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
163.666027
19,730
21,847
0
0
2
1
1
0
0
440
26
0.016803
0.291712
normal
0
68.833021
13,322
16,242
0
0
3
2
1
0
0
280
72
0.110511
0.075983
normal
0
74.793207
4,404
27,900
0
0
1
1
1
0
0
377
29
0.160486
0.276769
normal
0
6.008172
9,600,818
8,897
0
1
4
1
1
0
0
239
50
0.519012
0.961073
dos
1
71.186995
38,300
20,264
0
1
2
2
0
0
0
59
90
0.111565
0.330531
normal
0
53.963664
35,718
94,464
0
0
1
0
1
0
0
159
29
0.136964
0.302105
normal
0
527.737682
22,107
52,041
0
1
4
0
1
0
0
258
91
0.06956
0.222205
normal
0
17.208085
44,397
42,489
4
1
0
2
1
5
1
348
76
0.122314
0.422217
u2r
1
89.827396
14,730
73,174
0
0
1
2
0
0
0
293
26
0.011941
0.287583
normal
0
217.035603
34,589
7,456
0
2
0
1
0
0
0
61
65
0.05647
0.265636
normal
0
116.223936
18,510
78,443
0
2
0
1
1
0
0
160
18
0.032532
0.806905
normal
0
0.548963
47,168
80,420
2
0
4
1
1
3
0
327
49
0.156346
0.324129
u2r
1
9.372529
2,167,776
61,307
2
1
2
0
1
0
0
63
4
0.571604
0.207156
dos
1
31.744458
34,297
67,384
0
1
3
0
1
0
0
381
15
0.141219
0.685825
normal
0
190.563875
748
36,344
0
0
3
1
1
0
0
138
48
0.07517
0.090686
normal
0
50.106438
33,223
9,738
0
0
1
2
0
0
0
307
97
0.087756
0.234453
normal
0
123.677952
2,923
95,315
0
0
4
2
1
0
0
378
94
0.136128
0.678512
normal
0
15.98737
8,257
71,405
0
0
0
2
1
0
0
252
33
0.164311
0.224182
normal
0
0.670736
15,681
10,798
4
1
18
0
1
0
0
260
90
0.075144
0.023178
probe
1
79.624947
40,411
12,225
0
2
2
1
0
0
0
467
20
0.029035
0.783037
normal
0
0.70987
5,896,004
65,880
3
0
3
2
1
0
0
461
58
0.641128
0.357827
dos
1
68.221508
44,994
18,810
0
1
3
0
1
0
0
223
59
0.189005
0.468025
normal
0
15.730441
1,404,930
99,538
2
0
0
2
0
0
0
164
77
0.938228
0.55664
dos
1
8.548243
1,939,154
37,580
2
2
1
0
1
0
0
479
64
0.508747
0.578483
dos
1
101.463994
4,034
36,940
0
0
1
1
0
0
0
343
66
0.01069
0.018679
normal
0
77.9993
22,098
47,030
0
1
3
2
1
0
0
159
56
0.04586
0.821944
normal
0
24.882831
7,185
74,891
0
0
2
0
1
0
0
446
71
0.115558
0.245318
normal
0
139.829032
46,900
44,159
0
2
4
1
1
0
0
16
67
0.130983
0.663061
normal
0
36.163147
16,750
21,412
0
1
0
0
1
0
0
56
55
0.0417
0.652039
normal
0
32.415373
7,417
74,481
0
1
3
2
0
0
0
125
53
0.178225
0.655578
normal
0
13.121607
29,586
97,942
0
2
3
2
1
5
1
470
51
0.148176
0.928063
u2r
1
112.747384
18,364
34,358
0
0
1
2
0
0
0
9
81
0.127899
0.456697
normal
0
6.02163
2,992,906
12,354
2
0
0
0
1
0
0
213
36
0.780159
0.515124
