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
60.667911
45,076
64,239
0
0
4
0
1
0
0
454
83
0.100207
0.472877
normal
0
137.304324
7,250
33,123
0
2
4
1
1
0
0
90
17
0.023194
0.620153
normal
0
15.783622
42,652
55,450
0
2
1
2
1
0
0
482
44
0.012498
0.171165
normal
0
0.212063
6,277,168
68,275
4
0
3
1
0
0
0
169
84
0.707181
0.736413
dos
1
16.557623
41,625
93,702
0
2
1
1
0
0
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56
25
0.109339
0.627305
normal
0
26.759426
42,477
79,926
2
0
4
2
1
8
1
430
80
0.08809
0.616
u2r
1
11.256843
40,223
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2
2
0
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151
94
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0.819072
normal
0
5.589235
4,298,530
36,698
0
1
3
2
0
0
0
304
34
0.957639
0.36412
dos
1
80.387864
25,060
24,032
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1
1
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0
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295
39
0.147966
0.202205
normal
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442.235803
47,067
5,258
0
0
0
1
1
0
0
43
85
0.103587
0.989276
normal
0
1.846463
10,937
86,416
2
0
19
2
1
0
0
234
13
0.132603
0.252228
probe
1
47.873896
19,619
12,517
0
0
2
1
0
0
0
482
1
0.141131
0.293586
normal
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85.765882
20,660
60,737
0
1
2
2
0
0
0
102
10
0.007114
0.433767
normal
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23,407
95,329
0
1
4
0
1
0
0
298
75
0.116118
0.321511
normal
0
173.006561
16,463
71,793
0
0
4
2
1
0
0
468
64
0.009043
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normal
0
133.351895
19,740
31,135
0
2
0
2
0
0
0
221
33
0.021978
0.509849
normal
0
84.232289
31,280
90,007
0
0
2
0
1
0
0
160
18
0.09795
0.21989
normal
0
110.619001
23,996
38,871
0
0
4
1
0
0
0
148
50
0.127306
0.43084
normal
0
137.00967
41,297
54,284
0
0
1
2
0
0
0
446
91
0.190259
0.436455
normal
0
14.288247
49,105
42,642
0
2
4
1
1
0
0
136
87
0.151432
0.503352
normal
0
22.371304
48,714
30,644
0
1
0
0
1
0
0
88
38
0.135269
0.548587
normal
0
28.294829
9,992,203
58,790
1
2
0
1
1
0
0
135
31
0.95502
0.581253
dos
1
189.99611
22,926
39,956
0
1
1
1
1
0
0
62
74
0.174789
0.107948
normal
0
52.638315
21,316
42,479
0
1
3
0
1
0
0
447
90
0.123491
0.242868
normal
0
4.583747
10,224
4,310
1
2
2
9
1
0
0
410
79
0.027177
0.344843
r2l
1
24.343776
27,837
21,382
0
1
0
1
1
0
0
18
83
0.128505
0.434193
normal
0
1.822011
30,235
74,067
3
2
29
1
1
0
0
230
42
0.111656
0.738508
probe
1
0.501485
2,676
8,303
0
1
26
0
0
0
0
495
39
0.064098
0.433257
probe
1
5.033816
5,349,261
95,209
4
0
1
2
1
0
0
185
8
0.529271
0.231301
dos
1
33.600227
19,613
61,821
0
1
3
1
1
0
0
169
73
0.104868
0.734595
normal
0
14.061985
5,838,530
29,773
1
2
0
2
1
0
0
183
82
0.722294
0.341651
dos
1
7.280616
6,028,828
52,889
3
1
1
1
0
0
0
460
62
0.577979
0.90487
dos
1
73.661066
4,384
69,717
0
0
4
2
1
0
0
50
45
0.100613
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normal
0
194.774101
36,403
66,019
0
2
2
2
0
0
0
24
90
0.065513
0.918975
normal
0
36.246232
39,233
78,297
0
0
2
1
0
0
0
8
68
0.03177
0.129396
normal
0
166.490872
16,383
25,456
0
0
4
0
1
0
0
393
59
0.006337
0.454865
normal
0
242.262598
15,398
52,254
0
0
2
1
1
0
0
9
46
0.074821
0.859768
normal
0
7.575629
452
40,295
0
2
4
1
1
0
0
275
51
0.023296
0.855317
normal
0
141.232847
3,222
79,171
0
1
2
2
0
0
0
54
14
0.162238
0.399274
normal
0
29.483216
5,307
82,087
0
0
1
2
0
0
0
115
96
0.157588
0.142956
normal
0
19.276914
31,041
40,218
0
2
3
1
1
0
0
62
37
0.104978
0.791089
normal
0
91.910066
47,691
88,968
0
1
0
2
1
0
0
128
92
0.062141
0.523469
normal
0
9.62393
18,515
24,412
3
1
25
0
1
0
0
144
31
0.05449
0.33189
probe
1
50.213183
35,794
3,291
0
2
0
1
1
0
0
98
32
0.016549
0.799665
normal
0
3.996164
38,693
67,271
0
2
0
0
0
0
0
193
34
0.06915
0.25017
normal
0
239.365405
4,144
78,190
0
1
0
2
1
0
0
303
86
0.185548
0.083923
normal
0
131.210351
45,256
7,280
0
1
4
2
1
0
0
380
35
0.19759
0.138171
normal
0
8.53108
9,085,495
75,276
2
0
1
0
0
0
0
125
55
0.769516
0.869854
dos
1
5.588521
1,270
94,779
3
1
3
10
0
0
0
495
77
0.037006
0.239591
r2l
1
2.818632
15,605
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0
0
0
1
1
0
0
340
9
0.087522
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normal
0
14.311383
5,740
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2
0
2
10
0
0
0
178
60
0.162784
0.568553
r2l
1
73.926491
37,785
48,052
0
1
2
0
1
0
0
381
84
0.10035
0.121743
normal
0
72.82017
21,729
887
0
2
3
1
0
0
0
156
70
0.006965
0.437204
normal
0
23.342735
11,925
22,891
0
1
0
1
0
0
0
28
20
0.103075
0.891675
normal
0
21.620709
26,281
9,503
3
0
29
2
1
0
0
213
24
0.112935
0.634919
probe
1
35.505078
40,174
20,437
0
1
1
2
1
0
0
230
49
0.105912
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normal
0
86.847729
47,130
35,894
0
1
2
1
1
0
0
203
51
0.177654
0.53852
normal
0
27.835793
7,048,925
11,506
4
2
2
0
0
0
0
344
22
0.581569
0.781604
dos
1
55.367723
5,901
59,544
0
0
4
1
1
0
0
268
88
0.022116
0.515132
normal
0
23.258123
48,366
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0
0
2
2
1
0
0
282
23
0.100746
0.516575
normal
0
2.819719
24,747
1,817
2
0
27
0
1
0
0
230
21
0.044921
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probe
1
55.440203
2,392
54,172
0
0
0
0
1
0
0
188
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0.006377
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normal
0
1.62486
15,077
52,095
0
2
2
2
1
0
0
137
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0.134544
0.31736
normal
0
2.856924
42,293
30,033
0
2
4
2
1
0
0
110
89
0.093637
0.996667
normal
0
63.702079
49,445
38,947
0
0
3
0
1
0
0
324
99
0.050166
0.823266
normal
0
20.239268
29,309
23,251
0
1
2
0
1
0
0
132
55
0.009317
0.256123
normal
0
87.957808
45,487
3,936
0
0
3
0
0
0
0
432
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0.090753
