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
177.476684
11,866
94,220
0
1
3
1
0
0
0
283
90
0.056637
0.299605
normal
0
15.956327
36,092
59,668
0
0
2
1
0
0
0
112
79
0.164678
0.598322
normal
0
79.333937
17,724
81,824
0
1
0
2
1
0
0
415
63
0.121968
0.246023
normal
0
124.216144
15,948
99,219
0
0
4
0
0
0
0
164
3
0.12568
0.546884
normal
0
197.037353
47,475
91,004
0
2
0
2
1
0
0
290
31
0.068085
0.873929
normal
0
5.306577
15,859
22,755
0
1
15
1
1
0
0
301
88
0.09965
0.89289
probe
1
6.420899
3,121,075
7,313
0
2
2
1
0
0
0
464
50
0.572973
0.989171
dos
1
105.793609
36,361
76,524
0
1
4
0
0
0
0
43
55
0.097161
0.983285
normal
0
56.84902
31,080
28,965
0
1
2
2
0
0
0
343
97
0.089145
0.521662
normal
0
11.890759
3,690
19,199
0
1
2
2
1
0
0
342
63
0.193813
0.310322
normal
0
123.696853
25,392
47,384
0
2
0
0
1
0
0
308
59
0.016074
0.927671
normal
0
492.500423
8,555
87,205
0
2
4
1
1
0
0
132
27
0.172528
0.239396
normal
0
133.469137
7,044
46,222
0
1
0
1
0
0
0
131
25
0.018987
0.386548
normal
0
1.68523
33,185
976
0
1
1
0
1
0
0
463
80
0.089522
0.997557
normal
0
68.569497
27,200
17,133
0
1
1
0
1
0
0
289
6
0.03724
0.251606
normal
0
95.359453
740
69,091
0
1
1
0
0
0
0
315
10
0.137006
0.626323
normal
0
117.013257
958
56,732
0
2
0
2
0
0
0
264
26
0.124019
0.179538
normal
0
6.835367
37,111
21,183
0
0
0
18
0
0
0
124
6
0.048316
0.202847
r2l
1
9.396174
3,460,301
19,399
1
0
1
1
1
0
0
206
21
0.746572
0.104218
dos
1
25.277878
42,530
11,818
0
1
0
0
0
0
0
100
22
0.076128
0.047033
normal
0
12.615939
15,537
41,228
2
1
12
2
0
0
0
166
47
0.078125
0.806751
probe
1
119.292231
25,650
96,464
0
0
3
2
1
0
0
191
73
0.016168
0.858702
normal
0
3.92782
25,961
68,564
1
0
16
0
1
0
0
142
40
0.044448
0.039357
probe
1
0.256989
7,940,105
91,123
1
1
2
1
1
0
0
228
47
0.896271
0.742181
dos
1
255.011958
29,029
70,775
0
1
4
0
0
0
0
220
83
0.067967
0.162865
normal
0
218.467039
1,119
83,168
0
0
4
2
1
0
0
174
38
0.064546
0.339332
normal
0
51.944002
24,384
76,935
0
2
4
1
0
0
0
223
28
0.183417
0.090497
normal
0
3.906024
11,914
93,083
0
1
1
2
1
0
0
427
77
0.000742
0.25733
normal
0
4.971283
45,403
58,066
0
0
3
2
1
0
0
257
52
0.054314
0.513369
normal
0
33.3961
49,244
99,709
0
2
3
2
0
0
0
176
87
0.085334
0.956947
normal
0
99.18827
10,204
88,074
0
0
0
0
1
0
0
415
93
0.117446
0.499839
normal
0
4.644504
101,803
15,369
2
1
2
2
1
0
0
478
12
0.52728
0.889104
dos
1
2.343169
5,473
16,698
0
0
2
0
0
8
1
332
24
0.082731
0.054938
