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
5.369679
6,111,155
99,099
1
2
3
0
1
0
0
342
45
0.536591
0.627508
dos
1
196.610728
24,860
70,495
0
1
4
2
0
0
0
46
50
0.131148
0.404712
normal
0
2.35007
49,740
61,595
0
0
2
1
1
0
0
407
81
0.152064
0.328919
normal
0
4.150283
6,966,852
75,354
4
1
4
0
0
0
0
23
13
0.7573
0.056206
dos
1
12.942953
46,251
96,201
0
1
4
1
0
0
0
357
24
0.101295
0.846958
normal
0
3.598065
39,646
19,665
0
2
4
0
0
0
0
428
30
0.07182
0.014958
normal
0
32.251785
33,038
12,611
0
1
2
0
0
0
0
423
43
0.172032
0.370854
normal
0
446.334713
31,920
73,445
0
0
3
1
0
0
0
309
62
0.15625
0.203896
normal
0
31.502473
8,691
41,321
0
1
4
0
1
0
0
240
55
0.03444
0.092526
normal
0
5.364813
7,819,365
76,147
2
0
1
1
0
0
0
351
21
0.752722
0.562586
dos
1
12.590216
11,884
84,918
0
0
3
0
0
0
0
151
44
0.047308
0.53302
normal
0
92.092051
46,934
30,111
0
0
4
0
0
0
0
437
78
0.199735
0.956127
normal
0
416.572133
28,328
60,026
0
1
2
0
1
0
0
200
23
0.109039
0.151915
normal
0
34.508172
17,824
96,964
0
2
4
2
0
0
0
95
80
0.101963
0.821227
normal
0
188.437236
24,566
77,461
0
1
4
0
1
0
0
465
88
0.161415
0.773995
normal
0
6.977466
37,283
64,888
0
2
0
14
0
0
0
482
14
0.071959
0.479873
r2l
1
5.615942
4,937,336
66,872
3
2
0
2
0
0
0
493
56
0.956823
0.065123
dos
1
37.019609
27,251
42,261
0
2
3
2
1
0
0
151
33
0.094991
0.11016
normal
0
111.942108
6,720
53,569
0
1
0
0
0
0
0
49
81
0.12512
0.900615
normal
0
186.335133
26,024
67,496
0
2
2
0
1
0
0
231
59
0.024139
0.481458
normal
0
18.79577
46,645
1
0
2
0
0
1
0
0
297
99
0.04499
0.254693
normal
0
60.242161
8,022
49,901
0
2
2
1
1
0
0
307
3
0.13862
0.472635
normal
0
38.446865
34,957
47,862
0
0
4
1
0
0
0
473
97
0.011296
0.756153
normal
0
33.318026
33,101
31,779
0
2
3
1
0
0
0
412
92
0.103512
0.820565
normal
0
197.199628
17,039
48,871
0
0
0
0
0
0
0
15
92
0.15632
0.324965
normal
0
54.758299
27,160
93,191
0
2
0
0
1
0
0
405
69
0.015533
0.085718
normal
0
2.201243
10,246
95,807
1
1
3
16
1
0
0
390
8
0.188872
0.636287
r2l
1
92.510582
36,601
74,761
0
0
2
2
1
0
0
392
50
0.051839
0.506274
normal
0
24.769445
3,375
25,009
0
2
2
2
1
0
0
33
71
0.070489
0.074908
normal
0
26.122645
15,178
33,385
0
1
0
0
0
0
0
149
59
0.071451
0.799882
normal
0
73.457088
40,341
48,360
0
0
2
0
1
0
0
341
35
0.055971
0.757435
normal
0
10.13197
4,357,713
58,133
3
1
2
0
1
0
0
330
10
0.643279
0.764953
dos
1
34.953249
945
53,568
0
2
0
1
1
0
0
360
18
0.145964
0.296765
normal
0
5.546105
30,778
32,388
0
2
0
1
1
0
0
324
6
0.132072
0.408227
normal
0
73.558347
6,753
2,926
0
2
0
1
0
0
0
137
58
0.116903
0.331011
normal
0
35.163972
3,317,677
29,977
1
2
1
0
1
0
0
222
56
0.774377
0.722417
dos
1
190.634376
20,601
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0
0
0
2
1
0
0
117
80
0.032052
0.752615
normal
0
26.845475
42,770
5,662
0
0
1
1
1
0
0
28
55
0.04967
0.268621
normal
0
91.539414
21,587
38,630
0
0
4
2
0
0
0
222
39
0.031718
0.484726
normal
0
193.711808
14,432
76,968
0
2
2
2
1
0
0
343
31
0.028958
0.083328
normal
0
52.547563
24,917
82,571
0
2
1
2
1
0
0
344
49
0.031227
0.903894
normal
0
269.026162
2,990
75,024
0
1
4
2
1
0
0
330
38
0.097162
0.83486
normal
0
233.282298
35,493
31,377
0
1
2
2
0
0
0
422
46
0.151359
0.751002
normal
0
13.742654
5,634,069
10,945
1
0
2
1
1
0
0
467
54
0.53098
0.801305
dos
1
29.97072
8,744
66,007
0
2
2
2
0
0
0
106
85
0.198768
0.572747
normal
0
19.899011
31,326
57,179
0
2
3
0
1
0
0
353
77
0.092784
0.920264
normal
0
21.822361
34,497
37,619
0
1
3
1
1
0
0
153
98
0.032917
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normal
0
0.161664
43,320
29,600
2
0
1
2
1
5
0
21
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0.028236
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u2r
1
267.564946
23,620
86,663
0
2
1
2
1
0
0
404
98
0.004374
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normal
0
1.32116
2,580,016
84,570
0
1
2
1
0
0
0
16
33
0.575756
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dos
1
90.042564
33,426
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0
0
4
2
1
0
0
258
51
0.006244
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normal
0
83.064428
40,938
91,723
0
0
1
0
1
0
0
303
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0.182357
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normal
0
49.519451
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0
0
0
2
0
0
0
292
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0.156968
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normal
0
99.885092
1,168
40,760
0
1
0
1
1
0
0
165
79
0.184873
0.46574
normal
0
7.241331
43,814
98,510
0
2
14
1
1
0
0
395
7
0.10513
0.544062
probe
1
40.755089
42,320
36,004
0
1
4
11
1
0
0
113
71
0.13164
0.290312
r2l
1
12.830042
11,062
49,275
0
2
0
0
0
0
0
135
60
0.021157
0.549074
normal
0
3.396076
15,572
6,020
0
2
2
2
1
0
0
256
60
0.007992
0.293125
normal
0
4.297481
38,766
20,752
3
2
2
12
0
0
0
468
15
0.186081
0.864827
r2l
1
41.192867
21,086
48,509
0
0
3
0
0
0
0
41
26
0.024607
0.647238
normal
0
56.3558
7,910
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0
2
3
0
1
0
0
263
58
0.026468
0.247784
normal
0
69.978925
8,096
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0
0
3
1
1
0
0
53
19
0.138625
0.140404
normal
0
141.809052
16,933
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0
1
4
1
0
0
0
331
53
0.090885
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normal
0
49.776691
3,739
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0
2
2
0
1
0
0
114
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0.163701
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normal
0
40.139307
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0
1
4
1
0
0
0
319
38
0.0719
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normal
0
175.376347
43,857
66,653
0
1
0
1
1
0
0
188
54
0.040466
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normal
0
189.576537
