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
11.547648
314,691
30,222
2
1
4
2
0
0
0
218
67
0.663484
0.508071
dos
1
97.599552
40,470
79,070
0
1
2
1
1
0
0
423
13
0.029878
0.289297
normal
0
4.105529
6,422,353
63,396
1
2
0
2
1
0
0
202
18
0.662905
0.736086
dos
1
9.653538
1,907,821
51,900
4
0
0
1
0
0
0
102
8
0.950012
0.956916
dos
1
65.839525
10,042
24,977
0
0
2
1
1
0
0
466
32
0.026349
0.878035
normal
0
231.47929
10,001
98,091
0
1
4
1
1
0
0
284
4
0.170445
0.577662
normal
0
71.295829
3,781
73,050
0
2
3
1
0
0
0
425
43
0.034936
0.752115
normal
0
107.989375
8,828
851
0
1
1
0
1
0
0
200
83
0.122078
0.595279
normal
0
609.434858
41,210
3,868
0
0
2
1
0
0
0
40
82
0.011922
0.540234
normal
0
15.895569
10,047
11,370
0
2
4
2
1
0
0
253
48
0.118947
0.076025
normal
0
133.457192
19,034
74,070
0
1
2
0
0
0
0
4
53
0.087895
0.552837
normal
0
1.294507
48,815
15,683
0
1
28
0
1
0
0
143
56
0.140287
0.725545
probe
1
182.552123
17,371
67,322
0
1
0
0
1
0
0
149
76
0.085597
0.559334
normal
0
90.746326
44,055
78,399
0
1
3
1
0
0
0
335
13
0.10614
0.61117
normal
0
278.319777
37,706
3,748
0
1
4
0
0
0
0
51
65
0.153981
0.121401
normal
0
200.959167
19,046
88,629
0
1
0
2
1
0
0
60
51
0.127088
0.102712
normal
0
7.782321
26,284
99,642
0
0
1
0
1
0
0
238
47
0.08963
0.464587
normal
0
14.769122
7,890
38,074
0
2
2
0
1
0
0
76
18
0.168867
0.039077
normal
0
91.922235
47,538
52,022
0
2
4
0
1
0
0
197
99
0.160296
0.853218
normal
0
2.327832
956,688
30,122
0
0
4
2
0
0
0
67
91
0.828478
0.028663
dos
1
7.750044
4,329,584
82,611
0
2
0
1
1
0
0
455
53
0.916829
0.059833
dos
1
13.852582
48,482
36,646
0
1
0
1
1
0
0
458
51
0.040378
0.747915
normal
0
6.803839
8,043,690
3,916
4
2
1
1
1
0
0
450
38
0.594471
0.315982
dos
1
5.73821
5,251,254
33,426
3
0
0
2
0
0
0
267
88
0.884064
0.564242
dos
1
206.937481
2,999
57,527
0
0
4
0
0
0
0
290
18
0.062913
0.02617
normal
0
12.052856
31,396
95,907
1
1
3
17
0
0
0
45
59
0.186933
0.292923
r2l
1
1.352368
4,507,725
21,803
3
1
1
1
0
0
0
149
73
0.520693
0.543836
dos
1
1.612648
44,647
38,701
0
2
1
2
1
0
0
387
65
0.037236
0.214947
normal
0
4.881316
27,401
83,623
0
1
3
1
1
0
0
182
68
0.154102
0.648202
normal
0
79.815025
38,629
53,583
0
2
1
2
1
0
0
298
33
0.001787
0.756894
normal
0
518.958654
42,048
76,980
0
2
1
2
1
0
0
343
27
0.140391
0.346632
normal
0
6.307167
1,271,369
87,480
0
1
0
0
1
0
0
306
2
0.813483
0.288451
dos
1
42.216602
7,904
33,170
0
2
1
0
1
0
0
396
69
0.120016
0.668171
