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
70.066274
20,293
56,326
0
2
3
0
1
0
0
326
25
0.054146
0.977291
normal
0
2.202365
30,394
67,018
4
1
2
9
0
0
0
346
64
0.130262
0.59106
r2l
1
171.08343
9,885
22,710
0
2
3
1
1
0
0
396
23
0.097223
0.368529
normal
0
160.103895
14,406
39,309
0
1
2
2
0
0
0
131
59
0.114832
0.112134
normal
0
0.23378
6,039,469
32,781
0
0
4
2
1
0
0
345
86
0.8636
0.691129
dos
1
0.524852
15,117
6,243
3
1
15
0
1
0
0
233
25
0.088421
0.111021
probe
1
30.84748
9,296,193
49,907
1
2
2
2
1
0
0
187
1
0.822634
0.44902
dos
1
1.534848
3,405,229
8,360
0
2
2
2
1
0
0
436
33
0.666862
0.933843
dos
1
295.387603
2,024
15,706
0
1
4
0
0
0
0
260
97
0.109957
0.800628
normal
0
0.703433
1,563,518
70,360
3
0
3
2
1
0
0
151
14
0.655365
0.704884
dos
1
80.387869
23,497
49,391
0
1
3
0
1
0
0
184
1
0.100069
0.18882
normal
0
7.110591
36,310
35,055
4
0
9
2
0
0
0
193
53
0.153837
0.52183
probe
1
454.357122
30,837
15,068
0
2
0
2
1
0
0
324
55
0.121182
0.973512
normal
0
30.278487
1,992,774
99,613
1
2
4
1
0
0
0
465
24
0.879536
0.571808
dos
1
94.906818
5,682
88,398
0
1
2
0
1
0
0
9
12
0.185872
0.080602
normal
0
140.416114
41,121
13,877
0
0
3
1
1
0
0
146
13
0.157568
0.521192
normal
0
26.414649
8,454
16,826
0
2
3
1
1
0
0
401
23
0.047371
0.182199
normal
0
6.068967
4,176,064
41,684
2
0
3
1
0
0
0
337
68
0.860031
0.052443
dos
1
142.5371
14,614
17,291
0
1
1
1
1
0
0
147
34
0.022951
0.906435
normal
0
42.29747
49,119
26,993
0
0
0
0
0
0
0
104
27
0.068657
0.597751
normal
0
14.510711
42,143
58,487
0
0
3
2
0
0
0
405
96
0.008366
0.158869
normal
0
37.815795
13,639
24,650
0
2
1
1
0
0
0
482
91
0.113465
0.19994
normal
0
2.638368
49,490
2,470
1
0
10
0
1
0
0
479
59
0.01614
0.162691
probe
1
335.893302
43,675
65,605
0
0
2
2
1
0
0
348
65
0.17957
0.69617
normal
0
29.038567
11,085
15,170
0
2
3
14
1
0
0
214
53
0.079385
0.659633
r2l
1
75.68462
14,519
86,760
0
2
0
1
0
0
0
120
12
0.172482
0.097291
normal
0
346.968412
36,654
39,182
0
1
3
0
0
0
0
240
7
0.097915
0.469047
normal
0
1.217609
9,526,692
45,025
1
2
0
1
0
0
0
244
62
0.957746
0.267891
dos
1
71.744163
11,404
57,475
0
0
1
2
0
0
0
100
71
0.0522
0.155378
normal
0
236.105816
41,497
91,233
0
1
0
2
1
0
0
98
51
0.110741
0.421508
normal
0
51.802591
25,204
12,389
0
2
4
0
1
0
0
245
80
0.022611
0.544883
normal
0
1.511544
7,731,310
89,515
3
2
0
2
1
0
0
203
92
0.863969
0.015449
dos
1
26.484898
47,740
83,048
0
2
2
2
1
0
0
199
51
0.184423
0.454355
normal
0
13.084916
45,537
66,133
4
1
1
0
1
4
1
381
46
0.036384
0.582736
u2r
1
1.799287
40,128
38,329
4
1
0
3
1
0
0
443
50
0.109468
0.61901
r2l
1
107.572867
25,914
8,863
0
2
3
0
1
0
0
182
56
0.099263
0.220073
normal
0
115.860425
28,652
53,882
0
1
4
0
1
0
0
342
63
0.000183
0.1284
normal
0
2.25758
32,539
86,939
0
0
2
1
1
0
0
379
44
0.12958
0.933294
normal
0
5.555456
10,556
38,873
0
0
0
2
0
0
0
277
98
0.136172
0.904267
normal
0
76.073617
24,826
20,099
0
1
0
0
1
0
0
427
9
0.037636
0.217066
normal
0
21.200022
46,553
85,257
0
2
2
1
1
0
0
39
37
0.09308
0.727331
normal
0
100.112385
34,661
2,899
0
1
2
0
0
0
0
203
86
0.18381
0.529154
normal
0
4.829927
39,824
51,460
0
1
28
0
0
0
0
327
50
0.198734
0.744755
probe
1
20.527361
9,842,728
31,696
3
2
3
1
0
0
0
3
76
0.562507
0.790025
dos
1
4.511877
6,159,211
95,665
0
2
3
1
0
0
0
487
71
0.948126
0.461863
dos
1
102.121664
45,577
18,847
0
0
3
2
0
0
0
47
90
0.190937
0.919766
normal
0
176.89768
29,417
87,394
0
0
0
1
0
0
0
484
37
0.186
0.532089
normal
0
625.088502
10,259
44,492
0
1
1
1
1
0
0
82
70
0.064752
0.118629
normal
0
1.951773
24,591
35,516
1
0
0
1
1
7
0
71
91
0.078556
0.759101
u2r
1
81.531201
306
38,272
0
2
1
2
0
0
0
158
27
0.079971
0.800835
normal
0
4.988327
35,690
76,318
1
2
11
2
1
0
0
243
29
0.15926
0.897657
probe
1
114.396288
25,509
13,586
0
0
0
2
1
0
0
304
34
0.192917
0.9143
normal
0
277.505232
44,833
11,222
0
1
3
2
0
0
0
475
95
0.057884
0.629403
normal
0
9.103807
4,078,602
93,493
4
0
0
2
0
0
0
169
61
0.640446
0.124572
dos
1
29.570836
20,805
96,127
0
2
3
0
1
0
0
66
93
0.198047
0.517518
normal
0
1.431646
48,833
56,225
0
0
22
2
1
0
0
466
86
0.098326
0.415469
probe
1
1.171423
14,214
26,287
3
0
11
1
1
0
0
21
71
0.163583
0.797249
probe
1
52.18217
22,733
47,919
0
2
1
1
1
0
0
448
57
0.083182
0.221958
normal
0
6.474722
19,631
78,267
0
1
3
1
1
0
0
158
73
0.146976
0.140643
normal
0
207.904155
37,479
