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
190.513258
26,208
34,092
0
2
3
1
0
0
0
416
85
0.051721
0.342446
normal
0
37.921104
26,592
32,868
0
0
3
1
1
0
0
106
46
0.11088
0.616587
normal
0
332.502251
15,970
16,799
0
0
0
1
1
0
0
432
19
0.134631
0.6894
normal
0
116.9059
9,539
86,979
0
1
0
0
0
0
0
331
77
0.185371
0.180349
normal
0
49.912786
6,021
75,111
0
0
0
0
1
0
0
224
3
0.011163
0.17394
normal
0
120.95715
29,308
46,210
0
1
2
1
1
0
0
433
48
0.100275
0.918253
normal
0
1.666075
19,995
15,230
0
0
1
2
1
0
0
281
98
0.031703
0.306396
normal
0
15.800523
29,315
99,347
0
1
3
2
0
0
0
380
91
0.02145
0.631112
normal
0
177.010979
38,609
18,130
0
0
3
2
0
0
0
53
56
0.173704
0.034578
normal
0
103.725467
32,456
96,550
0
0
3
0
0
0
0
325
82
0.013682
0.971081
normal
0
45.28629
13,561
20,875
0
0
1
2
1
0
0
379
3
0.081473
0.89999
normal
0
13.938276
4,350,974
62,908
2
0
4
0
1
0
0
143
58
0.859852
0.413466
dos
1
235.537582
24,356
80,163
0
2
3
1
1
0
0
384
37
0.032669
0.044665
normal
0
99.852656
22,983
24,041
0
2
4
0
1
0
0
246
67
0.135372
0.820252
normal
0
4.935575
49,016
4,443
3
1
21
2
0
0
0
485
53
0.100058
0.403038
probe
1
7.159978
45,900
9,480
4
2
19
1
1
0
0
286
38
0.085037
0.139335
probe
1
34.778147
30,771
54,012
0
2
0
1
1
0
0
388
17
0.138646
0.258916
normal
0
383.229879
41,027
61,483
0
1
2
1
0
0
0
196
90
0.037742
0.311735
normal
0
1.444774
4,543,090
4,170
2
2
0
1
1
0
0
72
61
0.87729
0.394114
dos
1
1.896963
5,051,941
88,129
4
1
2
2
0
0
0
248
18
0.613259
0.897692
dos
1
69.034717
39,384
32,805
0
2
0
1
1
0
0
398
85
0.016545
0.825945
normal
0
215.506224
3,583
41,725
0
1
2
0
0
0
0
273
25
0.162293
0.579885
normal
0
92.615998
10,230
44,837
0
1
2
1
0
0
0
75
33
0.175569
0.236525
normal
0
118.31153
6,257
43,424
0
2
0
0
1
0
0
262
31
0.1797
0.798987
normal
0
49.333538
39,226
4,806
0
1
4
1
1
0
0
223
8
0.053218
0.663722
normal
0
2.951905
5,239
37,611
0
0
3
2
1
0
0
12
98
0.178353
0.80501
normal
0
267.32563
17,411
93,003
0
2
3
1
0
0
0
489
54
0.060579
0.292567
normal
0
7.448663
7,491,491
98,419
0
0
1
0
0
0
0
371
48
0.647454
0.48067
dos
1
297.89352
39,447
16,662
0
2
1
2
1
0
0
166
20
0.146223
0.177101
normal
0
287.68314
13,732
49,605
0
2
0
2
1
0
0
347
44
0.126014
0.485288
normal
0
8.098666
7,472,068
86,623
3
1
3
2
0
0
0
250
43
0.803062
0.986375
dos
1
13.565708
7,319
46,128
3
1
28
2
1
0
0
5
59
0.09936
0.557747
probe
1
186.117333
6,600
20,848
0
1
3
2
1
0
0
93
26
0.098127
0.209435
