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
74.07569
47,094
49,175
0
1
4
1
1
0
0
65
70
0.183832
0.470271
normal
0
0.173222
6,458,561
15,776
0
2
2
0
1
0
0
239
60
0.667799
0.868588
dos
1
33.028127
32,587
352
0
0
2
1
0
0
0
163
33
0.102052
0.387526
normal
0
72.568131
38,538
22,600
0
2
0
0
0
0
0
481
27
0.17908
0.979277
normal
0
132.807756
13,064
12,982
0
2
1
1
0
0
0
53
69
0.165617
0.713412
normal
0
11.684681
4,058,579
53,240
3
2
3
1
1
0
0
119
68
0.980915
0.78035
dos
1
39.394098
28,388
61,954
3
1
22
2
1
0
0
394
79
0.085415
0.163222
probe
1
261.212224
30,814
66,306
0
0
3
0
0
0
0
206
78
0.134772
0.632697
normal
0
56.058206
3,702
29,725
0
1
4
2
1
0
0
74
50
0.068544
0.229874
normal
0
279.47472
22,588
54,721
0
2
2
2
0
0
0
1
36
0.137904
0.21203
normal
0
475.605605
4,196
64,991
0
1
0
2
1
0
0
344
66
0.148731
0.911072
normal
0
74.794097
35,202
31,658
0
1
3
2
1
0
0
72
51
0.001663
0.220729
normal
0
33.973918
6,216
46,536
0
1
4
2
1
0
0
171
19
0.143147
0.672014
normal
0
156.43537
15,639
11,073
0
0
0
0
0
0
0
102
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0.042508
0.159764
normal
0
17.353317
29,710
50,899
0
0
1
2
1
0
0
18
72
0.074587
0.996249
normal
0
29.041495
1,379
91,162
0
2
4
0
1
0
0
197
49
0.086681
0.064952
normal
0
18.776241
3,824,102
54,627
2
1
0
2
0
0
0
123
59
0.676086
0.270806
dos
1
56.853582
149
97,896
0
2
3
1
0
0
0
296
65
0.000874
0.817828
normal
0
22.506782
38,519
17,005
0
1
0
1
0
0
0
62
63
0.154903
0.716333
normal
0
37.802453
5,019,491
98,322
4
2
4
1
1
0
0
251
74
0.76432
0.875597
dos
1
131.961511
42,834
76,303
0
0
1
1
1
0
0
15
13
0.04843
0.634649
normal
0
13.361281
36,914
58,137
0
2
1
0
1
0
0
453
87
0.050305
0.630384
normal
0
32.431875
16,549
68,877
0
0
4
2
0
0
0
60
66
0.170126
0.532763
normal
0
25.009957
6,639
24,110
0
1
3
0
1
0
0
470
46
0.128783
0.457484
normal
0
47.780136
21,854
13,457
0
1
1
0
0
0
0
219
4
0.178552
0.397139
normal
0
144.15741
4,323
44,699
0
1
2
0
0
0
0
418
1
0.10222
0.70133
normal
0
0.408425
27,420
34,670
2
2
2
15
0
0
0
419
45
0.045907
0.294582
r2l
1
108.626062
49,439
98,194
0
2
1
1
1
0
0
217
19
0.175499
0.389885
normal
0
0.630538
5,402
53,789
0
2
3
1
1
0
0
445
57
0.085943
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normal
0
15.331823
45,733
29,288
0
0
3
0
1
0
0
59
71
0.056719
0.216709
normal
0
25.269795
28,715
97,428
0
1
3
1
1
0
0
386
57
0.043476
0.6026
normal
0
31.739358
19,372
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0
1
3
1
0
0
0
256
63
0.171321
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normal
0
5.456547
2,443,728
15,919
0
0
3
2
1
0
0
151
9
0.977549
0.015579
dos
1
52.816772
33,534
33,974
0
0
0
0
0
0
0
149
89
0.144026
0.188645
normal
0
7.815679
41,992
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0
1
1
0
1
0
0
5
55
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0.429171
normal
0
138.638313
30,898
31,785
0
1
4
0
1
0
0
380
68
0.195083
0.632383
normal
0
154.985283
5,238
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0
0
2
0
0
0
0
219
37
0.010199
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normal
0
5.872464
48,705
6,952
4
0
1
1
1
8
1
402
14
0.117969
0.084264
u2r
1
9.398642
36,720
60,255
0
1
2
1
1
0
0
34
22
0.177562
0.201748
normal
0
220.803129
4,240
13,525
0
1
1
1
1
0
0
100
76
0.019853
0.413816
normal
0
337.074079
49,001
17,595
0
0
1
0
1
0
0
110
48
0.14327
0.886467
normal
0
10.247657
13,633
26,057
2
1
2
7
1
0
0
486
10
0.041213
0.789826
r2l
1
121.955972
43,236
1,495
0
0
3
1
1
0
0
27
28
0.191735
0.428207
normal
0
184.477191
33,485
59,136
0
1
2
0
0
0
0
381
10
0.116673
0.910727
normal
0
5.551273
5,372,764
81,655
4
2
2
0
1
0
0
307
59
0.692651
0.765049
dos
1
10.348402
7,847,002
29,749
1
2
2
0
0
0
0
412
61
0.650402
0.554462
dos
1
65.11586
32,073
89,890
0
1
3
1
1
0
0
79
40
0.175642
0.104093
normal
0
71.799074
12,285
77,455
0
0
1
0
1
0
0
217
98
0.065385
0.455257
normal
0
51.188793
2,544
40,452
0
2
4
2
1
0
0
83
7
0.118775
0.774086
normal
0
265.701247
10,614
30,622
0
0
4
1
1
0
0
145
69
0.135609
0.100837
normal
0
136.212134
20,717
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0
2
1
1
0
0
0
481
21
0.121299
0.118161
normal
0
27.6151
1,450
56,356
0
2
2
0
0
0
0
385
7
0.036936
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normal
0
88.082028
27,506
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0
2
1
1
0
0
0
27
60
0.019177
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normal
0
116.696335
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0
1
0
0
1
0
0
59
1
0.064123
0.78208
normal
0
15.100479
18,759
16,746
0
1
1
0
1
0
0
458
64
0.023452
0.225602
normal
0
8.837141
22,734
68,976
4
0
0
7
1
0
0
295
33
0.136632
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r2l
1
235.966649
34,785
13,245
0
1
4
1
1
0
0
310
25
0.119869
0.803054
normal
0
83.74174
10,369
53,570
0
0
4
0
1
0
0
202
44
0.198859
0.095108
normal
0
24.46197
708
44,511
0
2
4
2
0
0
0
352
24
0.042161
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normal
0
3.225905
25,444
27,567
3
1
2
4
0
0
0
438
8
0.143064
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r2l
1
73.028201
11,221
40,659
0
2
0
0
0
0
0
469
30
0.10283
0.445962
normal
0
79.337804
48,750
24,029
0
0
0
1
0
0
0
328
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0.056593
0.389032
normal
0
40.70881
39,934
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0
1
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1
0
0
73
94
0.095756
0.622482
normal
0
99.537731
35,257
31,428
0
1
1
1
1
0
0
114
9
0.178685
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normal
0
7.115738
267
1,791
0
2
2
1
1
0
0
292
88
0.077952
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normal
0
15.681721
48,438
89,042
0
1
4
1
1
0
0
18
1
0.075678
0.119119
normal
0
79.026139
39,643
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0
0
1
2
0
0
0
261
20
0.165927
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normal