dos
1
15.240233
33,249
53,719
0
1
3
2
1
0
0
378
95
0.086831
0.118421
normal
0
16.222613
1,219,467
77,827
4
2
3
2
1
0
0
178
76
0.591167
0.34586
dos
1
6.933892
45,661
68,625
0
1
3
2
1
0
0
1
20
0.130806
0.017572
normal
0
23.185684
10,576
76,299
1
1
24
2
1
0
0
46
41
0.000606
0.3256
probe
1
59.372345
44,718
20,735
0
2
3
2
1
0
0
79
33
0.048157
0.502246
normal
0
122.734084
7,517
44,066
0
2
3
0
1
0
0
135
60
0.147255
0.062385
normal
0
38.889479
2,737
12,877
0
2
1
2
1
0
0
302
63
0.078436
0.675136
normal
0
185.993494
47,993
61,762
0
0
2
1
0
0
0
283
83
0.089264
0.444644
normal
0
76.534822
5,670
61,892
0
1
4
2
0
0
0
97
72
0.086006
0.065119
normal
0
287.542481
21,333
94,015
0
1
0
0
1
0
0
402
2
0.146621
0.435334
normal
0
8.2094
38,918
43,868
0
0
4
2
1
0
0
326
63
0.074479
0.146116
normal
0
0.465445
26,121
47,632
1
2
21
2
0
0
0
152
73
0.145825
0.842006
probe
1
145.438155
22,429
39,634
0
0
2
0
1
0
0
26
33
0.182133
0.51676
normal
0
91.667242
32,779
71,394
0
1
1
0
0
0
0
264
28
0.027909
0.57492
normal
0
14.850951
7,570,418
25,927
4
0
1
2
1
0
0
40
4
0.661592
0.355472
dos
1
358.772017
12,692
56,292
0
1
0
2
1
0
0
199
95
0.0675
0.369395
normal
0
35.419758
28,100
85,410
0
0
2
0
1
0
0
290
50
0.189254
0.230997
normal
0
28.671969
12,991
28,563
0
0
0
0
0
0
0
350
20
0.096261
0.777068
normal
0
10.850862
48,010
21,328
0
1
1
14
0
0
0
243
90
0.125782
0.013232
r2l
1
1.719116
33,877
52,012
2
1
5
0
1
0
0
187
78
0.157887
0.552186
probe
1
23.451136
45,600
61,516
0
0
27
2
1
0
0
213
42
0.040998
0.174752
probe
1
49.967743
7,879
6,723
0
0
2
2
0
0
0
460
66
0.070099
0.846413
normal
0
3.444673
5,509,251
66,609
1
0
0
1
1
0
0
399
57
0.943265
0.676067
dos
1
76.563167
40,008
59,833
0
0
1
1
1
0
0
340
4
0.166707
0.128391
normal
0
50.151428
19,132
74,397
0
1
0
2
1
0
0
354
17
0.005726
0.424607
normal
0
245.980139
7,924
30,465
0
2
3
0
1
0
0
108
68
0.05809
0.482448
normal
0
190.550146
15,068
8,654
0
1
1
0
1
0
0
12
51
0.084513
0.981094
normal
0
60.692122
45,479
33,144
0
2
0
1
0
0
0
390
4
0.003397
0.615288
normal
0
0.019488
38,253
82,355
0
1
4
1
1
0
0
41
10
0.06841
0.747593
normal
0
231.197399
49,112
25,596
0
2
4
2
1
0
0
355
28
0.076292
0.725799
normal
0
13.277348
29,857
90,835
0
1
1
2
0
0
0
412
74
0.026431
0.4386
normal
0
8.294657
6,091,030
54,543
0
2
3
0
1
0
0
153
35
0.614005
0.61425
dos
1
16.530078
15,117
97,194
0
0
2
1
1
0
0
487
89
0.170693
0.210657
normal
0
16.088946
6,160,396
40,511
0
