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
13.471842
49,636
64,959
0
2
1
1
0
0
0
165
8
0.031291
0.458534
normal
0
93.919841
32,876
98,767
0
1
3
2
1
0
0
90
76
0.119153
0.267511
normal
0
93.415425
13,363
92,501
0
2
4
2
0
0
0
70
52
0.081522
0.775124
normal
0
30.135265
1,078
57,851
0
2
1
0
1
0
0
74
25
0.131929
0.985663
normal
0
129.894358
20,207
22,167
0
2
0
0
1
0
0
18
34
0.178136
0.631971
normal
0
148.562931
18,574
58,651
0
2
2
0
0
0
0
64
88
0.097326
0.660682
normal
0
15.320924
11,468
6,294
1
2
13
0
1
0
0
61
1
0.02594
0.157547
probe
1
11.579562
26,523
43,582
1
1
21
1
1
0
0
369
68
0.032847
0.334592
probe
1
151.151009
19,586
35,710
0
1
0
0
0
0
0
399
77
0.121997
0.399104
normal
0
139.877059
20,237
12,983
0
1
0
2
0
0
0
21
23
0.034921
0.441014
normal
0
29.814872
36,612
71,892
0
1
1
0
1
0
0
304
11
0.049615
0.775978
normal
0
37.139117
7,030
49,145
0
1
1
1
0
0
0
268
19
0.125113
0.81132
normal
0
3.147141
981,742
23,112
2
1
3
2
1
0
0
398
69
0.530759
0.67851
dos
1
1.922254
17,726
14,245
0
0
4
0
0
0
0
290
19
0.167861
0.59075
normal
0
35.296437
10,299
92,955
0
2
0
1
1
0
0
278
3
0.186002
0.828403
normal
0
3.694204
9,548,644
39,099
4
1
3
2
1
0
0
25
47
0.722219
0.423957
dos
1
7.903402
47,935
36,411
1
0
13
1
1
0
0
33
54
0.146971
0.583619
probe
1
13.499061
36,634
99,071
0
1
1
0
1
0
0
119
48
0.067295
0.501062
normal
0
62.219813
6,255
46,042
0
1
0
2
1
0
0
378
6
0.139474
0.666875
normal
0
131.291391
11,834
74,111
0
0
0
2
0
0
0
36
5
0.056492
0.6527
normal
0
179.425617
1,463
45,080
0
1
4
2
0
0
0
449
61
0.040147
0.235834
normal
0
18.488911
11,211
48,664
1
2
18
1
0
0
0
454
49
0.188952
0.032509
probe
1
16.373391
6,466,700
66,873
2
2
0
2
0
0
0
180
51
0.880933
0.564965
dos
1
13.13326
7,662,973
59,429
1
0
2
0
0
0
0
20
59
0.620849
0.980097
dos
1
21.436841
48,477
20,781
0
1
3
0
0
0
0
198
55
0.049175
0.102211
normal
0
3.914721
7,433,555
94,154
3
2
0
1
1
0
0
347
94
0.916309
0.403195
dos
1
156.971949
36,243
42,352
0
0
0
1
0
0
0
118
97
0.184688
0.360295
normal
0
62.550093
12,251
2,147
0
2
3
2
1
0
0
379
74
0.111859
0.311247
normal
0
156.217389
16,351
66,947
0
0
0
0
0
0
0
139
91
0.185708
0.739784
normal
0
121.767639
5,732
88,509
0
0
1
2
1
0
0
377
62
0.125914
0.970081
normal
0
5.592289
5,542,320
42,775
2
2
0
1
1
0
0
248
39
0.753775
0.732441
dos
1
71.397715
16,174
31,189
0
1
1
0
1
0
0
472
6
0.089846
0.301833
normal
0
58.70169
30,863
36,918
0
0
1
2
0
0
0
493
22
0.108874
0.047711
normal
0
55.142803
38,306
30,616
0
2
1
0
0
0
0
233
87
0.197298
0.599173
normal
0
78.213371
15,042
6,898
0
2
3
0
1
0
0
276
15
0.124452
0.154801
normal
0
402.194396
15,753
36,819
0
2
1
1
1
0
0
215
7
0.099785
0.672443
normal
0
167.611524
23,136
68,928
0
0
0
2
1
0
0
69
4
0.006317
0.965163
normal
0
1.0101
5,227,157
97,347
2
1
4
1
0
0
0
369
65
0.700529
0.785205
dos
1
3.008771
5,993
3,467
0
2
1
0
0
0
0
479
45
0.005427
0.624522
normal
0
15.121409
17,833
28,824
0
2
0
1
1
0
0
243
20
0.021938
0.992058
normal
0
8.857295
30,048
42,132
0
0
0
1
1
0
0
375
2
0.059769
0.271283
normal
0
5.607353
7,780,948
73,953
4
1
2
2
1
0
0
67
3
0.528167
0.646528
dos
1
58.320367
9,638
10,931
0
0
0
2
0
0
0
287
56
0.081907
0.32361
normal
0
102.737104
14,019
99,637
0
1
2
2
0
0
0
319
48
0.129855
0.024315
normal
0
69.48111
25,542
45,570
0
0
0
0
1
0
0
57
80
0.059944
0.489816
normal
0
233.494213
7,909
20,768
0
1
1
0
1
0
0
93
51
0.09828
0.839046
normal
0
281.101291
38,604
59,592
0
2
2
2
1
0
0
436
12
0.171909
0.383068
normal
0
17.1828
2,686,396
87,558
2
0
2
0
1
0
0
162
26
0.651867
0.320496
dos
1
191.673049
30,086
37,736
0
1
2
0
0
0
0
351
49
0.136289
0.742641
normal
0
65.724389
40,923
76,442
0
2
1
2
0
0
0
333
35
0.135321
0.288657
normal
0
0.263743
4,291,654
51,968
0
2
4
0
1
0
0
300
58
0.6723
0.706569
dos
1
153.683519
31,760
49,319
0
1
1
1
0
0
0
367
22
0.158389
0.989972
normal
0
9.776776
40,977
91,810
0
0
4
2
0
0
0
128
94
0.055943
0.227692
normal
0
214.125846
46,784
42,278
0
2
1
1
1
0
0
124
30
0.193251
0.951702
normal
0
111.128228
42,572
68,618
0
1
0
1
1
0
0
118
81
0.048733
0.923517
normal
0
208.15366
15,396
15,148
0
0
1
1
1
0
0
110
6
0.157214
0.269525
normal
0
519.893869
2,383
92,106
0
2
4
1
0
0
0
151
61
0.158417
0.490678
normal
0
40.841343
40,420
51,330
0
1
11
1
0
0
0
75
30
0.161267
0.166649
probe
1
2.807882
31,180
47,308
1
2
0
15
1
0
0
153
12
0.118449
0.467715
r2l
1
18.215021
45,084
32,179
0
0
2
0
0
0
0
222
50
0.006336
0.562912
normal
0
39.099763
24,618
88,379
0
0
1
0
1
0
0
81
83
0.13514
0.603866
normal
0
10.931604
20,262
37,467
0
2
0
2
1
0
0
112
23
0.061377
0.828185
normal
0
6.73137
2,683,309
3,385
4
0
4
0
0
0
0
374
72
0.969623
0.68409
dos
1
35.221043
1,482
39,397
0
0
2
0
1
0
0
469
39
0.056699
0.568242
normal
0
372.497049
20,098
49,262
0
1
4
0
0
0
0
450
49
0.064355
0.623828
normal
0
17.015233
6,704,950
38,177
4
2
0
0
0
0
0
336
8
0.855323
0.264703
dos
1
7.858102
3,764,021
24,822
2
2
0
1
1
0
0
128
87
0.556486
0.446892
dos
1
0.327261
9,872,239
12,699
1
1
0
0
1
0
0
22
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0.572482
0.746816
dos
1
62.901666
24,793
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0
0
0
0
0
0
0
465
34
0.143989
0.646286
normal
0
0.569839
615,160
45,505
1
2
4
0
1
0
0
297
26
0.604953
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dos
1
9.580411
47,880
80,760
0
2
7
1
0
0
0
374
9
0.186698
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probe
