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
24.566594
12,360
12,958
0
0
0
0
1
0
0
269
23
0.144118
0.034743
normal
0
223.218548
21,460
17,928
0
2
0
0
1
0
0
271
13
0.077801
0.952116
normal
0
110.206195
16,029
24,484
0
1
4
2
1
0
0
308
42
0.072556
0.231633
normal
0
199.808738
44,680
59,761
0
0
4
0
0
0
0
90
95
0.158203
0.700396
normal
0
313.455989
29,181
13,293
0
2
1
2
1
0
0
117
86
0.166787
0.339931
normal
0
13.426421
46,926
92,825
0
2
2
0
1
0
0
408
1
0.113801
0.878031
normal
0
21.652856
2,575,173
33,874
4
0
4
1
0
0
0
417
79
0.901643
0.313037
dos
1
162.662388
6,258
43,412
0
1
3
0
1
0
0
451
14
0.130753
0.907453
normal
0
201.085666
24,763
55,119
0
0
3
1
1
0
0
107
16
0.041335
0.457965
normal
0
9.958981
12,486
11,543
1
2
4
4
1
0
0
168
63
0.064461
0.932921
r2l
1
45.570719
21,587
49,432
0
0
0
2
0
0
0
123
49
0.033524
0.216108
normal
0
105.736374
26,316
9,907
0
2
2
1
1
0
0
229
90
0.147776
0.828788
normal
0
36.479939
316
9,305
0
0
3
0
1
0
0
9
25
0.000964
0.651028
normal
0
27.231501
39,421
37,172
0
1
4
1
0
0
0
15
79
0.018985
0.014719
normal
0
66.971431
41,250
75,715
0
0
4
1
0
0
0
119
52
0.026932
0.370872
normal
0
24.354249
30,010
68,557
0
2
1
1
0
0
0
89
39
0.117153
0.478419
normal
0
66.107428
37,580
52,222
0
1
3
0
1
0
0
191
12
0.177126
0.301839
normal
0
6.37463
7,294
75,256
0
2
7
0
1
0
0
106
72
0.096572
0.007842
probe
1
183.12326
34,073
76,567
0
1
2
1
0
0
0
177
27
0.154572
0.505933
normal
0
284.096897
35,510
12,570
0
2
2
1
1
0
0
167
29
0.170296
0.532931
normal
0
15.400369
44,290
66,666
2
2
23
2
1
0
0
424
87
0.101113
0.607294
probe
1
43.811889
22,857
55,450
0
2
1
1
0
0
0
31
47
0.079392
0.987923
normal
0
20.954801
27,523
40,791
0
1
22
1
1
0
0
369
86
0.190494
0.84021
probe
1
256.285622
12,917
40,384
0
2
1
2
1
0
0
401
72
0.162749
0.897487
normal
0
6.852383
7,218,124
95,611
4
0
3
1
1
0
0
90
77
0.56534
0.005441
dos
1
114.947783
28,842
97,062
0
2
3
0
1
0
0
493
89
0.131485
0.160925
normal
0
5.105901
2,350,403
44,364
2
2
1
1
0
0
0
376
97
0.83319
0.966281
dos
1
4.475486
46,394
72,275
1
1
25
1
1
0
0
422
61
0.135541
0.801855
probe
1
15.923049
35,032
95,077
0
2
4
0
1
0
0
432
58
0.163107
0.388262
normal
0
336.815682
32,967
49,059
0
2
0
0
1
0
0
223
69
0.183833
0.926563
normal
0
62.007671
17,083
56,395
0
2
0
2
1
0
0
175
25
0.160571
0.785074
normal
0
193.092509
25,535
22,468
0
2
0
2
1
0
0
301
69
0.174008
0.697474
normal
0
62.557107
22,268
61,700
0
2
3
2
1
0
0
15
32