normal
0
5.745184
8,289,438
57,316
2
2
4
2
1
0
0
186
43
0.699164
0.672694
dos
1
4.990491
7,510,200
81,357
1
2
0
2
1
0
0
33
63
0.902856
0.215178
dos
1
104.037175
35,276
73,963
0
2
2
0
0
0
0
388
53
0.042167
0.187218
normal
0
10.683095
43,480
33,373
0
0
4
0
1
0
0
198
51
0.082027
0.970745
normal
0
63.000768
42,184
90,334
0
0
2
2
1
0
0
369
83
0.077652
0.718483
normal
0
109.983777
31,363
29,587
0
0
0
2
1
0
0
470
43
0.059
0.245732
normal
0
68.026281
30,265
53,162
0
2
4
0
1
0
0
457
15
0.063102
0.660364
normal
0
112.19738
14,566
33,390
0
1
0
1
0
0
0
160
90
0.140832
0.222038
normal
0
169.429015
22,080
60,678
0
0
2
0
1
0
0
257
22
0.059495
0.821958
normal
0
7.690261
7,642
50,985
0
2
16
1
1
0
0
248
19
0.162392
0.616631
probe
1
95.741026
34,287
92,221
0
0
1
1
1
0
0
102
4
0.182554
0.319798
normal
0
192.134613
38,563
58,596
0
0
3
2
1
0
0
427
20
0.173686
0.413639
normal
0
230.848816
24,610
24,814
0
0
3
1
1
0
0
186
23
0.169568
0.944328
normal
0
22.892384
8,085,196
71,381
4
0
0
2
1
0
0
228
45
0.713081
0.578214
dos
1
19.025279
1,835
5,708
0
2
0
0
0
0
0
261
58
0.068253
0.558946
normal
0
170.298187
45,196
23,085
0
0
1
2
0
0
0
419
70
0.141835
0.251669
normal
0
10.098785
46,360
23,283
2
2
3
12
1
0
0
440
48
0.013453
0.372674
r2l
1
264.438085
37,253
75,301
0
1
4
1
0
0
0
238
49
0.098807
0.865835
normal
0
2.314371
1,248
94,814
0
1
0
2
1
0
0
404
38
0.147337
0.552042
normal
0
254.174602
40,891
51,584
0
0
3
2
0
0
0
158
21
0.109069
0.703314
normal
0
8.654198
7,966,766
54,190
1
1
2
1
1
0
0
129
89
0.803907
0.384503
dos
1
149.050938
13,646
39,274
0
1
0
0
0
0
0
239
25
0.040373
0.89175
normal
0
50.831642
42,583
25,740
0
2
1
0
0
0
0
368
90
0.00639
0.367789
normal
0
479.346457
43,821
78,395
0
2
3
0
1
0
0
435
91
0.181143
0.263535
normal
0
7.371857
23,179
9,168
0
0
0
2
1
4
1
318
29
0.053096
0.687071
u2r
1
30.69922
9,002
41,919
0
1
1
0
0
0
0
100
86
0.064477
0.799037
normal
0
5.280227
25,636
21,955
0
1
1
0
1
0
0
438
41
0.024809
0.250145
normal
0
12.544572
13,210
64,566
4
2
23
1
1
0
0
50
82
0.071524
0.463228
probe
1
60.88599
12,001
44,138
0
0
1
0
1
0
0
475
24
0.072514
0.219428
normal
0
22.726683
104
35,102
3
1
0
16
1
0
0
314
15
0.158522
0.382024
r2l
1
3.447257
5,019
94,198
0
1
0
4
1
0
0
399
6
0.078477
0.569137
r2l
1
3.955995
24,793
85,344
4
0
18
0
0
0
0
66
7
0.173705
0.853031
probe
1
109.340164
19,275
55,181
0
2
3
1
0
0
0
265
54
0.112045
0.383499
normal
0
82.558473
29,432
11,476
