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
152.883147
20,737
66,308
0
2
2
2
0
0
0
418
49
0.1418
0.48254
normal
0
1.756756
2,645,622
723
4
0
4
1
0
0
0
27
66
0.572102
0.104478
dos
1
199.487436
41,003
17,602
0
1
4
2
1
0
0
317
4
0.167625
0.833377
normal
0
4.183458
4,314,763
29,302
2
2
4
0
1
0
0
313
8
0.873313
0.542544
dos
1
201.700033
33,524
13,354
0
0
2
2
0
0
0
237
65
0.148564
0.641036
normal
0
71.341154
2,310
29,651
0
1
4
0
0
0
0
8
9
0.056839
0.003382
normal
0
93.40981
27,921
46,375
0
0
0
1
1
0
0
427
27
0.193707
0.676722
normal
0
0.29338
8,053,539
63,924
3
2
1
1
0
0
0
480
28
0.998093
0.42069
dos
1
55.414256
9,192
98,234
0
1
1
2
0
0
0
232
1
0.176502
0.17585
normal
0
9.802959
3,727,857
9,923
1
0
4
2
0
0
0
367
42
0.503203
0.101672
dos
1
6.945594
45,486
75,380
0
2
4
14
1
0
0
493
6
0.063821
0.341965
r2l
1
97.801779
33,011
46,755
0
0
4
2
1
0
0
14
35
0.083545
0.60711
normal
0
21.360465
19,853
73,511
0
2
0
2
0
0
0
258
15
0.044958
0.258729
normal
0
16.062116
36,801
91,013
0
1
2
1
1
0
0
248
10
0.044031
0.01276
normal
0
34.683854
42,473
76,924
0
2
1
1
1
0
0
424
46
0.087106
0.428773
normal
0
3.263835
43,643
95,728
0
1
3
0
1
0
0
408
88
0.024321
0.213862
normal
0
136.032607
44,734
73,572
0
0
4
0
1
0
0
491
65
0.076509
0.3346
normal
0
1.985118
30,359
13,088
1
0
3
1
1
5
0
195
91
0.189936
0.103681
u2r
1
8.132963
49,901
57,514
3
1
0
15
0
0
0
257
20
0.143262
0.0852
r2l
1
18.500166
21,244
61,749
1
0
7
0
1
0
0
412
30
0.186299
0.12726
probe
1
1.658517
19,775
40,648
0
1
11
1
1
0
0
26
42
0.196785
0.576532
probe
1
2.007577
24,848
23,506
0
0
4
1
1
0
0
217
10
0.169128
0.130534
normal
0
26.605075
2,148
2,399
0
0
4
1
0
0
0
411
52
0.187134
0.041506
normal
0
38.981518
32,311
86,875
4
2
28
2
1
0
0
266
23
0.161786
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probe
1
48.654633
27,772
32,091
0
2
4
0
0
0
0
375
88
0.114539
0.144716
normal
0
9.060089
5,423
94,075
1
2
3
5
0
0
0
443
20
0.056506
0.055437
r2l
1
32.049806
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17,758
0
1
2
0
1
0
0
59
34
0.120557
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normal
0
24.598703
1,994
58,339
0
2
4
1
1
0
0
424
82
0.107169
0.377265
normal
0
40.911857
8,940,783
31,913
0
2
4
1
0
0
0
216
38
0.640301
0.599165
dos
1
3.514061
36,844
77,024
2
2
3
3
1
0
0
288
1
0.163965
0.130939
r2l
1
226.752966
13,325
99,049
0
0
2
0
0
0
0
249
19
0.137705
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normal
0
10.162442
9,133,201
59,153
0
1
3
1
1
0
0
122
64
0.522101
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dos
1
309.023654
48,076
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0
2
0
1
1
0
0
109
42
0.002778
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normal
0
191.073316
33,276
87,404
0
2
4
2
0
0
0
499
45
0.017977
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normal
0
3.63837
3,187,748
96,368
1
2
1
1
1
0
0
395
45
0.79778
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dos
1
108.200732
6,987
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0
0
0
0
1
0
0
382
17
0.188134
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normal
0
174.992896
49,829
85,440
0
1
1
0
0
0
0
129
65
0.060531
0.033233
normal
0
23.362626
8,245
31,791
0
2
3
0
0
0
0
493
60
0.179859
0.612899
normal
0
49.088025
28,283
85,342
0
2
1
0
1
0
0
66
53
0.084731
0.45081
normal
0
102.397699
20,661
35,923
0
2
2
2
1
0
0
143
33
0.151682
0.876766
normal
0
207.761387
33,470
51,875
0
0
4
1
1
0
0
456
97
0.006655
0.801207
normal
0
108.019139
20,239
26,576
0
0
2
2
1
0
0
269
30
0.005427
0.801912
normal
0
11.479743
47,131
53,420
0
2
2
10
0
0
0
154
14
0.058843
0.629667
r2l
1
64.235809
32,389
71,561
0
0
3
0
1
0
0
418
40
0.055372
0.541346
normal
0
1.34609
8,766,846
71,597
3
1
2
0
1
0
0
88
83
0.612875
0.261499
dos
1
391.106378
48,489
4,240
0
2
1
1
0
0
0
117
54
0.062945
0.146513
normal
0
16.663156
22,804
14,880
0
1
0
0
0
0
0
1
71
0.137258
0.377204
normal
0
261.621002
47,859
26,944
0
1
0
2
0
0
0
5
21
0.183658
0.338709
normal
0
73.890623
38,202
99,475
0
1
0
2
0
0
0
425
82
0.000408
0.279765
normal
0
103.063041
9,279
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0
0
1
2
0
0
0
169
50
0.053994
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normal
0
210.26611
37,104
55,421
0
0
4
1
1
0
0
53
53
0.017434
0.172627
normal
0
52.704677
43,375
76,687
0
1
1
2
0
0
0
147
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0.134062
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normal
0
54.247553
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0
0
0
1
1
0
0
460
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0.007599
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normal
0
74.90444
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0
0
4
0
1
0
0
457
8
0.038137
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normal
0
1.928689
1,183
68,258
0
2
3
1
1
0
0
57
42
0.083118
0.313163
normal
0
68.650167
3,646
24,017
0
2
1
0
0
0
0
386
16
0.006326
0.766093
normal
0
3.517183
41,099
60,544
3
2
2
9
0
0
0
328
48
0.137273
0.96986
r2l
1
263.045301
46,525
74,410
0
2
2
0
0
0
0
376
27
0.155306
0.28462
normal
0
9.182509
34,218
28,484
0
1
2
1
1
0
0
491
56
0.18695
0.229521
normal
0
61.492853
18,478
17,893
0
0
1
1
1
0
0
266
44
0.145874
0.40291
normal
0
10.281358
14,240
40,703
4
1
26
0
1
0
0
221
19
0.156937
0.064949
probe
1
231.299156
27,129
35,031
0
2
4
2
1
0
0
343
79
0.198187
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normal
0
8.06889
390,403
39,654
2
2
1
2
1
0
0
283
33
0.518063
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dos
1
89.004092
36,150
2,284
0
0
1
0
1
0
0
367
32
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normal
0
16.200765
6,711
43,103
2
0
1
7
0
0
0
317
27
0.165854
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r2l
1
15.329154
5,383,182
81,078
0
0
4
1
1
0
0
293
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0.541153
0.477722
dos
1
0.218264
48,438
19,343
2
2
27
