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
0.224712
38,279
96,741
2
0
3
9
1
0
0
128
53
0.087159
0.166775
r2l
1
161.144002
28,067
6,338
0
1
4
2
1
0
0
181
73
0.161887
0.726103
normal
0
20.317751
16,956
83,962
0
2
0
1
1
0
0
399
28
0.102518
0.180077
normal
0
43.429661
39,410
33,812
0
0
3
1
1
0
0
150
5
0.164271
0.832369
normal
0
5.602418
10,867
93,517
2
2
3
4
0
0
0
164
86
0.128439
0.129406
r2l
1
77.879036
1,996
4,893
0
0
1
2
0
0
0
183
44
0.070072
0.624492
normal
0
34.611743
19,638
87,608
0
0
3
0
1
0
0
97
46
0.001431
0.803213
normal
0
116.775545
22,801
9,270
0
1
1
0
1
0
0
176
23
0.163922
0.225652
normal
0
5.481284
2,403,099
13,313
0
2
2
2
1
0
0
85
10
0.550669
0.750115
dos
1
6.153822
18,095
53,551
0
0
1
2
1
0
0
470
7
0.035193
0.910161
normal
0
0.360614
22,918
26,133
1
2
7
2
0
0
0
391
34
0.06052
0.812656
probe
1
13.70094
20,960
70,796
0
2
1
11
0
0
0
475
94
0.11724
0.393754
r2l
1
221.504491
32,206
68,463
0
2
4
1
0
0
0
325
46
0.098517
0.801452
normal
0
511.750162
24,861
1,834
0
0
2
1
1
0
0
344
51
0.098997
0.652442
normal
0
53.927693
13,416
40,522
0
2
1
1
1
0
0
245
19
0.078708
0.024734
normal
0
4.768768
12,297
29,679
0
1
2
1
1
0
0
386
15
0.187861
0.390758
normal
0
36.522012
36,201
14,921
0
1
1
0
1
0
0
22
93
0.099698
0.125223
normal
0
4.430082
18,710
20,784
1
0
14
1
0
0
0
326
99
0.139441
0.262729
probe
1
9.836184
802,899
52,971
1
1
3
2
1
0
0
346
66
0.660533
0.709827
dos
1
35.66352
43,733
13,476
0
1
0
2
0
0
0
305
45
0.035408
0.363097
normal
0
5.780515
2,617
72,920
0
0
3
2
0
0
0
58
25
0.011137
0.345645
normal
0
64.429423
29,776
46,443
0
2
4
1
1
0
0
67
35
0.164637
0.652244
normal
0
23.435704
11,340
81,698
0
0
3
1
0
0
0
185
8
0.060624
0.535766
normal
0
9.568308
46,247
31,250
0
0
4
2
0
0
0
260
19
0.15989
0.455049
normal
0
3.507655
35,022
4,379
3
1
8
2
1
0
0
302
69
0.135643
0.263948
probe
1
1.798002
15,006
43,003
3
0
28
1
0
0
0
376
95
0.095491
0.247026
probe
1
77.114707
32,629
56,681
0
2
4
0
1
0
0
112
38
0.020652
0.884427
normal
0
6.825402
19,586
56,687
1
0
24
2
1
0
0
236
7
0.103273
0.14612
probe
1
11.942421
20,102
57,784
0
0
3
1
0
0
0
318
92
0.097546
0.212709
normal
0
13.213293
7,446,188
69,490
0
2
4
2
1
0
0
141
41
0.597331
0.577724
dos
1
2.664174
17,004
58,812
0
0
3
1
0
0
0
229
12
0.142911
0.976976
normal
0
58.5373
754
67,498
0
2
2
1
1
0
0
124
51
0.045632
0.645237
normal
0
4.034422
141
85,368
0
2
20
0
1
0
0
403
45
0.110996
0.572711
