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
6.191404
25,718
85,157
0
1
2
0
0
0
0
2
38
0.050387
0.191887
normal
0
49.651409
19,040
22,900
0
2
0
1
0
0
0
371
24
0.076311
0.660973
normal
0
66.848588
11,976
5,989
0
1
2
2
1
0
0
461
30
0.004396
0.691121
normal
0
3.878155
47,877
6,507
1
1
26
2
1
0
0
270
75
0.14274
0.818734
probe
1
202.275084
11,227
5,165
0
0
2
0
1
0
0
175
55
0.001834
0.976165
normal
0
33.428414
42,683
47,572
0
2
2
0
1
0
0
171
94
0.068683
0.535793
normal
0
152.789728
7,696
3,706
0
1
0
2
1
0
0
154
68
0.053434
0.815012
normal
0
111.168076
18,568
31,965
0
2
4
2
0
0
0
22
34
0.197468
0.151702
normal
0
91.141718
18,955
96,147
0
0
0
1
1
0
0
226
43
0.123637
0.166158
normal
0
21.337003
21,262
69,650
0
2
4
1
1
0
0
321
63
0.020818
0.766939
normal
0
24.936372
30,567
2,317
0
1
4
0
0
0
0
236
46
0.189077
0.072446
normal
0
4.850603
18,869
93,914
0
1
0
2
1
0
0
452
1
0.046291
0.716326
normal
0
27.537469
8,257
79,859
0
2
1
1
0
0
0
208
85
0.161048
0.164348
normal
0
42.379754
42,354
43,871
0
2
0
1
0
0
0
73
46
0.199271
0.247889
normal
0
23.682358
783,758
90,780
3
2
1
0
0
0
0
436
78
0.516772
0.268846
dos
1
45.632586
1,018
80,286
0
1
2
2
1
0
0
499
71
0.157248
0.855475
normal
0
140.495451
15,202
50,422
0
1
1
2
1
0
0
166
43
0.199953
0.173153
normal
0
3.784189
4,640,098
3,814
1
1
3
0
0
0
0
111
71
0.693821
0.159336
dos
1
153.650494
30,375
62,765
0
2
2
1
1
0
0
172
58
0.152295
0.06211
normal
0
0.956796
5,600,986
20,403
0
1
2
0
0
0
0
31
34
0.934834
0.985985
dos
1
27.422839
27,671
37,483
0
2
1
0
1
0
0
57
55
0.148615
0.545832
normal
0
198.298011
22,065
93,969
0
1
1
2
0
0
0
406
49
0.047873
0.618199
normal
0
97.239581
8,667
10,091
0
1
3
2
0
0
0
386
47
0.181601
0.89495
normal
0
169.987841
40,734
55,991
0
2
2
0
1
0
0
497
87
0.03391
0.124724
normal
0
105.436357
24,107
29,673
0
0
1
1
0
0
0
134
57
0.025504
0.13342
normal
0
55.155996
6,650
84,151
0
1
0
1
0
0
0
143
68
0.178985
0.30851
normal
0
12.268679
42,468
74,168
0
0
4
14
0
0
0
182
88
0.148536
0.060508
r2l
1
7.260857
18,587
16,964
0
1
4
0
0
0
0
402
58
0.120361
0.996917
normal
0
2.153477
31,294
52,473
2
1
11
0
0
0
0
488
17
0.147599
0.737207
probe
1
463.832318
22,119
33,143
0
1
3
2
1
0
0
244
87
0.001887
0.819656
normal
0
7.186515
8,552,291
88,001
2
2
1
0
0
0
0
392
19
0.641862
0.904717
dos
1
39.652352
24,692
3,801
0
1
3
2
1
0
0
498
40
0.01011
0.761266
normal
0
175.56482
33,300
15,447
0
0
2
1
1
0
0
156
28
0.103109
