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
49.388233
5,284
14,309
0
2
1
0
0
0
0
103
42
0.004734
0.447007
normal
0
72.640238
17,572
10,690
0
2
3
1
1
0
0
29
88
0.081188
0.072639
normal
0
46.252189
33,184
1,167
4
2
3
7
0
0
0
123
91
0.14044
0.177312
r2l
1
155.851004
12,110
30,819
0
2
1
2
0
0
0
434
86
0.028904
0.306515
normal
0
30.041304
6,338
8,448
0
2
0
0
0
0
0
381
90
0.094992
0.756054
normal
0
169.584051
12,846
79,477
0
0
1
2
1
0
0
498
60
0.146659
0.765433
normal
0
30.875409
46,888
23,889
0
0
3
0
0
0
0
63
48
0.028451
0.622836
normal
0
1.084711
494
2,435
0
1
1
0
1
0
0
140
14
0.140303
0.233424
normal
0
16.821905
38,183
83,668
0
2
4
0
0
0
0
174
83
0.195144
0.170477
normal
0
424.630083
9,865
2,674
0
2
0
2
1
0
0
222
1
0.046174
0.69554
normal
0
38.537024
17,546
35,219
0
1
0
1
0
0
0
210
34
0.066111
0.444596
normal
0
2.032331
1,875,007
53,566
0
0
0
0
1
0
0
144
60
0.607768
0.519089
dos
1
12.642391
32,519
12,754
0
1
1
2
0
0
0
487
1
0.076872
0.105339
normal
0
37.156049
30,527
25,378
0
2
4
1
0
0
0
286
5
0.096321
0.131723
normal
0
3.837192
4,471
9,004
0
0
2
2
1
0
0
173
14
0.059896
0.80692
normal
0
71.639245
3,681
80,952
0
1
4
2
0
0
0
427
91
0.134856
0.782918
normal
0
24.046892
13,649
97,656
0
1
4
1
0
0
0
405
2
0.024777
0.892968
normal
0
73.253404
6,648
86,679
0
2
3
1
1
0
0
86
22
0.132704
0.778398
normal
0
15.171191
4,358
14,611
0
2
4
1
1
0
0
112
61
0.167365
0.825655
normal
0
12.098392
4,311,408
41,457
2
0
1
2
0
0
0
153
30
0.53441
0.380985
dos
1
4.589762
42,702
22,427
0
2
21
0
1
0
0
94
11
0.042904
0.695654
probe
1
6.400526
7,047
51,704
0
1
4
0
1
0
0
454
15
0.17509
0.225806
normal
0
50.874331
40,104
73,879
0
2
4
0
0
0
0
377
37
0.124231
0.359106
normal
0
19.147575
38,096
19,667
4
1
14
2
0
0
0
301
17
0.092021
0.07522
probe
1
27.49104
12,567
88,343
0
2
2
1
0
0
0
57
36
0.139802
0.151669
normal
0
92.769205
30,951
83,045
0
0
3
2
0
0
0
285
52
0.152634
0.935936
normal
0
88.80483
34,410
72,062
0
0
2
0
1
0
0
135
65
0.098752
0.403778
normal
0
99.614543
32,837
66,933
0
0
3
0
1
0
0
285
80
0.196033
0.817474
normal
0
17.302412
35,767
19,196
0
2
1
0
1
0
0
367
60
0.056056
0.47728
normal
0
33.646518
26,710
33,048
0
0
0
1
0
0
0
483
1
0.070687
0.07802
normal
0
23.531581
34,346
40,528
0
1
2
1
1
0
0
315
83
0.069812
0.781197
normal
0
77.762418
25,687
9,668
0
2
1
0
0
0
0
115
9
0.053035
0.684625
normal
0
13.512585
6,416,426
49,424
1
0
0
0
1
0
0
265
99
0.792642
0.305659
dos
1
40.091608
46,840
32,313
0
2
1
0
1
0
0
209
19
0.078909
0.095832
normal
0
154.184847
25,132
7,624
0
2
1
0
0
0
0
306
34
0.018901
0.993473
normal
0
9.868699
21,494
28,563
0
1
1
2
0
0
0
21
9
0.122136
0.887713
normal
0
3.562434
8,138,810
64,001
2
2
1
0
0
0
0
277
34
0.511575
0.56007
dos
1
1.819569
9,738,293
7,506
2
2
2
2
0
0
0
379
42
0.830631
0.941648
dos
1
148.311726
20,060
66,056
0
2
4
0
1
0
0
302
13
0.17723
0.847769
normal
0
45.923017
24,319
67,262
0
1
1
0
1
0
0
145
59
0.159451
0.418223
normal
0
8.981514
4,972,210
62,586
3
0
0
1
0
0
0
403
78
0.864147
0.024205
dos
1
7.706459
32,133
58,450
0
0
2
2
1
0
0
345
33
0.170319
0.507343
normal
0
46.955846
21,363
5,228
0
2
2
0
1
0
0
353
58
0.129287
0.408733
normal
0
40.863524
23,689
7,287
0
0
1
1
1
0
0
29
24
0.154152
0.086697
normal
0
498.453463
34,006
42,435
0
2
1
0
1
0
0
473
64
0.023915
0.552335
normal
0
423.699131
9,652
4,997
0
0
0
2
1
0
0
181
35
0.115079
0.492986
normal
0
21.047903
14,894
64,739
0
0
4
1
1
0
0
432
15
0.134638
0.432385
normal
0
99.410893
36,058
38,154
0
1
2
1
1
0
0
350
81
0.172944
0.762778
normal
0
1.277037
24,731
25,492
0
1
20
0
0
0
0
7
21
0.074905
0.303426
probe
1
2.377691
2,023,206
51,134
1
1
3
2
1
0
0
254
62
0.841086
0.846222
dos
1
1.889698
44,251
23,023
0
0
9
0
1
0
0
290
55
0.167895
0.181971
probe
1
0.695952
45,205
53,464
1
0
1
8
0
0
0
413
67
0.015209
0.227472
r2l
1
60.281299
11,728
69,457
0
0
3
0
0
0
0
169
65
0.125751
0.286574
normal
0
13.444757
31,192
85,654
0
0
0
0
0
0
0
249
78
0.168005
0.438258
normal
0
24.180413
10,251
18,429
0
1
4
2
1
0
0
137
93
0.035519
0.834957
normal
0
1.041289
30,157
59,323
0
1
28
2
0
0
0
49
46
0.114418
0.666954
probe
1
71.522361
43,189
59,665
0
0
0
0
1
0
0
97
7
0.093938
0.446768
normal
0
3.659431
37,845
96,061
3
0
3
2
1
4
1
229
81
0.193587
0.58486
u2r
1
60.699111
23,188
12,019
0
1
0
1
1
0
0
178
89
0.007025
0.359777
normal
0
3.649359
3,774,908
92,844
3
0
0
2
1
0
0
5
47
0.581102
0.257471
dos
1
39.56069
5,865
75,580
0
2
1
1
1
0
0
165
43
0.067264
0.714497
normal
0
7.291117
24,913
59,450
0
1
2
0
0
0
0
222
91
0.006009
0.175196
normal
0
0.836254
490,979
96,674
2
1
0
0
1
0
0
335
75
0.578473
0.069965
dos
1
22.158536
48,609
67,181
0
0
3
0
1
0
0
99
99
0.012992
0.822813
normal
0
7.952663
4,008,193
3,441
0
2
1
0
1
0
0
96
75
0.510281
0.6864
dos
1
43.00936
25,360
919
0
0
2
0
1
0
0
161
18
0.036752
0.389551
normal
0
64.320971
20,467
40,150
0
2
4
2
1
0
0
271
84
0.122365
0.459105
normal
0
34.4268
16,116
38,194
0
0
0
2
1
0
0
278
6
0.09554
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normal
0
119.218018
49,438
13,710
0
1
0
0
1
0
0
65
47
0.179127
0.94644
normal
0
186.140811
48,347
85,871
0
1
2
1
1
0
0
308
80
0.031766
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normal
0
33.72508
27,419
61,439
0
2
1
2
0
0
0
49
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0.097062
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normal
0
27.735906
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98,715
0
2
4
0
1
0
0
34
