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
6.732073
26,231
24,774
0
2
3
1
0
0
0
156
6
0.123085
0.686172
normal
0
71.306856
25,599
10,659
0
1
1
1
0
0
0
447
45
0.019938
0.965976
normal
0
320.000267
9,132
1,097
0
0
3
1
1
0
0
222
34
0.032367
0.664641
normal
0
385.916129
30,189
67,677
0
2
1
0
1
0
0
201
62
0.02579
0.233879
normal
0
75.860298
15,096
56,172
0
2
4
0
1
0
0
139
82
0.173408
0.71639
normal
0
72.380627
37,591
72,039
0
1
0
1
1
0
0
281
44
0.170342
0.756406
normal
0
33.618371
18,535
56,488
0
2
1
2
0
0
0
37
57
0.059554
0.062625
normal
0
584.83939
14,969
26,884
0
0
2
1
0
0
0
402
83
0.110103
0.033002
normal
0
32.052098
44,970
44,805
0
2
1
0
1
0
0
51
60
0.145457
0.852107
normal
0
60.312605
14,113
98,621
0
2
2
1
1
0
0
439
57
0.192915
0.057259
normal
0
0.293837
1,647
49,423
0
2
0
1
1
0
0
396
63
0.019746
0.168066
normal
0
42.960252
45,038
47,311
0
0
0
2
1
0
0
386
67
0.154587
0.911896
normal
0
7.128407
8,997,164
83,287
0
2
4
1
0
0
0
129
23
0.93684
0.095963
dos
1
136.189358
42,496
72,557
0
0
4
0
1
0
0
273
69
0.19509
0.205174
normal
0
82.328879
2,464
43,410
0
0
0
2
1
0
0
280
19
0.139232
0.114674
normal
0
84.903375
14,974
3,311
0
2
1
0
1
0
0
165
46
0.137996
0.608181
normal
0
33.758866
40,466
75,386
0
1
1
2
1
0
0
36
16
0.044312
0.74245
normal
0
168.683902
7,921
95,908
0
2
4
1
1
0
0
157
24
0.085727
0.848961
normal
0
0.327629
4,714
95,807
0
1
1
2
1
0
0
428
68
0.013971
0.234711
normal
0
40.586696
38,898
25,018
0
2
1
1
0
0
0
212
39
0.001093
0.094419
normal
0
25.855412
46,609
8,800
4
1
16
2
1
0
0
51
85
0.051662
0.893313
probe
1
238.512507
17,407
33,860
0
0
1
1
1
0
0
430
65
0.177543
0.300119
normal
0
26.737755
42,510
3,784
0
0
2
2
0
0
0
188
19
0.077317
0.801778
normal
0
77.892307
26,221
55,764
0
2
4
1
1
0
0
110
23
0.076553
0.946791
normal
0
6.808012
37,654
32,390
3
2
0
15
1
0
0
72
31
0.02297
0.017623
r2l
1
6.106925
4,655,473
84,777
1
1
0
2
1
0
0
456
7
0.844248
0.61126
dos
1
5.183754
29,743
67,480
0
1
2
2
1
0
0
247
23
0.144975
0.753169
normal
0
5.856522
8,479,797
35,639
4
0
4
0
0
0
0
48
76
0.567079
0.606422
dos
1
20.146239
6,858
74,670
0
1
2
0
0
0
0
150
30
0.014253
0.780347
normal
0
11.080529
1,863,928
97,131
0
0
4
2
1
0
0
25
47
0.78377
0.897284
dos
1
27.859541
7,510,206
6,604
2
0
2
0
1
0
0
329
39
0.971005
0.145547
dos
1
374.950767
43,964
75,185
0
1
1
0
1
0
0
81
36
0.083531
0.286281
normal
0
3.967181
7,953,363
91,476
4
2
2
0
0
0
0
273
15
0.742978