normal
0
91.765726
18,205
94,577
0
2
2
0
1
0
0
369
89
0.075435
0.209759
normal
0
14.429727
29,378
49,452
0
1
4
1
1
0
0
350
29
0.096743
0.050304
normal
0
49.629531
28,095
6,042
0
0
2
0
0
0
0
382
24
0.062725
0.393562
normal
0
355.068089
2,925
70,602
0
0
1
0
0
0
0
333
60
0.044845
0.275181
normal
0
43.253493
23,154
98,498
0
2
1
1
0
0
0
141
11
0.165876
0.31592
normal
0
202.365052
43,794
66,864
0
2
0
1
1
0
0
252
71
0.184618
0.674327
normal
0
9.784601
41,278
71,929
0
1
4
1
1
0
0
57
6
0.130534
0.623299
normal
0
40.674169
41,581
59,323
0
0
4
2
1
0
0
184
49
0.173474
0.942726
normal
0
43.225065
16,888
79,297
0
1
3
2
1
0
0
377
24
0.060033
0.378363
normal
0
5.298161
13,177
14,182
0
1
0
2
0
0
0
285
55
0.026693
0.838397
normal
0
12.680473
31,113
14,394
0
1
4
2
0
0
0
429
10
0.053131
0.8964
normal
0
21.463635
6,258
56,540
0
1
1
1
0
0
0
325
29
0.046396
0.303312
normal
0
0.770529
20,905
13,883
4
0
19
1
0
0
0
334
74
0.050385
0.317046
probe
1
6.550111
37,934
17,941
0
1
2
1
1
0
0
342
69
0.027693
0.941641
normal
0
35.482081
10,127
22,360
0
0
4
2
0
0
0
307
51
0.12943
0.390303
normal
0
49.049081
6,302,081
56,681
3
0
2
1
1
0
0
401
77
0.575098
0.941066
dos
1
118.95038
22,395
97,197
0
2
1
0
0
0
0
211
89
0.13981
0.294095
normal
0
96.838195
42,681
64,048
0
1
3
1
1
0
0
430
11
0.114494
0.872239
normal
0
103.558752
28,353
56,271
0
2
1
2
0
0
0
245
68
0.034438
0.440135
normal
0
46.901657
39,911
8,720
0
2
4
1
1
0
0
173
97
0.089838
0.584294
normal
0
8.419757
7,824,862
74,225
1
2
1
0
1
0
0
233
16
0.541374
0.489892
dos
1
127.410995
46,953
39,550
0
0
1
1
1
0
0
246
39
0.040102
0.83743
normal
0
166.663212
17,289
72,682
0
1
2
2
1
0
0
484
60
0.046926
0.260857
normal
0
14.919805
25,981
7,914
0
2
3
2
0
0
0
368
33
0.091697
0.109657
normal
0
66.714699
43,254
62,953
0
0
0
0
1
0
0
396
80
0.127068
0.267344
normal
0
28.597111
40,103
84,765
0
2
4
0
1
0
0
217
52
0.020562
0.981672
normal
0
18.405129
16,987
51,277
0
0
4
2
0
0
0
247
14
0.072784
0.867647
normal
0
132.54827
24,210
72,877
0
0
1
0
1
0
0
151
15
0.104803
0.163328
normal
0
0.491562
5,283
65,129
0
0
2
0
0
4
1
209
57
0.109103
0.937092
u2r
1
24.358268
19,123
98,623
0
0
2
1
1
0
0
483
43
0.057692
0.469697
normal
0
37.10637
9,057
15,391
0
1
4
0
1
0
0
295
96
0.125245
0.360334
normal
0
340.08076
16,720
90,006
0
0
0
2
0
0
0
88
22
0.060247
0.499913
normal
0
188.83556
4,591
29,285
0
2
0
0
1
0
0
254
51
0.003933
0.07386
normal
0
211.981983
43,064
94,837
0