0
3
1
1
0
0
373
70
0.599489
0.734852
dos
1
162.393011
6,608
98,288
0
2
0
0
0
0
0
389
54
0.196868
0.356659
normal
0
20.750065
4,254,862
73,718
3
0
1
0
0
0
0
152
14
0.775198
0.315906
dos
1
312.573079
12,033
79,168
0
2
4
1
0
0
0
29
88
0.010885
0.839492
normal
0
26.325423
12,205
94,476
0
2
2
2
0
0
0
157
94
0.029464
0.285003
normal
0
66.482197
44,856
38,263
0
0
1
2
0
0
0
126
4
0.042742
0.046849
normal
0
379.106143
25,060
86,135
0
0
1
2
0
0
0
12
89
0.030639
0.809138
normal
0
7.655131
2,854,205
55,643
2
1
1
0
1
0
0
8
35
0.761459
0.070928
dos
1
130.42193
7,636
51,245
0
2
0
0
1
0
0
435
39
0.14033
0.195568
normal
0
20.945665
22,936
48,473
0
1
4
1
0
0
0
47
93
0.180268
0.087867
normal
0
1.837773
2,317
35,284
1
2
19
0
0
0
0
46
72
0.161761
0.029317
probe
1
42.704395
16,630
35,437
0
2
4
1
1
0
0
496
81
0.031598
0.786158
normal
0
75.616557
28,265
87,410
0
1
2
0
0
0
0
130
99
0.006706
0.71702
normal
0
93.946011
18,410
37,867
0
0
0
1
1
0
0
360
29
0.089288
0.650718
normal
0
93.997836
3,854
94,138
0
1
3
2
1
0
0
118
50
0.194744
0.755222
normal
0
129.653948
41,139
99,448
0
0
4
2
1
0
0
238
11
0.091543
0.542667
normal
0
108.382839
29,575
3,008
0
0
3
2
0
0
0
176
72
0.096619
0.454462
normal
0
1.990401
6,695
50,464
3
2
1
1
0
9
0
306
92
0.134707
0.108808
u2r
1
61.128525
28,213
43,519
0
1
1
1
1
0
0
31
37
0.005118
0.948549
normal
0
109.070843
17,461
36,397
0
1
1
2
1
0
0
450
99
0.157906
0.146823
normal
0
35.096695
13,966
89,425
0
0
4
0
1
0
0
305
26
0.161512
0.307395
normal
0
4.296526
38,920
22,908
0
0
17
1
1
0
0
209
54
0.069943
0.997645
probe
1
7.17087
6,991,867
13,817
4
2
0
0
1
0
0
85
27
0.548113
0.355528
dos
1
54.234207
4,490
94,773
0
2
1
2
0
0
0
297
79
0.031399
0.34408
normal
0
0.380671
6,527,538
16,193
2
0
4
2
1
0
0
268
20
0.752483
0.513904
dos
1
33.59195
6,112
47,669
0
2
0
0
1
0
0
118
74
0.191211
0.953217
normal
0
75.808449
5,983
8,049
0
0
4
1
1
0
0
239
5
0.026775
0.502244
normal
0
135.960278
41,672
9,219
0
1
1
0
1
0
0
104
27
0.18801
0.637032
normal
0
1.358919
27,606
12,278
0
2
0
2
0
0
0
131
26
0.126374
0.143623
normal
0
230.699038
42,870
34,704
0
1
1
0
0
0
0
67
15
0.197404
0.311574
normal
0
11.402647
20,062
4,847
4
0
27
1
0
0
0
281
25
0.090325
0.177199
probe
1
203.344374
20,648
34,383
0
2
3
2
1
0
0
125
18
0.162971
0.479377
normal
0
0.419334
4,751
37,064
2
0
0
10
1
0
0
280
23
0.050872
0.619386
r2l
1
15.74302
3,056
88,025
0
1
3
0
1
0
0
40
46
0.013662
0.310381
normal
0