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
70.914094
31,554
57,036
0
1
0
0
0
0
0
403
77
0.010172
0.513095
normal
0
272.755173
45,153
33,701
0
1
4
1
1
0
0
315
51
0.091415
0.045904
normal
0
28.192339
49,084
97,426
1
1
17
2
1
0
0
222
62
0.087574
0.57772
probe
1
480.101133
13,592
4,716
0
0
1
2
1
0
0
5
13
0.101613
0.07459
normal
0
0.738369
5,359,384
53,397
3
2
0
1
0
0
0
8
20
0.574669
0.797445
dos
1
151.052849
15,487
78,568
0
2
4
1
0
0
0
459
9
0.001617
0.08848
normal
0
78.27834
20,772
45,322
0
1
3
1
1
0
0
50
18
0.074803
0.583172
normal
0
17.605805
39,973
72,282
2
0
1
8
1
0
0
62
47
0.054556
0.822173
r2l
1
43.812545
38,243
14,710
0
0
0
1
0
0
0
393
40
0.098961
0.463722
normal
0
35.311295
26,644
69,111
2
1
19
2
0
0
0
347
64
0.017106
0.764388
probe
1
5.757397
24,274
35,319
0
1
2
2
0
0
0
13
25
0.143406
0.547667
normal
0
6.651121
2,571
95,450
2
2
8
0
0
0
0
297
15
0.152452
0.659463
probe
1
46.598616
29,477
57,338
0
2
2
0
0
0
0
494
53
0.136977
0.435753
normal
0
48.88889
39,102
30,190
0
2
0
1
0
0
0
406
39
0.1559
0.025772
normal
0
8.918259
465,809
87,585
4
2
0
0
1
0
0
395
12
0.766902
0.83761
dos
1
5.857036
45,950
23,562
1
1
0
16
1
0
0
147
78
0.024531
0.875234
r2l
1
5.918939
39,156
90,085
2
1
27
1
1
0
0
216
71
0.039816
0.338541
probe
1
4.505723
8,761,179
82,931
4
2
2
0
0
0
0
246
88
0.707696
0.244905
dos
1
0.170743
20,821
20,550
0
2
24
2
0
0
0
52
52
0.174757
0.210791
probe
1
52.474436
42,569
89,251
0
1
2
2
1
0
0
241
71
0.006752
0.838415
normal
0
43.636466
21,634
76,036
0
2
2
2
1
0
0
349
46
0.193252
0.939194
normal
0
10.84604
25,448
45,751
0
1
2
1
1
0
0
409
39
0.138521
0.514072
normal
0
78.332112
21,663
63,108
0
2
3
2
1
0
0
285
95
0.197736
0.01484
normal
0
35.929451
11,964
99,164
0
1
4
2
0
0
0
62
43
0.036828
0.618598
normal
0
108.118879
12,278
26,010
0
0
1
0
0
0
0
392
60
0.164107
0.237286
normal
0
38.449248
12,488
1,439
0
1
4
0
1
0
0
461
33
0.149564
0.429995
normal
0
56.416222
11,149
36,184
0
0
2
2
1
0
0
429
70
0.195923
0.719489
normal
0
5.378099
10,972
3,953
0
0
1
1
1
0
0
10
33
0.023345
0.042922
normal
0
489.794117
1,878
32,609
0
2
1
0
1
0
0
270
59
0.16218
0.614895
normal
0
70.848497
26,695
39,528
0
0
1
1
1
0
0
59
22
0.108754
0.188119
normal
0
6.014951
519,063
46,433
4
2
3
0
0
0
0
239
82
0.615328
0.473549
dos
1
7.320787
2,725,697
42,421
0
0
0
0
1
0
0
24
11
0.861682
0.417878
dos
1
204.294761
372
46,099
0
0
2
1
1
0
0
144
50
0.085967
0.321111
normal
