0
15.74806
11,681
80,368
0
2
3
0
0
0
0
385
43
0.169169
0.75093
normal
0
37.145306
27,970
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0
0
0
0
1
0
0
328
36
0.00471
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normal
0
25.031878
2,834
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0
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1
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1
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81
36
0.0351
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normal
0
49.480992
2,356
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0
2
3
2
1
0
0
308
14
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normal
0
72.563749
35,837
14,606
0
1
2
0
1
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0
21
55
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normal
0
70.67652
48,845
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0
2
0
2
0
0
0
127
69
0.182382
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normal
0
140.455478
10,602
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0
1
3
2
1
0
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260
89
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normal
0
20.969916
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0
2
0
0
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0
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305
73
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normal
0
292.756589
36,145
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0
1
4
1
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412
70
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normal
0
41.983553
44,628
21,681
0
0
4
0
1
0
0
485
64
0.159085
0.681816
normal
0
6.700913
9,930,746
18,548
1
0
3
2
1
0
0
351
87
0.676785
0.137985
dos
1
10.575348
7,358,228
83,619
2
2
4
1
1
0
0
470
32
0.549872
0.131916
dos
1
163.740861
40,788
60,412
0
0
2
0
1
0
0
265
79
0.066152
0.755646
normal
0
47.557394
1,588
34,546
0
2
3
1
1
0
0
309
74
0.08964
0.612829
normal
0
137.376113
26,334
15,524
0
2
1
2
1
0
0
48
50
0.15272
0.041315
normal
0
36.400213
1,281,279
53,421
3
0
3
0
1
0
0
474
41
0.736918
0.582121
dos
1
145.587454
10,907
61,046
0
1
1
0
1
0
0
255
58
0.042539
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normal
0
3.479487
44,077
17,132
0
2
4
1
0
0
0
45
59
0.012398
0.198961
normal
0
175.65984
42,191
39,066
0
1
3
0
0
0
0
97
8
0.183724
0.105588
normal
0
148.935068
35,055
54,930
0
1
2
1
1
0
0
228
37
0.16834
0.082932
normal
0
110.651414
21,694
31,314
0
0
4
1
1
0
0
101
40
0.119503
0.655518
normal
0
0.3536
1,909,243
50,959
3
2
4
2
1
0
0
408
59
0.528004
0.015053
dos
1
388.369777
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0
0
4
0
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0
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440
55
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normal
0
56.407326
9,888
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0
2
1
1
0
0
0
436
92
0.075865
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normal
0
1.472019
9,735,569
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3
1
1
1
1
0
0
377
31
0.973459
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dos
1
11.634754
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4
2
2
1
1
0
0
192
27
0.870752
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dos
1
4.754628
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0
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1
1
1
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4
12
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normal
0
34.849479
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0
0
0
2
0
0
0
457
21
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normal
0
88.401667
19,535
62,557
0
0
0
0
0
0
0
207
50
0.01215
0.636008
normal
0
32.961874
33,651
97,725
4
0
3
6
1
0
0
417
91
0.071082
0.2105
r2l
1
115.643818
43,271
78,936
0
2
4
2
1
0
0
133
92
0.163386
0.74753
normal
0
6.227861
40,006
35,595
3
2
0
3
1
0
0
446
96
0.183849
0.627335
r2l
1
54.548467
25,708
30,968
0
0
1
2
0
0
0
474
8
0.079579
0.850851
normal
0
230.396556
7,259
90,292
0
2
2
0
1
0
0
387
38
0.06028
0.42277
normal
0
8.320655
38,353
54,332
0
2
1
1
1
0
0
224
19
0.100543
0.292148
normal
0
183.328899
45,229
91,282
0
2
4
2
0
0
0
181
84
0.057354
0.465331
normal
0
176.359861
49,489
32,374
0
1
4
0
1
0
0
106
35
0.024877
0.961211
normal
0
38.859899
12,175
84,663
0
2
0
1
1
0
0
432
76
0.196908
0.809396
normal
0
35.484118
43,045
5,896
0
0
0
2
0
0
0
277
32
0.050038
0.823205
normal
0
12.005955
39,926
96,536
2
0
1
12
1
0
0
309
42
0.073979
0.69683
r2l
1
166.809357
48,752
30,261
0
2
3
2
0
0
0
1
61
0.065588
0.386331
normal
0
7.574609
2,659,514
83,055
3
1
1
2
0
0
0
410
64
0.719051
0.450428
dos
1
40.006341
1,562
83,630
0
1
0
2
1
0
0
155
72
0.123184
0.074752
normal
0
89.793608
30,276
86,706
0
1
3
1
0
0
0
484
68
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normal
0
14.958323
29,887
56,436
0
0
3
0
1
0
0
47
65
0.185284
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normal
0
63.257666
9,513
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0
0
0
0
1
0
0
33
39
0.131729
0.33193
normal
0
1.012032
29,911
23,578
4
2
1
15
1
0
0
213
28
0.075404
0.494951
r2l
1
17.297237
18,150
69,039
0
2
2
2
1
0
0
222
45
0.068622
0.606968
normal
0
294.813596
11,728
94,062
0
2
0
0
1
0
0
300
15
0.018672
0.050338
normal
0
173.871962
39,164
57,022
0
1
1
0
1
0
0
341
45
0.082039
0.143505
normal
0
358.324641
34,524
23,402
0
2
2
0
0
0
0
57
52
0.187507
0.853036
normal
0
19.793736
33,999
48,802
0
2
4
2
0
0
0
16
75
0.092379
0.859012
normal
0
5.246994
9,434,149
40,863
3
2
4
0
1
0
0
293
47
0.659359
0.0519
dos
1
3.706008
726,727
73,165
2
2
4
0
1
0
0
393
36
0.920888
0.074093
dos
1
128.990045
155
88,069
0
2
2
1
1
0
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157
19
0.091302
0.321465
normal
0
103.309058
20,007
23,230
0
0
3
2
1
0
0
404
27
0.039521
0.429742
normal
0
19.60945
24,043
32,752
0
0
4
0
1
0
0
392
12
0.002397
0.720844
normal
0
156.611488
19,146
68,594
0
1
4
1
1
0
0
206
55
0.054088
0.894978
normal
0
35.552633
3,379
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1
3
1
1
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431
11
0.157145
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normal
0
14.502065
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0
1
2
2
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0
230
83
0.021223
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normal
0
54.915535
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425
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normal
0
9.537702
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3
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298
1
0.142509
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normal
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30.549805
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2
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2
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7
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normal
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46.415414
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60
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normal
0
190.962569
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2
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41
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normal
0
157.285886
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1
1
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0
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401
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normal
0
21.388724
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3
2
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202
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dos
1
128.944013
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421
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normal
0
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318
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normal
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243
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normal
0
4.246059
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2
0
8
1
1
0
0
376
68
0.041004
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probe
1
115.042937
41,299
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0
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1
1
1
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217
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normal
0
96.520381
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87
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normal
0
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1
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300
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normal
0
6.277157
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4
1
2
1
1
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373
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dos
1
10.630081
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1
1
10
1
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488
26
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r2l
1
203.313686
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2
1
1
1
0
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238
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normal
0
2.92368
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1
2
19
0
1
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292
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probe
1
25.130509
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1
2
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17
1
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489
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r2l
1
11.084887
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3
2
20
0
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192
27
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probe
1
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498
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normal
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normal
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normal
0
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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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dos
1
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dos
1
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2
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29
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normal
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1
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dos
1
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normal
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dos
1