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
276.436209
1,206
21,259
0
0
2
2
1
0
0
16
96
0.042393
0.559999
normal
0
61.512988
46,984
32,472
0
0
1
1
0
0
0
341
98
0.092827
0.697383
normal
0
333.408739
13,993
59,256
0
1
3
0
1
0
0
382
77
0.076142
0.209062
normal
0
33.075261
8,192,579
13,706
2
0
4
0
0
0
0
430
79
0.58075
0.740036
dos
1
176.805032
32,527
18,769
0
0
1
0
0
0
0
152
61
0.091593
0.788789
normal
0
11.079402
41,008
68,002
0
0
0
0
1
0
0
110
44
0.045467
0.728408
normal
0
88.223099
38,887
5,329
0
1
1
0
0
0
0
227
92
0.176337
0.378142
normal
0
15.396778
21,124
32,106
0
0
4
2
1
0
0
236
13
0.107997
0.320798
normal
0
2.246248
24,919
60,381
0
0
1
6
0
0
0
43
69
0.158569
0.637226
r2l
1
97.701097
42,309
50,346
0
2
1
0
0
0
0
335
89
0.056018
0.672795
normal
0
4.249313
22,855
49,252
2
1
18
2
1
0
0
36
89
0.138874
0.566742
probe
1
7.463222
1,625,264
67,997
0
0
0
0
1
0
0
15
41
0.887846
0.049163
dos
1
75.703254
32,760
322
0
1
2
1
1
0
0
463
55
0.047045
0.560442
normal
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83.313132
41,674
61,468
0
1
4
2
1
0
0
302
58
0.112133
0.314828
normal
0
8.21085
28,456
24,216
0
2
0
2
0
0
0
38
30
0.05974
0.24673
normal
0
4.092537
7,864,289
52,801
1
2
4
0
0
0
0
149
44
0.604761
0.983084
dos
1
125.121215
38,800
4,846
0
0
4
0
1
0
0
385
47
0.123606
0.990378
normal
0
5.469622
11,824
87,675
0
0
1
2
0
0
0
118
9
0.141097
0.012596
normal
0
142.823271
9,227
98,910
0
0
1
1
1
0
0
473
55
0.038557
0.762748
normal
0
30.046163
321,510
90,628
1
1
1
2
1
0
0
361
2
0.674662
0.692085
dos
1
179.112292
12,769
69,871
0
2
1
2
0
0
0
153
72
0.051234
0.302641
normal
0
24.598056
32,035
13,360
0
2
0
2
1
0
0
179
91
0.129397
0.649298
normal
0
179.140164
10,978
30,745
0
0
2
1
0
0
0
18
70
0.194859
0.449189
normal
0
9.933534
41,581
49,990
0
2
0
1
0
0
0
4
71
0.002257
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normal
0
6.603281
2,594,007
99,425
3
1
1
0
0
0
0
429
95
0.594877
0.467088
dos
1
22.249975
34,744
53,117
0
0
3
2
1
0
0
151
5
0.077632
0.258421
normal
0
6.768684
281,662
96,529
4
2
4
0
1
0
0
153
66
0.944621
0.136739
dos
1
122.050815
2,305
99,563
0
0
1
1
0
0
0
158
36
0.10713
0.978405
normal
0
2.568893
24,501
60,624
0
1
1
2
1
0
0
373
40
0.143082
0.437085
normal
0
0.956899
33,414
23,576
0
1
4
2
0
0
0
223
55
0.124374
0.116106
normal
0
34.425137
43,613
49,796
0
0
4
2
1
0
0
214
22
0.116678
0.680048
normal
0
15.464777
24,842
75,956
0
0
2
2
0
0
0
206
26
0.070331
0.184764
normal
0
99.507552
2,169
66,132
0
2
0
0
1
0
0
113
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normal
0
109.003994
31,431
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0
1
4
2
0
0
0
174
24
0.070759
0.757142
normal
0
284.646614
29,619
97,830
0
1
0
1
1
0
0
412
53
0.002375
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normal
0
303.738638
48,934
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0
0
1
0
0
0
0
38
28
0.040436
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normal
0
17.538467
16,071
70,072
3
2
7
2
1
0
0
290
11
0.066023
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probe
1
0.569128
23,214
88,689
0
0
3
0
1
0
0
81
62
0.157124
0.203806
normal
0
44.472257
32,884
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0
0
2
0
0
0
0
204
32
0.004508
0.321823
normal
0
71.978178
27,382
9,156
0
0
2
2
1
0
0
58
32
0.002948
0.133499
normal
0
10.453292
4,130,149
42,597
1
1
2
1
1
0
0
240
81
0.858286
0.815067
dos
1
3.424316
3,216,504
97,254
2
0
3
2
0
0
0
300
87
0.951343
0.725517
dos
1
323.275882
27,935
51,938
0
0
4
2
0
0
0
292
84
0.003947
0.603657
normal
0
6.798235
8,619
84,728
2
2
29
1
0
0
0
101
82
0.196595
0.085186
probe
1
11.530764
43,057
54,941
0
0
4
2
0
0
0
33
51
0.059585
0.004183
normal
0
30.921954
25,021
90,625
0
2
1
1
1
0
0
251
49
0.169941
0.989451
normal
0
29.39664
38,460
32,979
3
0
21
0
0
0
0
67
50
0.129812
0.890057
probe
1
4.43997
2,454
80,931
3
1
5
1
1
0
0
128
59
0.01478
0.386514
probe
1
32.20951
12,563
96,804
0
0
2
0
0
0
0
478
13
0.008496
0.89419
normal
0
3.940308
14,748
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3
1
11
1
1
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0
441
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0.151304
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probe
1
111.485564
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0
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1
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0
255
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0.137903
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normal
0
0.209866
41,603
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4
1
13
1
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0
0
492
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0.022424
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probe
1
22.49639
19,934
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1
1
0
1
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473
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0.163325
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normal
0
219.501565
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0
0
4
2
0
0
0
368
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normal
0
113.274168
48,039
82,179
0
2
0
1
0
0
0
9
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normal
0
18.511697
40,575
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0
1
0
1
1
0
0
258
19
0.174792
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normal
0
122.011013
39,911
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0
1
1
0