0
148.083423
1,601
88,823
0
2
2
0
0
0
0
491
14
0.103767
0.116758
normal
0
120.699966
10,397
39,383
0
1
4
2
1
0
0
75
90
0.076145
0.473288
normal
0
15.020059
13,370
82,081
0
2
1
2
1
0
0
306
74
0.077848
0.594798
normal
0
107.217606
3,676
17,441
0
0
3
2
0
0
0
243
96
0.053765
0.584688
normal
0
145.37101
40,496
97,394
0
2
1
2
1
0
0
30
12
0.182372
0.75993
normal
0
84.961168
45,200
17,837
0
2
4
2
1
0
0
308
96
0.060981
0.31859
normal
0
223.258344
14,726
4,826
0
0
0
1
0
0
0
130
39
0.045272
0.988503
normal
0
2.538248
1,381
56,049
4
0
2
14
0
0
0
418
97
0.193357
0.381459
r2l
1
4.448974
48,998
46,100
0
0
1
16
0
0
0
488
77
0.001669
0.013245
r2l
1
203.691664
17,753
19,168
0
2
2
2
1
0
0
107
44
0.156772
0.214021
normal
0
98.18918
4,435
86,187
0
2
4
1
0
0
0
399
53
0.044934
0.46177
normal
0
0.144827
11,776
76,963
0
2
0
0
0
0
0
36
31
0.046054
0.522772
normal
0
43.561211
25,827
39,734
0
1
3
0
0
0
0
13
79
0.154254
0.543907
normal
0
4.533447
29,047
4,294
4
2
0
3
1
0
0
261
81
0.067956
0.874929
r2l
1
2.769963
10,757
18,481
0
1
3
0
1
0
0
419
24
0.158728
0.326035
normal
0
9.010435
8,747,853
97,777
2
0
1
1
1
0
0
241
14
0.926846
0.759932
dos
1
33.025461
34,443
75,193
0
1
0
1
0
0
0
171
78
0.155711
0.600542
normal
0
18.050835
25,508
23,881
2
2
1
0
0
7
1
379
89
0.014599
0.317645
u2r
1
231.747116
42,429
53,541
0
0
0
1
1
0
0
350
36
0.145307
0.725077
normal
0
13.833999
2,694,921
69,577
3
1
1
1
0
0
0
469
42
0.738912
0.278904
dos
1
80.572674
8,859
68,154
0
0
4
2
1
0
0
392
10
0.167489
0.408831
normal
0
40.34791
12,547
15,532
0
0
4
0
0
0
0
263
15
0.037155
0.373398
normal
0
27.936563
14,245
12,441
0
1
3
2
0
0
0
76
7
0.11058
0.020793
normal
0
168.859939
28,867
16,093
0
0
0
1
1
0
0
305
17
0.126669
0.073505
normal
0
11.502827
14,860
7,659
2
0
0
9
1
0
0
271
79
0.006835
0.099186
r2l
1
8.865711
45,056
73,664
3
2
27
0
1
0
0
62
68
0.137954
0.774089
probe
1
18.474209
3,287
64,480
4
0
24
0
1
0
0
147
48
0.119065
0.38635
probe
1
10.945811
17,082
64,778
0
1
0
0
1
0
0
167
37
0.096599
0.628565
normal
0
8.56785
3,910,926
39,857
2
1
3
0
0
0
0
129
10
0.697159
0.902358
dos
1
86.161622
41,103
87,679
0
2
3
2
0
0
0
94
83
0.150571
0.523408
normal
0
135.672026
47,798
17,081
0
2
0
2
0
0
0
490
50
0.142205
0.850358
normal
0
26.766515
46,167
20,341
0
1
2
2
0
0
0
401
40
0.103349
0.946144
normal
0
34.718795
14,134
13,729
0
1
1
1
0
0
0
365
83
0.04003
0.195171
normal
0
84.285708
18,365
24,293
0
2
2
0
0
0
0
