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
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46,952
14,542
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1
2
0
1
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0
18
63
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normal
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3,363,255
70,790
2
1
3
0
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222
35
0.607664
0.825485
dos
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107.500966
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10
24
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0.628901
normal
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25.6328
4,333
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0
0
4
2
1
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191
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0.069996
normal
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1.913099
2,562
12,452
0
2
0
2
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219
40
0.070972
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normal
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0.793155
7,303,869
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0
1
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387
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dos
1
25.353348
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probe
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394
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normal
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58.927382
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17,432
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121
41
0.068231
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normal
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6.563206
31,977
18,343
3
1
14
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328
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normal
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3
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128
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24.78738
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0
3
0
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440
24
0.762173
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dos
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31.157649
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2
0
29
1
0
0
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295
49
0.052232
0.987941
probe
1
140.805456
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47,841
0
2
1
0
0
0
0
317
9
0.00016
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normal
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15.172536
33,330
42,201
0
0
2
1
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0
0
373
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0.056079
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normal
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67.556838
19,447
20,314
0
1
4
0
0
0
0
378
71
0.145826
0.802033
normal
0
54.700943
45,176
54,517
0
2
3
2
0
0
0
349
64
0.124898
0.860991
normal
0
107.382469
6,016
47,416
0
0
4
1
1
0
0
41
42
0.087881
0.54499
normal
0
3.771217
1,300,218
74,603
1
1
4
1
0
0
0
141
43
0.951375
0.949513
dos
1
292.986198
12,835
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0
3
2
0
0
0
497
35
0.104327
0.961497
normal
0
9.692616
3,454,104
79,637
1
2
4
1
1
0
0
474
77
0.886486
0.400542
dos
1
30.356381
26,639
55,755
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0
4
0
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0
241
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0.025557
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normal
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166.937541
12,642
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4
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248
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normal
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73.039175
33,170
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0
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250
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normal
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60.336967
22,367
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0
2
2
1
1
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0
57
50
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normal
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124.003342
876
14,591
0
1
1
0
0
0
0
260
55
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normal
0
15.577138
44,319
28,281
1
2
0
6
1
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162
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1
7.615948
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0
4
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1
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0
274
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0.917032
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dos
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278
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normal
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62.731043
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331
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normal
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2.947924
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2
7
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73
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165.307541
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98
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normal
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169
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normal
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104.142347
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82
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normal
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6.939865
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4
0
2
14
0
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150
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r2l
1
96.337051
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425
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normal
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47.849598
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266
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0.05849
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normal
0
7.713782
29,864
10,887
3
0
2
5
0
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348
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r2l
1
107.722092
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3
1
1
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0
190
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normal
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1.394441
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0
1
2
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1
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279
15
0.093515
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normal
0
62.985186
40,823
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0
2
4
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1
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0
259
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normal
0
23.976931
22,819
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1
0
17
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123
13
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probe
1
69.123193
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0
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2
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455
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normal
0
7.431266
39,412
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2
0
1
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5
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200
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0.169539
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u2r
1
59.944501
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0
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352
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normal
0
409.364067
15,982
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0
1
4
1
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189
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normal
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15.830986
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1
2
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300
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u2r
1
9.664594
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449
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normal
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56.213962
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188
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normal
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78.025098
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409
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normal
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42.938963
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410
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normal
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27.744289
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419
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normal
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111.492062
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205
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normal
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47.340958
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28
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normal
0
5.573011
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2
2
1
1
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75
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dos
1
150.991593
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246
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normal
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7.324358
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0
1
3
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0
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1
396
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u2r
1
47.049865
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2
2
1
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115
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normal
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83.909414
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299
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normal
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59.721578
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220
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normal
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204.643434
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409
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normal
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210.997069
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29
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normal
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16.274369
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3
1
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1
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182
4
0.821729
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dos
1
2.426492
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3
0
13
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180
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probe
1
7.494494
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2
2
2
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257
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r2l
1
45.728761
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168
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normal
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14.258463
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probe
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normal
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normal
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probe
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normal
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probe
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normal
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normal
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