probe
1
314.652431
15,032
36,335
0
1
1
0
1
0
0
162
33
0.114098
0.842725
normal
0
12.963474
1,213,775
47,291
4
0
4
0
1
0
0
301
2
0.818034
0.73124
dos
1
17.286544
13,235
84,814
0
2
2
0
1
0
0
486
79
0.182501
0.89681
normal
0
72.886101
26,984
77,663
0
0
4
2
1
0
0
49
77
0.119887
0.882737
normal
0
50.382344
1,613
35,778
0
1
4
0
1
0
0
44
5
0.152016
0.394801
normal
0
65.268794
21,250
3,863
0
1
4
0
1
0
0
264
50
0.147519
0.621621
normal
0
21.952139
20,220
16,073
0
1
4
2
1
0
0
394
44
0.054876
0.090148
normal
0
69.480263
9,572
77,183
0
2
1
0
1
0
0
405
11
0.190793
0.498686
normal
0
16.256571
37,792
40,093
0
1
1
0
1
0
0
275
42
0.108697
0.698133
normal
0
136.274613
27,814
49,896
0
0
1
2
0
0
0
447
68
0.086226
0.896756
normal
0
9.921436
8,192,956
56,544
2
0
0
1
1
0
0
242
33
0.504277
0.451849
dos
1
8.178255
41,279
66,092
0
2
1
2
0
0
0
331
81
0.180877
0.828375
normal
0
55.383414
21,443
85,720
3
0
8
1
1
0
0
9
65
0.19632
0.784249
probe
1
95.810177
44,867
80,870
0
2
1
1
0
0
0
59
31
0.07382
0.301935
normal
0
37.995389
26,708
70,261
0
1
4
2
0
0
0
238
13
0.151604
0.675008
normal
0
4.671683
34,497
67,387
0
2
4
2
1
0
0
172
92
0.086929
0.843933
normal
0
100.028855
23,710
10,611
0
2
3
0
0
0
0
340
35
0.071972
0.28852
normal
0
46.751116
3,349
51,508
0
0
2
0
1
0
0
111
34
0.102912
0.142871
normal
0
238.182426
16,944
62,822
0
0
4
2
0
0
0
237
50
0.08997
0.111291
normal
0
3.550059
16,773
15,819
0
1
4
0
1
0
0
294
92
0.066742
0.100696
normal
0
3.988747
42,195
51,035
0
0
1
0
1
0
0
74
73
0.101817
0.316208
normal
0
1.588486
750,687
32,467
2
0
1
2
0
0
0
61
62
0.942025
0.484782
dos
1
334.881214
323
7,454
0
0
4
1
1
0
0
374
10
0.180312
0.596175
normal
0
2.813431
2,545
81,042
0
0
3
1
0
0
0
257
9
0.050375
0.2334
normal
0
125.889807
16,937
20,227
0
0
4
1
1
0
0
254
9
0.018359
0.414412
normal
0
1.635525
3,141,271
71,973
3
1
1
2
1
0
0
29
36
0.69705
0.816293
dos
1
120.862617
34,914
28,704
0
1
1
1
1
0
0
31
63
0.192354
0.645431
normal
0
203.052031
30,644
13,159
0
1
1
1
0
0
0
235
36
0.02591
0.242233
normal
0
10.628481
31,595
49,823
0
1
3
2
1
0
0
90
40
0.172822
0.955087
normal
0
27.281503
6,011
14,303
0
1
4
1
1
0
0
404
38
0.013861
0.244498
normal
0
2.437227
45,158
38,860
0
0
1
1
0
0
0
124
21
0.052384
0.34255
normal
0
24.657599
6,251,239
74,866
3
2
2
0
0
0
0
245
95
0.883347
0.279825
dos
1
3.006532
44,935
57,551
0
1
1
1
0
0
0
242
82
0.198608
0.061686
normal
0
161.285553
25,366
160
