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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25,958
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0
1
1
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303
38
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7,000
63,083
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54
67
0.053575
0.007971
normal
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30,805
91,694
0
1
0
0
0
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458
12
0.133126
0.963459
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0
13.62958
8,682
91,333
0
2
3
1
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0
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168
59
0.049136
0.349291
normal
0
12.569664
43,003
82,482
2
2
6
2
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0
408
38
0.180847
0.13104
probe
1
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4
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0
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443
11
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0.003776
normal
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35,505
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2
1
18
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165
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r2l
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0
3
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481
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26.978921
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269
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2.978236
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0
0
9
1
1
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485
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2
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2
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normal
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404
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1
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282
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118.281842
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0
2
2
1
1
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106
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normal
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41,329
1
1
21
2
1
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0
472
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probe
1
96.16313
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0
2
4
2
1
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0
248
60
0.095296
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normal
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211.445582
18,158
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0
1
2
1
1
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93
31
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normal
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13.320108
5,783,899
51,243
1
1
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1
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346
50
0.638826
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61.938183
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56
38
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normal
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13.419409
24,800
38,654
1
0
4
17
1
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96
17
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1
23.782742
8,432,362
41,425
3
1
4
0
1
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0
40
96
0.580993
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dos
1
11.929118
31,147
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1
1
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0
312
25
0.053422
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normal
0
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40,933
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3
2
26
2
1
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0
232
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probe
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1
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115
16
0.033813
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normal
0
79.824897
2,965
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3
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0
0
317
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normal
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36.975365
24,934
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3
1
1
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0
145
3
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normal
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70.027684
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0
1
3
1
1
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0
58
77
0.003007
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normal
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1.364972
791,188
16,619
0
1
3
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1
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0
448
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dos
1
5.668757
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1
25
2
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0
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383
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probe
1
81.386672
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0
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161
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normal
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141.083754
29,050
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0
0
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2
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56
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normal
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8.238837
34,014
22,944
3
1
1
3
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0
99
31
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r2l
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48.357715
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1
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0
231
7
0.067046
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normal
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31.230637
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426
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normal
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171.791289
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415
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normal
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14.84362
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2
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175
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probe
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204.94668
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404
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normal
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4.57077
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1
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427
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14.30585
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3
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363
66
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1
12.713305
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1
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144
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0.198941
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normal
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17.556642
33,227
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0
2
1
0
1
0
0
454
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0.131352
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normal
0
1.328726
3,382,530
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2
0
2
2
1
0
0
140
92
0.928795
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dos
1
353.743198
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0
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1
2
1
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0
359
54
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normal
0
1.479806
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4
0
2
2
0
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0
128
75
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dos
1
63.590423
49,542
98,113
1
2
0
8
1
0
0
145
57
0.18382
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r2l
1
3.894958
14,471
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1
3
0
1
0
0
321
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normal
0
5.818627
6,467,459
41,032
4
1
2
2
1
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0
446
17
0.748857
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dos
1
6.016507
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4
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456
27
0.56604
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dos
1
3.575781
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2
2
0
2
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0
199
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dos
1
5.787006
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0
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1
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0
243
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normal
0
296.074063
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0
2
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315
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0.119922
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normal
0
22.414188
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0
0
4
1
1
0
0
330
67
0.019471
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normal
0
36.055971
6,435
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0
1
0
2
1
0
0
216
28
0.061819
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normal
0
67.5194
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0
2
2
0
1
0
0
474
20
0.029195
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normal
0
12.575116
3,647,890
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3
1
4
2
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387
31
0.633225
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dos
1
110.119954
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1
1
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98
47
0.197509
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normal
0
368.121956
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0
2
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380
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0.027515
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normal
0
93.248742
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0
0
2
2
0
0
0
34
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normal
0
4.916657
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1
1
3
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1
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0
343
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0.958871
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dos
1
9.212105
24,042
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0
1
3
1
0
0
0
227
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normal
0
98.835733
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0
1
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399
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normal
0
60.486121
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0
1
4
1
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65
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normal
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1.095715
6,774,472
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4
1
3
1
1
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438
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dos
1
49.136799
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4
1
1
0
0
64
28
0.03318
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normal
0
113.772994
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3
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1
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0
265
36
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normal
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5.65021
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2
1
2
19
1
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308
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r2l
1
4.038081
9,232,234
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4
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0
0
201
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0.519303
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dos
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5.298771
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3
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480
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r2l
1
36.249691
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1
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304
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normal
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29.286728
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241
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normal
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6.792293
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0
6
2
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275
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probe
1
181.245004
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91
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normal
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1.777479
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56
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dos
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218.360735
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normal
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104
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normal
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normal
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214
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normal
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normal
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r2l
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normal
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218
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normal
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492
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dos
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195
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normal
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258
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normal
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373
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normal
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dos
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19.294941
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dos
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r2l
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24.201099
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460
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normal
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132
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normal
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normal
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460
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normal
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10.523496
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probe
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129.816021
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normal
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14
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normal
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480
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dos
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normal
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