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0.061852
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normal
0
114.394527
27,086
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0
0
2
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0
0
421
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0.176679
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normal
0
21.710316
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0
1
4
2
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0
0
202
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0.167135
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normal
0
102.120625
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0
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196
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normal
0
11.133205
7,983,396
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0
0
1
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1
0
0
273
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0.741894
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dos
1
96.794504
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1
3
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52
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normal
0
72.032669
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2
2
2
1
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496
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normal
0
12.093192
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0
1
3
1
1
0
0
195
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normal
0
104.726436
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0
1
2
2
1
0
0
123
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0.177348
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normal
0
59.15968
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0
2
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1
1
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108
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normal
0
3.066752
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2
1
1
7
0
0
0
316
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0.073911
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r2l
1
0.917828
13,212
49,905
2
2
5
2
0
0
0
57
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probe
1
67.747485
48,169
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0
1
4
2
1
0
0
306
27
0.194034
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normal
0
9.602008
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0
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439
27
0.19345
0.757979
normal
0
8.029044
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4
2
4
2
0
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385
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dos
1
109.530423
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212
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normal
0
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1
3
2
1
0
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208
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normal
0
173.082723
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0
0
1
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53
17
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normal
0
38.942681
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0
1
4
2
1
0
0
212
39
0.148772
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normal
0
25.484569
29,248
47,340
4
0
0
7
0
0
0
115
39
0.180018
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r2l
1
32.454364
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0
0
0
2
1
0
0
197
8
0.097112
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normal
0
132.202817
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0
3
1
0
0
0
430
46
0.160814
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normal
0
128.377017
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0
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3
2
0
0
0
313
3
0.034713
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normal
0
17.99219
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1
0
3
0
0
0
0
310
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0.521353
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dos
1
10.772805
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0
1
4
0
1
0
0
359
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0.817709
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dos
1
29.263272
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51,358
0
0
4
0
1
0
0
235
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0.04681
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normal
0
48.266391
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0
0
2
0
1
0
0
11
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0.018532
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normal
0
15.666804
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0
1
0
2
1
0
0
280
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0.088227
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normal
0
13.687215
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4
2
3
0
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330
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dos
1