0
0
0
0
336
25
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probe
1
154.228546
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0
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2
1
0
0
427
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0.03906
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normal
0
39.136957
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0
0
0
2
1
0
0
317
34
0.081363
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normal
0
110.19636
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52,670
0
2
4
2
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0
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96
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normal
0
44.253599
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1
3
1
0
0
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205
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normal
0
23.226663
40,311
18,399
3
1
5
1
1
0
0
262
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probe
1
80.968655
49,743
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0
2
1
2
0
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446
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normal
0
161.874311
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343
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normal
0
23.718717
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448
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normal
0
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normal
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115
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normal
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1
1
2
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60
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dos
1
92.804544
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0
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344
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normal
0
20.959949
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0
2
3
0
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0
189
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normal
0
6.166196
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0
1
1
0
1
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11
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normal
0
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0
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124
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normal
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0
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2
1
0
0
478
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normal
0
14.459605
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0
2
3
0
0
0
0
15
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normal
0
25.169974
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3
0
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1
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dos
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15.045937
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3
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222
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dos
1
16.73277
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1
2
1
1
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dos
1
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0
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3
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207
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normal
0
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1
2
2
7
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259
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r2l
1
11.302289
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4
1
1
1
1
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0
85
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dos
1
12.474128
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3
0
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1
1
0
0
437
24
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probe
1
51.896806
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34,056
0
2
0
2
1
0
0
422
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normal
0
7.793617
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431
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r2l
1
3.165879
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1
1
1
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384
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dos
1
11.509773
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1
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1
1
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179
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dos
1
15.899461
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0
2
4
2
1
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0
179
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normal
0
1.95059
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2
1
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110
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dos
1
3.945221
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3
2
2
3
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137
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r2l
1
34.818235
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0
2
1
2
1
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494
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normal
0
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492
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normal
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