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normal
0
52.457265
28,258
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0
1
2
2
0
0
0
207
24
0.031925
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normal
0
106.253064
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0
0
3
2
1
0
0
430
34
0.106961
0.816565
normal
0
1.603774
24,711
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2
2
29
0
1
0
0
164
10
0.19272
0.782509
probe
1
0.487152
46,707
28,321
1
2
0
1
0
2
1
202
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0.125631
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u2r
1
154.824218
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0
0
3
0
1
0
0
348
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0.067242
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normal
0
139.853293
32,677
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0
1
1
0
1
0
0
231
14
0.045127
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normal
0
13.236205
23,672
58,527
3
1
5
0
1
0
0
330
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0.068425
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probe
1
24.082122
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0
1
4
2
1
0
0
42
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0.127259
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normal
0
175.635548
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0
2
4
0
1
0
0
272
39
0.016695
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normal
0
7.754922
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0
1
19
0
1
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0
14
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probe
1
2.021134
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3
1
1
0
1
0
0
372
42
0.724869
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dos
1
5.77566
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2
1
4
2
0
0
0
175
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dos
1
16.072419
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1
2
0
1
1
0
0
388
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dos
1
98.787487
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0
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2
1
1
0
0
164
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normal
0
47.91275
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0
2
2
2
0
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423
12
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normal
0
156.938928
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0
2
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2
1
0
0
192
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normal
0
36.308674
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0
0
1
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0
0
0
316
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normal
0
19.407951
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0
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3
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1
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0
170
60
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normal
0
6.526816
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3
1
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1
1
0
0
42
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0.640319
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dos
1
6.046634
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4
1
2
1
0
0
0
264
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dos
1
174.724404
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0
0
3
0
0
0
0
215
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normal
0
12.330705
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3
1
1
2
1
0
0
230
42
0.644477
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dos
1
0.334645
159,760
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1
0
4
2
1
0
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124
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dos
1
37.298245
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0
1
2
2
1
0
0
114
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normal
0
85.653284
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0
2
1
1
0
0
0
425
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normal
0
23.379101
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0
1
0
1
1
0
0
464
41
0.003898
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normal
0
48.68584
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0
0
1
2
0
0
0
27
9
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normal
0
194.86919
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0
0
1
0
1
0
0
45
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0.039946
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normal
0
24.33312
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0
2
3
0
1
0
0
408
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0.122007
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normal
0
166.199233
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0
1
2
2
0
0
0
278
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normal
0
33.250046
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0
0
2
1
1
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0
219
30
0.059312
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normal
0
11.777552
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0
1
27
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1
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0
408
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probe
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139
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normal
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