0.378265
normal
0
146.526831
33,104
6,489
0
1
0
0
0
0
0
27
36
0.00629
0.031714
normal
0
33.077859
406
91,919
0
1
2
2
1
0
0
53
47
0.150648
0.083378
normal
0
8.689773
3,692,944
33,496
1
1
0
1
0
0
0
347
98
0.780348
0.023536
dos
1
12.574764
32,891
30,565
0
2
3
2
0
0
0
27
23
0.089035
0.903926
normal
0
209.806338
44,369
43,397
0
2
1
0
1
0
0
330
20
0.197012
0.47448
normal
0
181.13279
42,073
69,811
0
0
1
1
0
0
0
108
2
0.150521
0.998287
normal
0
34.985398
49,932
55,932
0
2
1
1
1
0
0
98
15
0.022523
0.388203
normal
0
7.898757
34,383
35,191
0
1
1
6
0
0
0
96
12
0.190586
0.404201
r2l
1
2.408075
17,435
55,478
1
2
2
6
1
0
0
396
93
0.09451
0.213794
r2l
1
6.453604
5,507
60,235
1
2
26
0
0
0
0
218
47
0.167156
0.327341
probe
1
151.021384
514
51,528
0
1
3
0
1
0
0
241
36
0.025857
0.32701
normal
0
93.033559
37,716
42,928
0
1
0
1
0
0
0
155
28
0.022215
0.979552
normal
0
34.107938
26,099
39,401
0
2
17
0
1
0
0
204
10
0.052727
0.14977
probe
1
74.601627
5,071
2,247
0
1
0
2
1
0
0
485
56
0.005946
0.942813
normal
0
15.47994
15,245
92,855
1
2
1
11
0
0
0
415
9
0.122627
0.934437
r2l
1
41.4553
5,085
55,774
2
2
2
11
0
0
0
417
16
0.03588
0.626239
r2l
1
0.201022
24,453
11,048
3
1
15
2
0
0
0
129
74
0.189318
0.598665
probe
1
179.394516
7,750
26,335
0
0
4
2
1
0
0
397
16
0.199339
0.33138
normal
0
48.063469
21,854
5,574
0
2
1
0
1
0
0
94
29
0.183997
0.401104
normal
0
0.413303
13,064
95,199
2
0
21
1
0
0
0
240
69
0.05309
0.228326
probe
1
40.544183
43,507
56,312
0
0
0
0
1
0
0
314
88
0.086644
0.369983
normal
0
58.00555
31,672
38,761
0
2
0
2
0
0
0
22
23
0.069294
0.501903
normal
0
95.578137
23,005
87,479
0
2
3
2
1
0
0
458
53
0.078831
0.837757
normal
0
8.864545
27,867
67,448
2
1
1
12
1
0
0
143
98
0.164769
0.324561
r2l
1
296.050147
21,941
93,784
0
1
3
1
0
0
0
112
68
0.075556
0.391182
normal
0
85.239098
16,933
52,960
0
0
0
2
0
0
0
7
28
0.180699
0.140252
normal
0
70.891081
43,995
96,754
0
0
2
2
1
0
0
258
69
0.012592
0.100193
normal
0
182.880094
40,196
75,422
0
2
1
1
1
0
0
322
63
0.082186
0.010291
normal
0
11.397771
27,852
63,670
3
2
3
0
1
1
0
468
73
0.00152
0.768993
u2r
1
73.868947
13,237
37,299
0
1
3
1
0
0
0
135
48
0.07163
0.558793
normal
0
262.089581
23,112
38,465
0
2
0
1
1
0
0
497
17
0.063351
0.550735
normal
0
17.321002
12,808
98,349
3
2
26
0
0
0
0
320
3
0.146655
0.150728
probe
1
0.42879
4,713,789
39,787
4
0
0
1
1
0
0
93
66
0.92467
0.739934
dos
1
90.829337
27,275
38,659
0
2
2
0
0
0
0