0.170538
dos
1
273.384156
28,540
48,585
0
1
2
0
1
0
0
215
33
0.042718
0.154199
normal
0
22.973314
4,642
40,407
0
2
3
0
1
0
0
280
35
0.135826
0.514156
normal
0
267.793661
32,937
2,138
0
0
4
1
1
0
0
490
94
0.087121
0.607708
normal
0
5.859006
1,564,658
74,016
3
0
1
0
1
0
0
387
90
0.579488
0.438362
dos
1
12.015675
44,199
88,857
0
2
2
0
1
0
0
271
95
0.154522
0.838302
normal
0
87.207089
38,781
71,651
0
0
1
1
1
0
0
253
23
0.124035
0.524276
normal
0
21.613433
4,780,782
36,112
4
0
4
0
0
0
0
429
73
0.956738
0.413907
dos
1
48.313451
31,281
23,532
0
1
0
0
1
0
0
2
58
0.172596
0.63818
normal
0
58.012382
40,993
7,681
0
1
3
2
1
0
0
229
28
0.186919
0.805156
normal
0
54.940538
40,259
70,222
0
0
3
2
0
0
0
266
43
0.112808
0.80791
normal
0
109.096825
467
39,467
0
1
4
2
1
0
0
479
86
0.176773
0.179026
normal
0
146.260567
38,176
51,782
0
0
3
1
1
0
0
141
5
0.019628
0.071034
normal
0
39.925099
23,013
12,835
0
0
0
2
1
0
0
191
14
0.056494
0.656876
normal
0
26.331082
43,148
15,281
0
2
1
10
1
0
0
269
7
0.113938
0.366358
r2l
1
7.376944
8,547,806
24,298
0
1
2
2
1
0
0
411
99
0.630059
0.713248
dos
1
4.154146
26,449
82,143
0
1
4
0
1
0
0
452
53
0.00765
0.475275
normal
0
1.502104
23,409
28,226
0
0
4
0
0
0
0
212
79
0.174191
0.676907
normal
0
55.35006
3,301
67,057
0
2
3
0
1
0
0
338
83
0.041577
0.238252
normal
0
89.317314
18,404
38,816
0
1
2
1
1
0
0
240
3
0.18125
0.495652
normal
0
32.559822
25,363
37,912
0
1
3
1
0
0
0
1
82
0.084917
0.477507
normal
0
30.031318
11,385
70,308
0
0
3
0
0
0
0
299
13
0.060469
0.090243
normal
0
8.317855
10,380
71,843
0
1
14
0
0
0
0
448
77
0.136243
0.72744
probe
1
92.056055
49,404
31,010
0
1
1
1
1
0
0
382
93
0.150174
0.863113
normal
0
18.289797
24,001
77,586
0
0
3
2
1
0
0
353
3
0.030857
0.008079
normal
0
0.247173
23,660
10,284
0
2
8
2
0
0
0
175
58
0.132362
0.580823
probe
1
113.935951
12,320
78,191
0
1
4
2
1
0
0
107
90
0.132815
0.648292
normal
0
45.032062
46,792
62,674
0
0
0
2
0
0
0
249
35
0.021795
0.811058
normal
0
115.082608
9,362
736
0
0
4
0
0
0
0
18
57
0.0308
0.430425
normal
0
11.951926
39,341
29,594
0
2
2
2
0
0
0
256
68
0.023246
0.506461
normal
0
12.59818
6,204,230
62,238
3
2
2
0
0
0
0
218
88
0.747195
0.405433
dos
1
18.510672
39,764
88,898
0
0
0
0
1
0
0
272
73
0.16714
0.775868
normal
0
19.139288
383,051
99,337
1
0
3
1
1
0
0
187
77
0.874452
0.315547
dos
1
3.313799
29,547
16,244
1
0
3
12
1
0
0
43
91
0.077775
0.203956
r2l
1
21.632907
24,060
6,663