1
0
0
142
82
0.055846
0.486231
normal
0
135.260321
2,848
62,146
0
0
1
1
1
0
0
430
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0.142698
0.321448
normal
0
217.93086
42,416
65,581
0
2
0
1
0
0
0
106
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0.185241
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normal
0
25.210807
21,743
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0
1
3
1
1
0
0
280
32
0.136676
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normal
0
448.775214
30,080
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0
0
3
1
1
0
0
425
91
0.087654
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normal
0
16.651918
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0
1
2
1
0
0
0
29
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normal
0
91.801445
6,512
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0
0
1
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1
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0
87
7
0.106716
0.744246
normal
0
10.309284
305,367
7,735
4
0
0
1
0
0
0
304
22
0.703369
0.592714
dos
1
2.606101
8,477
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1
2
26
2
1
0
0
205
85
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probe
1
1.716432
842,450
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3
0
4
2
1
0
0
154
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0.541482
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dos
1
221.558294
40,971
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0
2
3
2
1
0
0
470
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normal
0
23.109901
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4
0
0
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360
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dos
1
68.716701
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1
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151
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normal
0
13.736681
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normal
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286
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normal
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3.721682
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1
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1
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188
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dos
1
312.776918
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218
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normal
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144.429127
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normal
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341.477902
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189
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normal
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probe
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normal
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133
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normal
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152.351928
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494
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normal
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normal
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normal
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normal
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276
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probe
1
107.755733
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283
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normal
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normal
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normal
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normal
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normal
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normal
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107
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normal
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114
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dos
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3.7969
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142
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normal
0
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467
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normal
0
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dos
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18.731818
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15
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normal
0
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2
3
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0
157
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dos
1
8.113103
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117
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normal
0
2.602049
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182
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normal
0
10.996174
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2
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176
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dos
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normal
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