197
81
0.079256
0.491522
normal
0
5.074199
4,387,008
67,477
1
0
3
2
1
0
0
440
54
0.626185
0.530862
dos
1
62.404129
44,778
22,444
0
0
0
1
1
0
0
132
75
0.005404
0.964108
normal
0
39.761483
1,637
28,915
0
1
0
0
1
0
0
168
74
0.15513
0.673626
normal
0
4.848236
8,527,316
57,499
0
1
2
1
1
0
0
334
91
0.789346
0.811626
dos
1
5.662219
9,905,680
50,113
3
0
3
0
0
0
0
109
90
0.916355
0.594048
dos
1
38.75781
16,452
30,968
1
2
19
0
1
0
0
321
93
0.18796
0.637918
probe
1
0.928096
40,671
50,096
4
2
5
0
0
0
0
144
21
0.184626
0.944878
probe
1
154.589613
41,244
24,158
0
2
2
2
1
0
0
280
75
0.152109
0.985581
normal
0
31.974566
34,324
91,497
0
0
3
1
0
0
0
88
54
0.098577
0.380387
normal
0
9.774809
961,290
28,630
3
1
4
0
1
0
0
258
68
0.553734
0.59204
dos
1
40.931993
5,160
3,919
0
2
0
2
0
0
0
78
30
0.029003
0.871808
normal
0
4.470108
388,121
26,312
4
0
0
2
0
0
0
452
38
0.616341
0.673089
dos
1
5.628594
4,162,407
92,978
4
1
2
0
1
0
0
79
4
0.586908
0.494673
dos
1
5.268169
29,623
38,826
4
2
18
2
0
0
0
194
3
0.150872
0.697415
probe
1
235.302002
26,914
14,981
0
0
4
1
1
0
0
435
41
0.180462
0.495462
normal
0
102.136361
10,165
59,768
0
0
1
1
0
0
0
217
89
0.011552
0.830489
normal
0
25.727844
34,618
36,606
0
1
0
1
1
0
0
378
68
0.163592
0.529446
normal
0
24.736577
25,920
11,011
0
1
1
0
0
0
0
292
17
0.109849
0.549202
normal
0
198.499065
10,538
15,819
0
2
2
0
1
0
0
369
3
0.124858
0.673221
normal
0
224.203114
22,971
60,567
0
1
0
0
1
0
0
97
17
0.107884
0.546989
normal
0
29.589046
49,425
87,479
0
0
0
1
0
0
0
194
47
0.149566
0.734114
normal
0
54.560749
37,180
73,967
0
2
2
1
1
0
0
283
4
0.168323
0.319598
normal
0
179.936273
19,761
36,022
0
0
1
2
1
0
0
439
70
0.00519
0.231952
normal
0
147.406576
18,505
96,565
0
0
1
0
0
0
0
265
29
0.094125
0.757784
normal
0
168.155767
1,496
89,547
0
0
3
0
1
0
0
449
36
0.006676
0.777853
normal
0
3.806696
3,914,470
41,459
3
0
3
2
0
0
0
373
78
0.777658
0.600556
dos
1
242.53071
44,454
77,597
0
2
4
2
1
0
0
60
61
0.171655
0.577031
normal
0
39.445328
16,013
69,928
0
0
4
0
1
0
0
122
49
0.02548
0.224226
normal
0
17.039947
24,035
32,105
0
1
1
1
0
0
0
491
32
0.088441
0.091321
normal
0
20.722975
9,650,601
59,574
2
0
2
1
0
0
0
74
47
0.597055
0.016581
dos
1
77.512633
47,640
46,138
0
0
1
0
1
0
0
271
5
0.176689
0.702198
normal
0
192.816884
35,114
44,588
0
2
0
1
1
0
0
103
65
0.055382
0.856599
normal
0
8.464246
19,562
75,157
0
2
3
0
1
0
0
7
22
0.156416
0.982236
normal
0