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
47.572694
33,777
54,010
0
1
1
0
1
0
0
158
21
0.13963
0.1762
normal
0
30.295422
41,509
30,648
0
0
3
1
1
0
0
452
41
0.185847
0.259494
normal
0
58.602397
3,030,582
26,597
3
0
4
2
1
0
0
24
67
0.9094
0.64973
dos
1
67.864402
27,646
63,511
0
1
2
2
1
0
0
184
59
0.079456
0.435717
normal
0
13.297524
8,645,061
34,085
4
1
4
0
1
0
0
207
74
0.773366
0.928039
dos
1
80.459702
20,562
93,587
0
1
4
0
0
0
0
183
94
0.14998
0.413622
normal
0
27.26617
18,463
31,477
0
0
4
0
0
0
0
457
7
0.000004
0.711758
normal
0
1.750523
249,363
31,657
4
1
3
2
0
0
0
404
33
0.78156
0.898188
dos
1
192.252671
23,312
52,707
0
1
1
1
1
0
0
50
81
0.095417
0.167686
normal
0
25.368916
48,582
86,217
0
1
4
0
0
0
0
351
6
0.092793
0.531056
normal
0
70.902703
829
83,477
0
2
0
0
1
0
0
160
2
0.075191
0.540045
normal
0
104.608564
27,975
55,456
0
2
4
2
1
0
0
135
7
0.08893
0.175261
normal
0
2.48432
2,001,959
93,910
3
1
4
1
1
0
0
292
43
0.745861
0.793424
dos
1
45.515355
31,010
66,605
0
1
3
1
0
0
0
261
13
0.098038
0.027871
normal
0
102.778029
8,005
98,801
0
2
3
1
1
0
0
127
16
0.104688
0.368924
normal
0
2.865281
9,305
62,901
0
1
3
0
1
0
0
384
17
0.018997
0.303236
normal
0
0.056492
6,133,470
65,640
4
1
3
2
1
0
0
322
8
0.673322
0.300309
dos
1
76.059599
36,132
52,905
0
0
4
2
1
0
0
137
99
0.034849
0.006803
normal
0
2.082858
45,742
5,042
0
2
4
1
0
0
0
282
59
0.110259
0.864039
normal
0
55.598875
7,292,102
20,419
1
2
2
2
1
0
0
465
92
0.851398
0.246439
dos
1
106.205221
19,527
50,999
0
2
3
1
0
0
0
480
12
0.093724
0.628288
normal
0
33.18944
2,290
58,921
3
0
29
0
1
0
0
286
87
0.147134
0.61577
probe
1
12.033212
6,046
51,724
0
0
1
2
0
0
0
261
20
0.040896
0.170508
normal
0
466.331584
10,861
23,349
0
2
3
1
1
0
0
171
65
0.003794
0.452236
normal
0
93.18301
19,988
31,627
0
0
1
2
1
0
0
148
5
0.186742
0.280511
normal
0
29.058229
29,825
50,135
3
0
0
12
0
0
0
246
74
0.12058
0.613295
r2l
1
0.138603
7,939,467
32,264
0
0
4
0
1
0
0
242
55
0.993151
0.509324
dos
1
85.072975
41,849
59,404
0
1
4
2
0
0
0
368
93
0.143323
0.01425
normal
0
213.462997
24,598
4,647
0
2
2
2
0
0
0
326
48
0.173466
0.277946
normal
0
3.374279
7,429,155
30,627
2
1
4
0
1
0
0
136
18
0.964717
0.407461
dos
1
108.314864
8,064
73,076
0
2
1
0
1
0
0
224
39
0.077402
0.864852
normal
0
19.627515
5,039,308
91,611
4
0
4
2
0
0
0
76
72
0.948025
0.812767
dos
1
49.127186
32,778
49,278
0
2
3
1
0
0
0
90
7
0.145052
0.904943
normal
0
23.238748
9,999,603
97,960
1
2
0
1
1
0
0
188
21
0.609514
0.594067
dos
1
122.294258
1,444
47,878
0
1
2
1
1
0
0
276
1
0.109593
0.314477
normal
0
44.501846
32,565
89,310
0
1
2
0
1
0
0
424
14
0.076631
0.384308
normal
0
21.160587
35,605
13,300
0
0
2
0
1
0
0
360
52
0.138241
0.271448
normal
0
10.180759
27,091
62,262
3
0
3
9
1
0
0
205
75
0.199607
0.258681
r2l
1
192.296585
19,129
97,912
0
1
4
1
0
0
0
344
33
0.080766
0.713451
normal
0
134.037324
43,667
83,534
0
2
3
1
1
0
0
226
15
0.138645
0.731462
normal
0
40.74283
43,825
76,172
0
2
1
1
1
0
0
328
50
0.163195
0.386144
normal
0
237.310375
40,889
98,402
0
0
4
0
1
0
0
272
13
0.188365
0.407863
normal
0
16.160209
2,752,207
34,274
3
0
3
0
1
0
0
149
82
0.701268
0.594526
dos
1
15.434814
9,462,677
36,243
1
0
1
1
1
0
0
124
33
0.508266
0.542887
dos
1
13.635865
31,678
29,930
0
2
1
2
0
0
0
247
66
0.045434
0.446367
normal
0
10.502895
28,073
68,793
0
2
3
0
1
4
1
442
53
0.017904
0.153363
u2r
1
2.227037
6,320,252
12,566
1
0
3
0
1
0
0
86
1
0.679845
0.072208
dos
1
8.754379
26,639
96,948
2
2
18
2
1
0
0
223
44
0.151722
0.457921
probe
1
91.83989
46,997
14,116
0
2
3
0
1
0
0
85
98
0.176512
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normal
0
58.907405
37,273
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0
2
11
0
1
0
0
203
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0.025835
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probe
1
116.592603
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2
4
2
0
0
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277
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0.088371
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normal
0
141.419911
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0
2
1
2
0
0
0
172
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0.137912
0.379581
normal
0
0.80155
28,050
69,699
4
2
11
0
1
0
0
344
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0.196083
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probe
1
97.366435
37,660
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0
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2
0
0
0
0
81
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0.071237
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normal
0
86.761643
3,813
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0
0
1
2
0
0
0
126
16
0.174364
0.057402
normal
0
18.582604
8,233,633
57,309
4
1
4
2
1
0
0
389
19
0.5435
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dos
1
13.355237
9,737,876
9,391
0
0
0
2
1
0
0
395
34
0.939747
0.853811
dos
1
6.051775
44,410
40,467
0
1
0
1
1
0
0
200
77
0.163156
0.036969
normal
0
3.898772
12,088
64,964
3
2
27
2
0
0
0
70
39
0.018214
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probe
1
134.773864
27,376
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0
2
2
2
1
0
0
393
60
0.141622
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normal
0
33.295285
4,516
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0
2
3
1
1
0
0
157
15
0.093099
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normal
0
19.114402
6,350,488
9,009
1
0
0
1
0
0
0
121
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0.658392
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dos
1
6.138198
16,787
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0
2
0
2
0
0
0
252