u2r
1
126.330878
32,471
54,148
0
1
3
0
1
0
0
462
24
0.015032
0.46846
normal
0
1.92157
13,334
46,547
0
2
0
0
0
0
0
357
69
0.074843
0.069697
normal
0
11.10272
6,457
31,635
0
2
3
2
1
0
0
326
9
0.154427
0.290722
normal
0
44.548032
21,695
65,115
0
1
1
2
1
0
0
444
97
0.158108
0.048358
normal
0
2.207766
45,699
29,316
0
1
9
2
0
0
0
158
35
0.166542
0.366797
probe
1
7.830759
7,872
32,367
0
1
4
1
0
0
0
250
19
0.103935
0.427453
normal
0
102.433372
14,667
45,250
0
2
4
1
0
0
0
17
92
0.11327
0.342977
normal
0
168.921991
36,769
54,685
0
0
3
1
0
0
0
439
57
0.055431
0.616392
normal
0
139.685658
28,784
36,438
0
1
4
1
1
0
0
77
1
0.07345
0.530093
normal
0
169.848652
11,808
57,200
0
2
3
1
0
0
0
250
49
0.076405
0.225424
normal
0
3.856786
2,097,944
18,293
3
2
2
2
1
0
0
432
58
0.788244
0.213754
dos
1
132.93294
49,084
12,288
0
0
1
2
1
0
0
166
40
0.169572
0.466892
normal
0
31.71504
5,034
69,999
0
1
0
2
0
0
0
464
92
0.010924
0.24468
normal
0
496.299383
2,766
72,310
0
0
0
0
1
0
0
48
62
0.184916
0.570759
normal
0
26.467155
2,553
32,509
1
1
12
0
1
0
0
313
75
0.17514
0.986298
probe
1
2.516987
20,236
11,454
3
1
25
2
1
0
0
156
21
0.106146
0.016016
probe
1
34.097291
41,347
45,855
0
1
1
2
0
0
0
332
84
0.134621
0.381513
normal
0
370.226586
2,573
96,883
0
0
3
2
1
0
0
420
7
0.162609
0.763795
normal
0
444.719164
49,687
19,654
0
2
3
2
1
0
0
464
1
0.159262
0.270232
normal
0
158.422714
25,665
61,674
0
2
2
0
0
0
0
12
21
0.122322
0.487082
normal
0
0.843025
22,708
25,829
3
2
13
0
1
0
0
449
7
0.191693
0.23264
probe
1
73.409955
28,235
60,641
0
2
4
2
0
0
0
275
16
0.170287
0.69485
normal
0
352.746989
35,273
99,757
0
1
2
2
1
0
0
198
54
0.005506
0.121942
normal
0
118.948757
31,521
98,499
0
0
4
2
1
0
0
262
63
0.112273
0.778357
normal
0
289.552733
41,314
54,738
0
1
0
1
0
0
0
210
75
0.007054
0.488513
normal
0
38.060295
30,648
8,981
0
1
4
2
1
0
0
128
52
0.080636
0.190289
normal
0
19.170242
3,966,274
11,259
0
0
4
2
1
0
0
48
86
0.563081
0.515583
dos
1
192.912399
34,702
36,321
0
1
0
2
1
0
0
28
14
0.086678
0.950222
normal
0
16.234826
39,910
41,772
0
0
1
1
1
0
0
76
2
0.061704
0.842657
normal
0
291.743622
28,937
30,380
0
1
3
1
1
0
0
159
20
0.179869
0.984458
normal
0
70.820875
20,835
35,348
0
2
3
2
0
0
0
91
68
0.174439
0.32985
normal
0
260.929884
16,906
91,643
0
1
2
1
1
0
0
110
94
0.059749
0.983211
normal
0
41.06678
46,392
24,549
0
1
2
1
1
0
0
177
42
0.121268
0.393309
normal
0
1.61941
260,330
33,172