2
1
13
2
1
0
0
290
52
0.155585
0.330198
probe
1
5.095584
33,927
78,881
4
1
7
1
1
0
0
300
2
0.013075
0.676643
probe
1
112.106618
45,151
84,201
0
1
1
1
0
0
0
461
84
0.183554
0.481614
normal
0
16.098165
45,398
7,348
0
1
2
0
0
0
0
385
79
0.084295
0.76842
normal
0
2.492097
12,113
38,801
0
2
4
2
1
0
0
61
12
0.189735
0.657813
normal
0
157.412174
24,085
70,155
0
1
4
0
0
0
0
435
2
0.020491
0.275211
normal
0
1.490881
9,733
64,237
0
0
8
2
1
0
0
236
39
0.120285
0.359161
probe
1
42.146201
35,134
46,943
0
1
4
2
1
0
0
315
55
0.164997
0.45946
normal
0
3.846341
18,732
41,345
3
2
23
0
0
0
0
422
80
0.177928
0.360112
probe
1
0.77615
9,590,837
61,363
1
0
0
1
1
0
0
8
51
0.998042
0.527744
dos
1
1.651814
41,660
54,091
1
1
0
19
0
0
0
485
64
0.025664
0.867786
r2l
1
0.458956
40,854
10,566
3
1
11
2
0
0
0
92
92
0.1432
0.092225
probe
1
28.395253
935
33,281
0
0
2
1
1
0
0
176
36
0.026707
0.023019
normal
0
127.363352
41,459
57,370
0
0
4
1
0
0
0
121
23
0.047868
0.592667
normal
0
28.307828
10,620
79,769
0
0
1
0
0
0
0
19
71
0.199274
0.974808
normal
0
24.157257
1,107
33,432
0
2
2
0
0
0
0
439
62
0.121192
0.986213
normal
0
79.214565
9,058
44,944
0
2
1
1
1
0
0
473
15
0.178889
0.605849
normal
0
56.842481
6,734,805
22,208
2
2
1
0
0
0
0
213
58
0.524878
0.891301
dos
1
2.643872
25,075
39,006
3
0
28
0
0
0
0
102
35
0.112619
0.592595
probe
1
6.189945
37,989
22,695
0
1
0
0
1
0
0
403
67
0.122508
0.76873
normal
0
153.32674
33,196
50,692
0
0
3
2
0
0
0
488
53
0.194089
0.557371
normal
0
196.252822
21,214
75,483
0
1
1
2
1
0
0
15
89
0.194249
0.721107
normal
0
92.745511
26,447
77,851
0
1
3
1
1
0
0
343
36
0.193017
0.74345
normal
0
56.006491
47,586
61,176
0
0
3
0
1
0
0
31
35
0.047094
0.225492
normal
0
186.637405
1,712
39,925
0
2
2
2
0
0
0
355
74
0.012553
0.286989
normal
0
130.496153
28,849
8,499
0
0
3
2
1
0
0
99
13
0.139666
0.848102
normal
0
86.653484
29,103
44,429
0
1
2
0
1
0
0
200
24
0.096882
0.904624
normal
0
38.530537
30,982
94,341
0
0
3
0
1
0
0
204
69
0.179783
0.569442
normal
0
22.064051
2,104
43,793
0
0
3
0
1
0
0
115
81
0.108245
0.334375
normal
0
54.244193
6,803
11,556
0
1
1
2
0
0
0
222
89
0.080783
0.875806
normal
0
33.802505
39,637
703
0
0
1
1
0
0
0
316
77
0.06319
0.801613
normal
0
41.439272
22,108
72,174
0
2
4
2
0
0
0
170
77
0.023498
0.329033
normal
0
5.427819
19,494
354
0
2
4
8
1
0
0
435
12
0.045419
0.026902
r2l
1
18.523856
4,345
33,314
0
2
2
2
1
0
0
82
93
0.095476
0.452315
normal
0