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
74.072685
27,792
14,387
0
0
0
1
0
0
0
428
32
0.010879
0.415782
normal
0
112.396393
14,192
97,994
0
0
4
1
1
0
0
137
34
0.189537
0.984657
normal
0
12.032421
41,084
42,957
0
2
1
2
1
0
0
190
34
0.121144
0.735297
normal
0
5.199866
47,074
16,592
3
0
2
10
1
0
0
443
1
0.141631
0.825235
r2l
1
25.588921
20,879
46,965
0
2
2
0
0
0
0
130
99
0.18863
0.622164
normal
0
14.690588
1,233,166
67,358
3
0
0
1
0
0
0
89
1
0.790431
0.426613
dos
1
22.652289
8,365
7,741
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4
1
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65
13
0.005039
0.791997
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18.58146
46,295
66,081
0
2
4
1
0
0
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200
60
0.08457
0.784516
normal
0
0.923723
15,016
58,147
3
2
21
0
1
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0
224
28
0.025786
0.871024
probe
1
159.869203
40,749
66,663
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0
0
2
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0
160
8
0.066243
0.271558
normal
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68.426232
12,362
13,355
0
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0
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277
67
0.186673
0.25317
normal
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49.187212
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0
2
2
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439
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normal
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23.104358
6,547,422
16,630
4
2
0
1
1
0
0
22
2
0.998518
0.587497
dos
1
46.363736
30,679
59,921
0
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0
2
1
0
0
122
33
0.191073
0.78032
normal
0
18.26889
47,111
57,808
0
1
2
1
1
0
0
322
59
0.04468
0.901828
normal
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32.026435
4,287
39,212
0
1
0
2
0
0
0
254
59
0.11198
0.981844
normal
0
12.63366
11,211
619
2
1
0
13
1
0
0
58
98
0.036774
0.638836
r2l
1
5.030037
11,086
27,611
4
0
14
2
1
0
0
299
45
0.149391
0.949806
probe
1
34.461245
34,278
26,991
0
0
0
0
1
0
0
138
91
0.068674
0.88656
normal
0
4.199231
7,288,864
74,957
2
1
2
1
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0
0
321
47
0.861519
0.821317
dos
1
110.652378
36,480
74,084
0
1
1
0
1
0
0
254
83
0.123727
0.188662
normal
0
150.192425
23,823
35,146
0
1
2
2
0
0
0
301
71
0.046168
0.959858
normal
0
123.841858
4,880
52,503
0
2
4
1
1
0
0
171
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0.103836
0.80824
normal
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23.015648
37,335
33,652
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0
0
1
1
0
0
44
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0.145723
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normal
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12.318478
38,223
29,172
0
1
2
0
1
0
0
183
98
0.123484
0.360037
normal
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78.186946
25,741
9,950
0
1
3
1
0
0
0
10
34
0.081077
0.452385
normal
0
22.178421
13,560
13,031
0
0
1
1
1
0
0
363
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0.026595
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normal
0
2.119179
9,106,220
75,185
3
1
2
2
1
0
0
101
7
0.942308
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dos
1
74.885937
20,479
82,470
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2
1
0
0
264
60
0.179238
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normal
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39.570418
44,818
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0
0
4
2
1
0
0
388
49
0.142893
0.641976
normal
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0.45345
8,902
91,502
3
0
21
0
1
0
0
119
47
0.152721
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probe
1
37.715704
7,745
52,894
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2
3
0
1
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0
162
47
0.176336
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normal
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384.985309
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29,010
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2
1
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184
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normal
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4.019777
6,000,216
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4
1
0
2
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0
0
26
28
0.907751
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dos
1
5.942439
38,516
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3
2
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0
0
413
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0.04092
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normal
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71.1052
6,784
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0
0
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0
1
0
0
59
24
0.138296
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normal
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82.695404
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0
1
3
2
0
0
0
456
18
0.166385
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normal
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22.487162
7,044
65,699
0
0
27
1
1
0
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127
21
0.186014
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probe
1
68.875045
40,482
13,697
0
2
3
0
1
0
0
182
5
0.122112
0.968901
normal
0
13.135314
22,183
19,173
1
0
6
2
1
0
0
127
16
0.1551
0.328323
probe
1
45.876876
41,053
16,197
0
0
1
2
1
0
0
275
77
0.073949
0.796481
normal
0
31.671465
23,636
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0
1
0
2
1
0
0
8
33
0.144294
0.169198
normal
0
6.901666
9,308,566
94,784
2
2
0
0
1
0
0
255
53
0.806449
0.684503
dos
1
38.21344
572
74,981
0
2
4
0
0
0
0
12
46
0.068857
0.20719
normal
0
6.552175
25,832
75,057
0
0
0
1
1
0
0
82
77
0.020872
0.488361
normal
0
18.306352
37,287
74,713
0
2
2
0
1
0
0
397
69
0.05847
0.20747
normal
0
6.224716
2,869,008
76,916
4
1
0
0
1
0
0
243
50
0.660232
0.71077
dos
1
88.342057
39,959
38,127
0
0
3
2
1
0
0
194
54
0.184211
0.98848
normal
0
150.860008
16,384
48,982
0
2
0
1
1
0
0
366
28
0.058667
0.62778
normal
0
165.433877
46,088
31,225
0
1
1
1
0
0
0
147
9
0.18799
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normal
0
21.367523
10,475
17,464
2
1
17
1
1
0
0
471
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0.097907
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probe
1
79.987242
38,746
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0
1
1
2
1
0
0
398
27
0.198592
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normal
0
19.494562
43,276
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0
0
4
0
1
0
0
224
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normal
0
16.044197
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21,025
0
1
2
1
1
0
0
408
18
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normal
0
85.327936
26,499
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0
1
3
1
1
0
0
329
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0.149335
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normal
0
45.651794
20,939
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0
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110
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normal
0
81.655455
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0
0
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1
1
0
0
369
66
0.118081
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normal
0
69.010749
49,319
37,367
0
1
4
2
1
0
0
122
10
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normal
0
11.447031
8,773,767
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4
0
0
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0
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74
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0.831689
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dos
1
27.231132
4,449,771
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0
2
2
1
1
0
0
162
16
0.599966
0.026495
dos
1
3.33879
6,156
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0
0
3
0
0
0
0
110
20
0.112124
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normal
0
10.323954
45,376
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0
1
15
0
1
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0
76
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0.020615
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probe
1
21.45893
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0
0
4
2
1
0
0
142
8
0.182434
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normal
0
4.679793
17,160
29,212
1
0
5
2
0
0
0
341
55
0.031266
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probe
1
79.092741
7,323
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0
1
2
1
1
0
0
364
17
0.073355
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normal
0
400.602996
31,673
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0
1
0
1
0
0
0
87
50
0.049939
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normal
0
13.847801
39,419
59,470
2
0
17
1
1
0
0
257
29
0.144036
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probe
1
14.169053
31,288
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1
2
27
2
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103
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0.012973
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probe
1
95.818836
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2
2
1
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0
401
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normal
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12.475794
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367
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normal
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normal
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132.383703
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463
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normal
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395
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410
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normal
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normal
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probe
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335
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normal
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12.699858
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probe
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11.041672
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165
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dos
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327
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normal
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normal
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261
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normal
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normal
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3
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probe
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dos
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419
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normal
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192
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normal
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263
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normal
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406
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normal
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