0
8.220572
3,356
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3
1
2
14
0
0
0
430
37
0.071493
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r2l
1
212.78654
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0
2
4
2
1
0
0
119
30
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normal
0
15.332179
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0
0
0
2
1
0
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470
60
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normal
0
5.170667
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7,582
0
1
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1
0
0
0
78
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dos
1
49.627113
27,110
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0
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2
1
0
0
96
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normal
0
51.047193
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0
2
3
1
0
0
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368
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normal
0
144.769978
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0
2
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416
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normal
0
69.207203
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0
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2
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76
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normal
0
9.818902
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3
2
22
2
1
0
0
382
88
0.049872
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probe
1
16.980967
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3
0
1
17
1
0
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r2l
1
89.870954
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0
2
3
0
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372
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normal
0
143.009841
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0
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476
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normal
0
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1
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412
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r2l
1
3.187211
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0
0
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2
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0
221
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dos
1
1.859213
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2
2
21
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0
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378
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probe
1
297.763337
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0
1
3
1
1
0
0
242
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0.04272
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normal
0
47.275325
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0
0
4
0
1
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0
226
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normal
0
2.577237
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0
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1
1
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0
401
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dos
1
9.022361
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0
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1
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310
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normal
0
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142
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normal
0
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1
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168
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normal
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normal
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213
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normal
0
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0
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2
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normal
0
4.401958
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1
1
7
0
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398
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r2l
1
62.45407
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364
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normal
0
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3
1
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130
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dos
1
25.400736
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7
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normal
0
3.20297
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0
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2
0
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339
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normal
0
1.792636
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2
0
4
3
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150
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r2l
1
121.885574
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402
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normal
0
60.598558
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0
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221
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normal
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normal
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