1
3.16693
25,894
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0
1
0
0
0
0
0
99
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0.051908
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normal
0
115.932175
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0
0
2
2
1
0
0
66
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0.036728
normal
0
66.785333
17,527
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0
1
4
0
1
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127
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normal
0
24.200759
32,129
9,671
3
2
1
6
0
0
0
217
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0.191545
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r2l
1
168.929083
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0
0
1
1
1
0
0
26
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normal
0
26.205997
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0
0
4
1
1
0
0
108
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0.098545
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normal
0
4.963461
11,811
60,332
0
1
4
0
1
0
0
316
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0.09576
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normal
0
24.629317
2,990,706
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0
0
0
0
0
0
0
415
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0.609417
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dos
1
380.59882
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0
2
4
0
0
0
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246
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normal
0
59.1779
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0
2
2
0
1
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0
161
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0.065745
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normal
0
30.0582
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79,559
0
2
1
1
0
0
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82
34
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normal
0
0.036534
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41,039
2
0
25
0
1
0
0
370
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probe
1
33.889902
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0
0
2
0
1
0
0
377
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normal
0
39.737723
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0
2
0
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497
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normal
0
15.55789
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1
1
4
0
1
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0
472
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dos
1
106.539163
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0
2
1
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1
0
0
14
9
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normal
0
1.25457
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2
1
17
1
1
0
0
280
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probe
1
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895
0
2
1
1
1
0
0
171
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0.165997
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normal
0
46.725319
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0
1
2
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360
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normal
0
193.537317
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0
1
1
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0
0
0
311
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0.15265
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normal
0
68.985563
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0
0
1
2
1
0
0
69
8
0.095204
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normal
0
334.624788
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0
1
2
2
1
0
0
185
9
0.179937
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normal
0
70.04166
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0
0
0
0
0
0
0
218
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0.09031
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normal
0
3.358416
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1
2
2
0
0
0
0
322
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dos
1
21.482078
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0
1
2
2
0
0
0
140
4
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normal
0
118.588569
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0
1
0
2
1
0
0
185
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normal
0
76.86928
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0
2
3
0
1
0
0
355
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normal
0
9.72552
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3
2
3
1
1
6
1
299
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0.036508
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u2r
1
140.701471
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4
1
1
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375
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normal
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