57,515
0
2
4
2
1
0
0
491
18
0.104058
0.359672
normal
0
14.661465
31,767
29,601
1
0
13
1
1
0
0
138
12
0.143856
0.096292
probe
1
40.211217
12,574
93,149
0
2
4
2
0
0
0
25
83
0.018642
0.305533
normal
0
42.156854
41,002
19,785
0
1
3
1
1
0
0
232
99
0.027681
0.696814
normal
0
34.28442
47,735
56,907
0
1
0
0
0
0
0
102
67
0.032461
0.598269
normal
0
2.79839
7,369,707
99,531
1
1
0
2
1
0
0
298
32
0.80362
0.164074
dos
1
41.104317
45,094
84,336
0
1
0
1
0
0
0
19
72
0.134961
0.451753
normal
0
5.441623
8,765,216
80,765
3
0
4
1
1
0
0
205
66
0.723166
0.251922
dos
1
39.833635
45,803
66,257
1
0
15
1
0
0
0
245
10
0.015571
0.415259
probe
1
112.227388
18,549
10,520
0
0
2
1
1
0
0
116
57
0.110602
0.284968
normal
0
34.878741
20,864
32,432
0
0
0
0
0
0
0
165
99
0.035087
0.051832
normal
0
27.025038
48,529
25,654
2
1
3
6
0
0
0
153
11
0.048201
0.710787
r2l
1
183.337027
44,039
93,496
0
1
2
2
1
0
0
69
92
0.193694
0.597731
normal
0
16.005831
13,401
76,693
0
0
10
0
1
0
0
260
80
0.145285
0.67695
probe
1
8.153252
27,628
11,741
0
0
3
2
1
0
0
18
51
0.021243
0.717818
normal
0
81.231383
46,923
91,647
0
2
0
2
1
0
0
238
41
0.157612
0.704706
normal
0
5.98063
49,189
8,604
4
1
24
0
1
0
0
228
37
0.12315
0.938558
probe
1
23.751256
24,669
96,303
0
0
1
2
1
0
0
498
95
0.06148
0.837715
normal
0
136.735535
6,500
3,687
0
0
3
2
0
0
0
76
27
0.083693
0.564234
normal
0
103.920265
42,302
33,794
0
0
2
0
0
0
0
145
32
0.061927
0.122598
normal
0
256.771366
10,983
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0
0
4
0
1
0
0
239
32
0.12385
0.001931
normal
0
18.507037
26,643
19,219
0
0
4
1
0
0
0
358
72
0.079273
0.079543
normal
0
139.180659
18,888
71,331
0
1
0
1
1
0
0
213
3
0.07479
0.864185
normal
0
9.290505
49,507
33,357
4
2
1
5
1
0
0
15
62
0.177035
0.893475
r2l
1
83.308168
27,331
10,769
0
2
4
0
1
0
0
273
78
0.021494
0.624397
normal
0
80.272801
30,069
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0
2
0
2
1
0
0
145
77
0.100459
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normal
0
49.165235
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51,186
0
1
1
0
1
0
0
304
76
0.066495
0.91565
normal
0
0.454109
5,384,675
54,337
4
0
4
2
1
0
0
206
82
0.64754
0.102352
dos
1
0.438022
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0
2
2
2
1
0
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157
3
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normal
0
45.944441
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2
0
4
14
1
0
0
289
5
0.097597
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r2l
1
24.481871
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5,077
0
2
4
0
1
0
0
383
73
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normal
0
136.062123
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0
1
4
1
1
0
0
192
5
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normal
0
4.402235
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0
2
4
2
0
0
0
35
39
0.167004
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normal
0
178.114414
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16,019
0
2
0
1
0
0
0
79
62
0.137371
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normal
0
182.072841
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0
0
3
1
0
0
0
209
47
0.100138
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normal
0
178.895947
32,895
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0
0
2
1
1
0
0
140
53
0.093891
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normal
0
2.928742
7,316,648
81,152
1
2
3
1
1
0
0
177
79
0.700373
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dos
1
99.535158
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17,885
0
1
0
1
0
0
0
437
51
0.179401
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normal
0
1.447157
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58,962
0
1
4
2
1
0
0
427
86
0.035104
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normal
0
188.362868
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67,200
0
0
1
2
0
0
0
389
95
0.088334
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normal
0
7.885313
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3
2
1
2
1
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0
79
85
0.550429
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dos
1