51
0.157772
0.744625
normal
0
321.999748
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0
0
4
0
1
0
0
423
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0.128537
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normal
0
11.644952
29,698
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0
0
3
1
1
0
0
134
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0.090284
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normal
0
6.996177
31,899
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0
0
1
2
1
0
0
6
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0.049124
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normal
0
4.51126
22,819
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0
2
1
0
1
0
0
340
36
0.117456
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normal
0
0.659312
9,704,809
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0
0
4
0
1
0
0
155
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0.843746
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dos
1
14.86034
8,692,873
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1
1
1
2
1
0
0
15
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0.972555
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dos
1
136.511324
49,331
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0
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0
2
1
0
0
88
14
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normal
0
0.398377
5,667,297
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1
2
2
1
1
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0
200
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dos
1
30.140099
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0
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226
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normal
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99.094186
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345
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normal
0
12.806649
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probe
1
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1
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1
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117
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normal
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normal
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normal
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114
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normal
0
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3
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probe
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normal
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298
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normal
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345
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normal
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290
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normal
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normal
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443
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normal
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23
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probe
1
5.887271
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probe
1
125.727376
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467
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normal
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2
4
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240
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normal
0
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0
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2
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normal
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1
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7
1
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0
115
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r2l
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15.518485
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2
2
1
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1
178
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u2r
1
37.99296
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3
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378
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normal
0
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3
0
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1
1
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74
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dos
1
10.429479
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438
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normal
0
60.816124
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2
2
0
0
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13
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normal
0
55.788358
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4
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1
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294
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normal
0
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1
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normal
0
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173
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normal
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normal
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