1
3
0
0
0
0
422
2
0.151738
0.294325
normal
0
61.620854
38,828
36,106
0
2
1
0
1
0
0
104
9
0.084274
0.996604
normal
0
97.765367
34,667
95,653
0
1
4
0
1
0
0
119
28
0.195572
0.881179
normal
0
47.283602
3,487
57,588
0
2
0
0
1
0
0
460
46
0.027578
0.989602
normal
0
8.089771
16,125
66,405
0
2
0
0
1
0
0
58
43
0.081731
0.791521
normal
0
2.421003
1,546
72,320
2
0
22
2
1
0
0
43
73
0.116427
0.222996
probe
1
90.135471
32,999
97,768
0
2
3
1
1
0
0
38
40
0.104681
0.748857
normal
0
33.847622
39,237
86,029
0
1
4
2
0
0
0
122
34
0.050071
0.111661
normal
0
188.354964
38,460
7,042
0
2
3
1
1
0
0
78
65
0.18386
0.623453
normal
0
14.775568
26,710
66,221
2
0
0
1
1
8
0
206
43
0.103207
0.909836
u2r
1
45.748881
37,081
81,293
0
0
3
2
0
0
0
458
27
0.169058
0.427053
normal
0
13.342158
29,409
51,126
0
1
0
0
1
0
0
367
74
0.149657
0.638175
normal
0
2.085013
32,730
56,746
3
2
2
12
0
0
0
321
53
0.08167
0.806329
r2l
1
3.358616
30,534
75,112
1
0
6
0
0
0
0
471
17
0.134485
0.965492
probe
1
6.461237
8,905,401
86,058
1
1
4
1
0
0
0
92
67
0.898192
0.776903
dos
1
51.20518
34,326
91,022
0
1
1
1
0
0
0
71
64
0.190971
0.400189
normal
0
65.040453
5,398
97,067
0
0
3
1
0
0
0
253
80
0.123816
0.182573
normal
0
78.459681
18,506
31,340
0
1
0
0
1
0
0
224
60
0.022634
0.67438
normal
0
5.788337
34,816
23,793
3
2
12
0
1
0
0
107
82
0.165276
0.234003
probe
1
74.032545
23,089
60,470
0
2
2
1
1
0
0
203
90
0.159112
0.96791
normal
0
71.132056
42,680
16,950
0
2
3
1
0
0
0
265
16
0.079813
0.780286
normal
0
38.00577
45,831
28,493
0
1
3
2
0
0
0
408
82
0.028688
0.670208
normal
0
16.028962
3,009,640
75,193
4
1
1
0
0
0
0
488
73
0.868289
0.795943
dos
1
78.886792
6,961
77,930
0
2
3
1
0
0
0
452
77
0.122262
0.306606
normal
0
40.387096
40,139
60,914
0
2
4
1
0
0
0
81
44
0.173167
0.02579
normal
0
294.387087
10,453
35,233
0
0
1
2
1
0
0
320
91
0.051694
0.36964
normal
0
186.505567
40,735
31,039
0
2
1
2
1
0
0
443
76
0.077886
0.551869
normal
0
405.058483
15,730
4,348
0
1
2
0
1
0
0
405
64
0.191133
0.818095
normal
0
117.841512
4,818
3,926
0
0
3
2
1
0
0
281
30
0.158624
0.946021
normal
0
47.517362
37,018
23,943
0
1
2
0
1
0
0
97
56
0.104277
0.054717
normal
0
32.970015
17,007
93,252
0
1
3
1
1
0
0
387
32
0.081271
0.019966
normal
0
108.861595
35,349
77,241
0
2
1
1
1
0
0
132
69
0.135588
0.56733
normal
0
395.370904
4,584
69,546
0
0
3
1
0
0
0
491
98
0.166482
0.286428
normal
0
98.541329
23,294
1,400
0
1
2
2
1
0
0
461
12
0.023669
0.850897
normal
0