247
74
0.080503
0.812969
normal
0
408.20056
39,020
12,559
0
1
2
0
1
0
0
152
72
0.10898
0.734481
normal
0
24.525264
30,720
43,450
0
0
1
2
1
0
0
485
32
0.095981
0.920492
normal
0
5.445678
8,970,136
49,960
0
2
4
1
1
0
0
285
86
0.980782
0.630455
dos
1
125.296185
34,751
39,323
0
2
0
2
1
0
0
425
39
0.053618
0.734358
normal
0
174.917176
23,840
1,038
0
2
3
0
1
0
0
62
73
0.047191
0.330409
normal
0
9.391655
22,435
63,567
0
2
0
1
0
0
0
219
71
0.064774
0.196628
normal
0
35.727539
6,970
96,941
0
0
2
2
1
0
0
363
36
0.082406
0.43659
normal
0
5.947009
2,262
74,271
0
2
4
2
1
0
0
348
77
0.133206
0.730826
normal
0
46.449403
48,729
44,736
0
2
4
1
1
0
0
11
21
0.002958
0.577153
normal
0
397.867896
45,543
30,280
0
1
0
1
0
0
0
232
88
0.158687
0.242625
normal
0
11.12367
6,682
26,877
0
2
2
1
1
0
0
261
78
0.019216
0.320418
normal
0
82.638783
29,681
53,993
0
1
1
0
1
0
0
430
25
0.033776
0.847029
normal
0
0.347938
5,144,211
71,818
0
1
3
2
0
0
0
275
13
0.620817
0.800234
dos
1
124.71685
38,911
74,437
0
1
4
1
0
0
0
490
65
0.008316
0.655639
normal
0
21.964056
46,498
17,697
0
0
3
0
0
0
0
376
42
0.168227
0.639127
normal
0
8.65648
4,443,986
37,169
2
2
2
1
0
0
0
120
54
0.62111
0.54119
dos
1
41.100716
25,551
45,227
0
2
0
0
0
0
0
114
81
0.145148
0.34946
normal
0
147.422673
24,355
60,099
0
1
2
0
0
0
0
239
67
0.029243
0.573292
normal
0
22.046757
3,615
40,113
4
2
26
1
0
0
0
220
26
0.055456
0.260608
probe
1
26.115569
40,695
45,662
0
1
0
1
0
0
0
122
78
0.154876
0.357293
normal
0
0.850045
16,511
23,380
0
2
3
0
0
0
0
370
4
0.085798
0.974707
normal
0
345.506861
735
75,500
0
1
4
0
1
0
0
439
12
0.095404
0.687217
normal
0
89.684503
46,577
26,015
0
1
0
1
0
0
0
429
74
0.02942
0.004757
normal
0
127.26073
43,184
61,750
0
1
0
0
0
0
0
188
11
0.186473
0.433968
normal
0
105.378187
33,454
88,653
0
0
3
2
1
0
0
92
4
0.197509
0.670492
normal
0
15.591088
3,722
85,235
0
1
2
0
1
0
0
391
52
0.146065
0.783225
normal
0
90.371992
45,389
64,219
0
0
2
2
1
0
0
305
79
0.146155
0.656441
normal
0
14.089051
23,899
90,520
0
0
2
0
1
0
0
297
68
0.036528
0.94708
normal
0
51.288851
30,749
81,115
0
1
4
2
1
0
0
164
57
0.075764
0.308823
normal
0
84.156166
19,954
70,350
0
0
0
2
0
0
0
441
48
0.062082
0.921015
normal
0
81.844086
20,198
32,179
0
2
1
0
0
0
0
155
17
0.029572
0.609571
normal
0
12.6781
12,301
96,439
0
0
1
2
0
0
0
342
35
0.057499
0.066958
normal
0
5.501096
3,570
86,642
1
0
5
0
0
0
0
459
93
0.178306
0.858095
probe
1