0
2
3
0
1
0
0
251
54
0.190038
0.460422
normal
0
1.057156
7,493,117
48,725
2
2
2
1
1
0
0
424
29
0.828256
0.096446
dos
1
14.353285
13,612
64,388
0
1
3
0
1
6
1
32
57
0.03404
0.437356
u2r
1
20.57064
16,320
82,806
0
1
1
2
1
0
0
261
44
0.043902
0.72374
normal
0
21.187645
3,753,522
8,885
3
2
0
2
0
0
0
163
66
0.908036
0.557426
dos
1
7.779815
23,376
8,372
0
2
1
0
1
0
0
457
14
0.130381
0.888449
normal
0
46.849037
6,673
25,764
0
1
3
0
1
0
0
47
22
0.123108
0.578843
normal
0
68.915564
5,929
85,087
0
2
4
1
1
0
0
136
15
0.195974
0.548403
normal
0
12.379527
3,884,830
27,018
1
1
3
2
0
0
0
451
50
0.940203
0.654613
dos
1
317.09079
3,472
40,689
0
2
2
2
1
0
0
124
48
0.080508
0.799763
normal
0
40.165411
22,023
69,929
0
2
0
0
0
0
0
195
64
0.115136
0.029812
normal
0
7.308867
28,005
23,222
4
1
1
1
0
2
1
323
43
0.091442
0.715967
u2r
1
75.791532
27,384
33,957
0
0
3
2
0
0
0
353
13
0.132241
0.173167
normal
0
24.857666
25,861
44,695
0
2
0
0
1
0
0
275
43
0.083147
0.06323
normal
0
95.530558
40,121
5,004
0
0
1
0
1
0
0
176
1
0.085147
0.642817
normal
0
341.660076
28,022
30,473
0
0
3
1
0
0
0
480
80
0.141399
0.751549
normal
0
13.274119
37,380
69,614
0
2
3
0
1
0
0
350
77
0.008928
0.577408
normal
0
0.177922
29,641
87,283
0
2
3
10
0
0
0
171
76
0.061809
0.505575
r2l
1
5.298773
3,166
44,334
0
0
2
2
0
0
0
79
39
0.071293
0.293043
normal
0
8.638116
3,553,206
92,909
0
0
2
2
1
0
0
222
13
0.857846
0.1646
dos
1
96.917128
3,220
17,618
0
2
1
1
1
0
0
186
82
0.017551
0.540577
normal
0
183.920923
17,510
9,844
0
1
1
1
1
0
0
456
8
0.049885
0.759434
normal
0
131.055044
29,705
32,777
0
2
0
0
1
0
0
388
11
0.070122
0.350399
normal
0
62.149051
3,170
80,768
0
1
4
2
1
0
0
323
70
0.162333
0.24895
normal
0
239.934665
25,437
5,048
0
0
0
1
1
0
0
93
68
0.073034
0.522333
normal
0
36.056058
27,306
19,955
0
0
4
1
1
0
0
22
92
0.169182
0.067963
normal
0
140.235631
45,426
7,286
0
0
3
2
0
0
0
107
48
0.163406
0.905288
normal
0
64.247122
38,537
3,702
0
2
3
1
1
0
0
472
87
0.135443
0.636655
normal
0
228.903486
10,297
48,010
0
1
0
0
0
0
0
247
24
0.069318
0.47858
normal
0
159.66837
37,690
48,564
0
2
2
0
1
0
0
7
85
0.19643
0.509074
normal
0
13.823344
25,109
63,614
2
0
29
1
0
0
0
106
64
0.037025
0.570739
probe
1
24.111387
11,208
28,899
0
2
1
0
0
0
0
242
70
0.048255
0.977883
normal
0
110.307352
31,765
80,316
0
1
1
0
1
0
0
498
89
0.159289
0.306315
normal
0
4.193746
12,254
13,526
1
2
0
10
0
0
0
255
77
0.134284
0.078605
r2l
1