0.085839
0.713981
normal
0
108.121721
6,538
73,040
0
0
3
1
1
0
0
327
52
0.069719
0.876272
normal
0
2.443694
48,404
60,645
0
0
4
1
1
0
0
429
78
0.003058
0.261206
normal
0
28.750201
48,359
67,465
0
1
1
2
0
0
0
276
91
0.187309
0.999961
normal
0
57.317859
29,776
97,039
0
1
2
0
1
0
0
64
44
0.126531
0.986279
normal
0
99.595926
44,951
89,047
0
0
1
2
1
0
0
330
31
0.181248
0.281783
normal
0
18.816402
27,357
10,637
0
1
4
0
1
0
0
261
58
0.190907
0.878757
normal
0
144.626292
38,710
31,131
0
0
4
2
1
0
0
238
99
0.180652
0.214648
normal
0
45.319325
16,039
4,725
0
0
4
2
0
0
0
464
9
0.033078
0.511449
normal
0
170.065048
23,664
92,868
0
1
4
1
1
0
0
437
30
0.033265
0.542912
normal
0
10.310649
43,300
91,633
0
1
3
0
0
0
0
109
61
0.172378
0.103668
normal
0
113.867391
40,610
71,853
0
2
0
2
1
0
0
137
48
0.126928
0.043443
normal
0
34.718912
36,778
90,412
0
0
0
2
0
0
0
176
37
0.065451
0.806904
normal
0
4.363953
6,341,430
64,008
1
0
1
0
0
0
0
287
65
0.591052
0.751235
dos
1
51.444956
42,236
89,251
0
0
1
1
1
0
0
239
79
0.067246
0.139711
normal
0
109.466897
13,434
79,688
0
1
4
0
0
0
0
491
88
0.167236
0.848465
normal
0
272.273655
28,801
38,488
0
0
4
2
1
0
0
323
71
0.051627
0.455494
normal
0
10.618031
326,780
14,513
4
0
2
0
1
0
0
171
98
0.685649
0.108503
dos
1
3.678074
22,304
10,011
3
1
0
15
1
0
0
429
92
0.025154
0.011745
r2l
1
147.089085
47,513
30,573
0
0
4
0
0
0
0
385
15
0.160456
0.843152
normal
0
103.95693
14,032
67,246
0
0
1
2
1
0
0
242
53
0.161593
0.295291
normal
0
19.023361
48,628
72,864
1
2
8
0
1
0
0
410
82
0.070452
0.272319
probe
1
68.200291
1,476
45,433
0
2
1
1
0
0
0
411
35
0.039635
0.846205
normal
0
4.284035
25,247
20,576
0
2
2
2
1
0
0
255
58
0.087896
0.006542
normal
0
21.374486
12,453
88,741
0
0
4
2
1
0
0
29
47
0.176574
0.740276
normal
0
55.250975
12,016
91,271
0
2
4
1
0
0
0
174
11
0.083798
0.633107
normal
0
10.773113
21,143
98,691
3
1
4
5
1
0
0
224
56
0.180003
0.853783
r2l
1
0.424934
41,239
31,722
3
2
2
2
0
6
0
370
48
0.182224
0.061637
u2r
1
12.782549
9,576,130
86,179
0
1
4
2
1
0
0
383
70
0.716675
0.448605
dos
1
206.952125
825
59,242
0
1
0
1
1
0
0
92
14
0.102493
0.211164
normal
0
6.316544
6,369
42,398
4
1
7
2
0
0
0
414
64
0.133956
0.526215
probe
1
120.63066
49,333
32,457
0
0
4
1
1
0
0
26
29
0.035517
0.557538
normal
0
197.809333
32,062
29,616
0
1
1
2
0
0
0
86
80
0.068042
0.579377
normal
0
1.614486
44,078
21,160
0
0
18
2
1
0
0
344
68
0.091464
0.685547
probe
1
44.079932
