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
30.167494
21,884
68,753
0
2
3
2
1
0
0
429
41
0.105777
0.225165
normal
0
0.602885
7,654,871
67,621
2
0
0
1
1
0
0
241
68
0.727247
0.321456
dos
1
43.955755
38,710
12,679
0
2
3
0
1
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190
41
0.121896
0.708363
normal
0
7.727699
22,459
12,879
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0
4
2
1
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423
96
0.154628
0.980702
normal
0
194.311145
21,226
6,803
0
2
3
0
1
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252
19
0.11921
0.87603
normal
0
4.441192
7,250,775
95,675
3
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4
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386
50
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dos
1
22.668759
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203
97
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1
94.697566
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76
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normal
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102.708702
41,276
4,216
0
0
4
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132
25
0.095825
0.920313
normal
0
9.119326
3,911,198
97,945
0
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21
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0.645405
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1
73.540789
17,226
10,923
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3
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1
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294
61
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normal
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0
2
4
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5
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normal
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12,130
58,402
3
0
28
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386
65
0.003642
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probe
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121.41861
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56,331
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443
31
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normal
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13.69638
20,466
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1
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1
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6
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163
68
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u2r
1
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35,723
48,878
1
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29
1
1
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124
94
0.008279
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probe
1
31.432507
20,530
22,315
0
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2
0
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0
35
76
0.041206
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normal
0
3.408407
30,314
64,552
0
0
0
18
0
0
0
346
75
0.0402
0.184749
r2l
1
15.94513
4,085,838
25,728
3
0
4
2
1
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0
14
20
0.650758
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dos
1
77.721004
45,451
4,376
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0
310
49
0.099894
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normal
0
52.085031
25,125
79,183
0
1
0
0
1
0
0
297
82
0.184979
0.075152
normal
0
181.237562
30,023
39,932
0
0
1
2
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0
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343
75
0.151071
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normal
0
7.594222
43,210
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0
2
1
1
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0
97
2
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normal
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16.578094
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205
8
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1
85.713484
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1
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25
9
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normal
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48.404951
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0
4
2
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82
26
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normal
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54.648889
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0
0
4
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252
58
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normal
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11.215028
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0
2
20
2
0
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149
97
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probe
1
32.944021
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4
1
1
0
0
486
7
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normal
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205.107795
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0
1
3
0
0
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0
370
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normal
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226.667084
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2
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89
45
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normal
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42,359
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306
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normal
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64
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normal
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117
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normal
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74.498613
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140
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normal
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340.153006
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31
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normal
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2.14172
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2
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12
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3
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1
16.741436
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159
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normal
0
33.895482
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131
32
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normal
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95.353997
44,106
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4
1
1
0
0
290
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0.189108
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normal
0
20.479227
49,487
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0
2
2
2
1
0
0
219
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0.103173
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normal
0
239.485438
46,621
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2
0
1
1
0
0
47
30
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normal
0
52.937052
13,989
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0
1
2
0
0
0
0
405
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0.040303
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normal
0
189.687254
17,558
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0
2
0
1
1
0
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21
42
0.0407
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normal
0
28.666465
45,506
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0
0
0
1
1
0
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257
19
0.03287
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normal
0
37.566608
12,804
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0
2
2
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0
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285
40
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normal
0
1.190072
8,818,552
54,881
0
1
4
1
0
0
0
463
86
0.744053
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dos
1
29.8093
33,611
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0
1
3
1
1
0
0
30
63
0.060734
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normal
0
67.396007
28,619
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0
2
3
0
1
0
0
197
31
0.078288
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normal
0
292.130997
17,489
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0
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1
2
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215
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normal
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49.249953
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180
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normal
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102.094005
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110
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normal
0
55.810963
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0
2
1
2
1
0
0
358
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normal
0
4.792198
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0
0
3
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258
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normal
0
70.023751
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0
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68
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normal
0
6.818639
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58
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normal
0
5.955501
7,914
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2
0
0
17
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0
0
130
62
0.072308
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r2l
1
139.85166
30,760
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0
2
3
1
1
0
0
218
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normal
0
47.586312
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1
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161
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normal
0
6.361833
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4
1
2
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0
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111
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dos
1
11.881524
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0
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3
1
0
0
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220
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normal
0
121.25259
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2
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0
67
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normal
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173.009487
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222
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normal
0
172.454381
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423
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normal
0
33.446282
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1
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457
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normal
0
9.920929
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0
1
4
1
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404
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dos
1
73.688527
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424
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normal
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343.492466
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209
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normal
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1.869292
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dos
1
19.115434
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118
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dos
1
151.335306
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normal
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254.233787
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334
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normal
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30.235786
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142
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normal
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normal
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normal
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normal
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normal
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normal
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dos
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normal
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410
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normal
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normal
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