37,501
32,548
0
2
2
0
1
0
0
169
18
0.110249
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normal
0
26.496339
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0
2
3
2
1
0
0
347
1
0.14677
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normal
0
37.785746
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0
0
3
1
1
0
0
33
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normal
0
0.58387
1,369,117
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1
2
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1
0
0
8
20
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dos
1
8.27386
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0
0
2
1
1
0
0
456
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normal
0
39.429787
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1
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1
18
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normal
0
5.332631
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0
2
4
7
1
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317
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r2l
1
5.451283
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0
2
28
1
0
0
0
288
32
0.02571
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probe
1
19.834631
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0
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2
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1
0
0
479
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normal
0
55.314537
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0
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1
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387
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normal
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1.680345
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4
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3
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0
469
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dos
1
6.571775
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4
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3
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453
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dos
1
7.534399
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4
11
0
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172
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r2l
1
29.747564
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2
0
17
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358
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probe
1
24.421679
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0
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1
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0
0
398
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normal
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141.317171
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434
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normal
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24
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normal
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224
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normal
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464
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normal
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242
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normal
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461
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normal
0
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3
1
2
2
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437
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dos
1
333.053267
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152
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normal
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265
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normal
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241
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normal
0
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336
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normal
0
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3
2
3
2
0
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0
235
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dos
1
134.636749
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256
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normal
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5.32823
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4
0
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6
1
300
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u2r
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23.989167
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0
0
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0
493
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normal
0
41.410748
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0
40
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normal
0
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217
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normal
0
101.568072
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2
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1
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399
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normal
0
30.152859
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3
2
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414
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probe
1