17,689
66,537
0
1
3
2
0
0
0
109
70
0.032909
0.306767
normal
0
390.257646
28,643
20,637
0
0
2
0
1
0
0
410
84
0.191439
0.032923
normal
0
408.748205
47,641
74,540
0
1
1
2
1
0
0
455
49
0.063425
0.265461
normal
0
5.301981
32,511
30,434
2
1
15
0
1
0
0
173
66
0.076752
0.305173
probe
1
6.87563
46,123
5,421
0
0
3
1
1
0
0
321
19
0.023631
0.455507
normal
0
31.597402
30,485
93,122
0
2
1
2
1
0
0
40
52
0.053146
0.148715
normal
0
50.705268
6,773
18,780
0
1
1
2
1
0
0
87
57
0.030558
0.714983
normal
0
19.129477
6,747,096
17,731
1
1
3
0
1
0
0
322
11
0.998183
0.362304
dos
1
4.186947
9,936,480
96,305
4
2
3
1
0
0
0
298
31
0.769156
0.378152
dos
1
229.762502
14,322
79,171
0
1
0
1
0
0
0
118
20
0.018213
0.334412
normal
0
40.099712
39,010
17,921
0
0
1
0
1
0
0
11
94
0.17304
0.486039
normal
0
189.701689
35,849
45,898
0
0
2
1
1
0
0
199
9
0.157838
0.065798
normal
0
1.516318
28,521
27,722
4
1
4
17
0
0
0
182
71
0.112113
0.860237
r2l
1
4.277672
45,712
1,782
0
1
3
2
0
0
0
398
17
0.078582
0.726206
normal
0
6.576725
21,790
18,932
2
0
0
11
1
0
0
447
23
0.119947
0.035253
r2l
1
6.151613
32,197
34,518
0
2
3
0
1
0
0
205
10
0.021705
0.862651
normal
0
6.208897
146,094
39,653
3
1
2
1
0
0
0
129
22
0.91566
0.748838
dos
1
5.429027
1,639,858
5,873
3
0
4
2
1
0
0
361
87
0.844363
0.820896
dos
1
27.639012
35,156
42,973
0
2
4
2
1
0
0
27
33
0.004359
0.555283
normal
0
4.38415
22,340
29,617
3
1
3
7
1
0
0
61
10
0.112801
0.828839
r2l
1
36.00598
8,339
22,656
0
1
4
1
1
0
0
123
77
0.14739
0.345916
normal
0
4.596023
48,338
69,100
0
2
4
0
0
0
0
451
39
0.088776
0.890793
normal
0
81.348729
4,108
22,624
0
1
2
2
1
0
0
128
27
0.166255
0.908536
normal
0
0.939803
2,029,468
29,036
0
1
3
2
1
0
0
357
60
0.637958
0.067568
dos
1
52.673221
40,139
43,508
0
0
0
1
1
0
0
347
43
0.165761
0.41255
normal
0
96.048776
25,138
95,396
0
2
0
2
0
0
0
232
44
0.112232
0.382383
normal
0
230.28211
5,293
54,166
0
1
1
2
1
0
0
142
6
0.022139
0.90636
normal
0
155.91941
7,834
23,535
0
0
2
0
0
0
0
114
57
0.149323
0.807852
normal
0
21.55182
47,205
63,185
0
1
3
0
0
0
0
29
24
0.184014
0.437675
normal
0
132.194571
24,405
969
0
0
4
2
1
0
0
148
49
0.046891
0.648157
normal
0
27.484674
5,744,162
8,127
1
1
2
1
1
0
0
37
61
0.589806
0.741724
dos
1
137.029034
30,639
57,616
0
1
3
1
0
0
0
425
7
0.14116
0.24248
normal
0
68.2238
42,093
32,070
0
1
3
2
1
0
0
466
92
0.194224
0.71458
normal
0
13.691788
25,263
39,310
0
1
2
1
1
0
0
150
56
0.103846
0.834865
normal
0