0
1
1
0
1
0
0
200
28
0.898695
0.524622
dos
1
65.947089
38,801
92,859
0
1
2
2
0
0
0
11
21
0.063027
0.643031
normal
0
98.565054
48,086
8,144
0
1
3
0
1
0
0
263
12
0.015565
0.947702
normal
0
70.193063
42,955
19,228
0
0
4
2
0
0
0
252
97
0.163322
0.821229
normal
0
341.475743
31,344
67,872
0
2
4
2
1
0
0
342
55
0.006881
0.739361
normal
0
29.292677
15,511
40,614
3
2
2
6
1
0
0
276
3
0.059356
0.295734
r2l
1
2.831821
7,093,818
14,013
1
0
3
2
0
0
0
147
99
0.888235
0.540639
dos
1
240.436228
38,940
65,625
0
0
0
1
0
0
0
2
19
0.105839
0.761526
normal
0
34.818216
26,024
86,982
0
1
0
1
1
0
0
497
1
0.04933
0.582152
normal
0
46.458649
654
29,996
0
1
4
0
1
0
0
493
97
0.07295
0.190532
normal
0
10.772297
49,258
30,137
0
1
3
1
0
0
0
27
94
0.058193
0.585242
normal
0
230.225035
18,249
93,685
0
0
4
0
1
0
0
120
1
0.027204
0.631861
normal
0
33.702922
2,191
75,345
0
1
3
1
0
0
0
409
4
0.062928
0.535152
normal
0
29.964348
27,849
30,080
0
0
0
0
0
0
0
302
4
0.15048
0.681226
normal
0
252.901652
37,698
52,746
0
1
2
2
1
0
0
331
75
0.176548
0.468132
normal
0
8.969543
2,617,755
75,253
1
0
1
2
0
0
0
9
4
0.555169
0.695792
dos
1
15.207824
9,103
79,096
0
2
2
1
1
0
0
90
16
0.035108
0.414545
normal
0
146.674333
7,563
91,807
0
0
3
2
1
0
0
223
81
0.198277
0.405739
normal
0
3.565117
7,829,610
28,266
0
1
4
2
1
0
0
489
96
0.618152
0.621906
dos
1
8.176468
8,609
32,688
0
0
4
2
1
0
0
177
85
0.153573
0.855352
normal
0
174.41986
29,966
44,122
0
1
0
1
0
0
0
241
41
0.04871
0.790893
normal
0
79.279085
12,605
90,864
0
1
0
2
0
0
0
312
34
0.086341
0.668644
normal
0
110.623361
24,566
715
0
1
2
2
0
0
0
459
1
0.131489
0.759932
normal
0
11.344254
7,020,455
15,163
1
1
2
2
1
0
0
12
64
0.820419
0.327402
dos
1
10.803768
4,406,199
18,825
4
1
1
0
0
0
0
445
20
0.809435
0.59249
dos
1
3.469276
42,276
90,059
0
2
3
2
1
0
0
446
23
0.187268
0.317965
normal
0
143.845845
38,967
38,036
0
2
2
2
1
0
0
43
72
0.017986
0.784562
normal
0
3.391227
19,084
51,973
0
1
2
0
0
0
0
394
14
0.129713
0.183026
normal
0
60.751982
35,962
48,805
0
0
0
1
0
0
0
410
39
0.100673
0.014864
normal
0
16.365486
48,925
24,444
0
0
3
1
1
0
0
9
47
0.14167
0.736811
normal
0
26.132971
35,131
91,763
3
2
22
0
0
0
0
274
73
0.052291
0.062495
probe
1
37.638347
33,934
55,303
0
2
1
0
0
0
0
281
74
0.001276
0.380444
normal
0
2.972977
28,108
23,780
2
1
2
12
0
0
0
466
40
0.001832
0.620617
r2l
1
55.992963
2,890
16,033
0
0
2
2
0
0
0
235
73
0.179962
0.990676
normal
0