0
2
0
0
0
0
0
326
98
0.154109
0.68232
normal
0
35.423888
5,579
44,321
0
1
2
1
0
0
0
240
13
0.110005
0.0677
normal
0
67.96614
47,132
81,714
0
2
1
1
1
0
0
223
36
0.121864
0.942116
normal
0
155.043467
3,486
69,950
0
0
0
0
0
0
0
316
90
0.08051
0.171216
normal
0
68.30853
21,308
53,709
0
0
3
1
1
0
0
332
64
0.014465
0.941444
normal
0
56.07095
39,033
42,945
0
0
0
0
0
0
0
145
39
0.055742
0.190688
normal
0
1.16407
18,952
84,876
0
2
4
0
1
0
0
240
52
0.044013
0.149372
normal
0
83.942114
29,921
88,115
0
1
4
2
0
0
0
116
61
0.19335
0.006614
normal
0
5.050854
3,903,389
81,756
2
0
3
1
1
0
0
310
58
0.952689
0.260645
dos
1
144.667404
38,642
8,243
0
2
3
2
0
0
0
379
25
0.165475
0.727569
normal
0
29.805263
20,409
43,625
0
1
3
0
1
0
0
125
46
0.165904
0.734427
normal
0
112.143294
47,818
4,705
0
0
0
1
0
0
0
280
35
0.06126
0.000011
normal
0
103.909
43,675
81,340
0
1
0
1
1
0
0
454
60
0.113682
0.137554
normal
0
95.887366
49,990
83,664
0
1
3
0
1
0
0
58
8
0.129622
0.065775
normal
0
31.054411
38,093
16,093
0
0
0
0
1
0
0
439
99
0.023116
0.250697
normal
0
33.665333
37,619
61,662
1
0
4
15
1
0
0
19
99
0.06537
0.263485
r2l
1
9.142855
9,044,532
96,570
2
1
1
1
0
0
0
241
61
0.944692
0.288081
dos
1
1.289005
2,318
77,438
0
0
2
2
1
0
0
121
15
0.163591
0.746875
normal
0
12.491551
7,199,101
37,700
2
0
3
1
1
0
0
297
93
0.850682
0.191299
dos
1
14.698469
916,144
66,685
3
0
4
0
0
0
0
46
84
0.833204
0.302653
dos
1
169.852191
48,245
2,559
0
2
0
2
0
0
0
51
96
0.164068
0.332642
normal
0
2.70752
7,350,515
10,369
2
0
2
2
0
0
0
98
91
0.956495
0.089214
dos
1
105.97093
44,299
60,099
0
0
3
0
1
0
0
3
38
0.070937
0.963783
normal
0
81.453866
7,206
33,835
0
1
0
1
1
0
0
63
53
0.184359
0.007519
normal
0
6.6717
974
18,213
0
1
0
1
1
0
0
422
41
0.032369
0.960517
normal
0
97.220045
15,393
33,690
0
0
2
2
0
0
0
145
13
0.087802
0.114985
normal
0
168.148977
31,677
23,130
0
1
0
0
1
0
0
378
55
0.016136
0.330221
normal
0
488.598526
8,626
83,470
0
2
2
2
1
0
0
211
45
0.158105
0.53897
normal
0
30.242452
38,855
67,580
4
0
4
11
1
0
0
324
69
0.064924
0.991603
r2l
1
1.638539
34,046
38,581
4
1
12
1
0
0
0
246
55
0.127021
0.694955
probe
1
6.886122
17,113
94,526
0
1
15
1
1
0
0
250
31
0.162129
0.58927
probe
1
8.688515
5,283,847
39,865
1
0
1
0
1
0
0
63
12
0.966034
0.451039
dos
1
3.993971
6,114
67,133
1
1
2
4
1
0
0
77
40
0.192534
0.891086
r2l
1
13.059548
32,948
67,857
0
1
4
0
1
0
0
9
19
0.132859
0.539736
normal
0