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
18.175082
692
15,913
0
2
3
1
0
0
0
447
68
0.187068
0.081983
normal
0
231.13594
5,796
37,311
0
1
1
1
0
0
0
356
92
0.183813
0.942459
normal
0
92.076865
18,831
76,679
0
2
1
0
1
0
0
320
23
0.106948
0.552943
normal
0
3.227507
17,930
80,126
0
2
4
1
1
0
0
93
3
0.019785
0.165927
normal
0
100.271761
34,310
56,212
0
0
3
0
0
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244
91
0.098846
0.206036
normal
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302.406912
2,906
94,066
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4
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0
374
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normal
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48,088
91,134
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0
1
1
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347
42
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0.007132
normal
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87.336566
32,036
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3
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309
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0.748354
normal
0
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5,551,165
40,635
1
0
2
2
1
0
0
250
68
0.98972
0.966131
dos
1
1.590777
39,515
27,937
4
1
2
5
1
0
0
335
62
0.047951
0.610139
r2l
1
14.500107
20,240
15,859
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0
17
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12
41
0.189212
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r2l
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13.634972
21,881
39,811
4
2
20
2
1
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367
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1
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239
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0.047484
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0
2
2
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482
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0.766584
0.531196
dos
1
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3
2
0
0
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324
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0.04258
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10,649
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0
0
1
2
1
0
0
16
31
0.069594
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normal
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0.448954
44,317
49,739
0
1
0
1
1
0
0
101
13
0.111133
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normal
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36.663256
28,755
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0
0
1
1
0
0
0
485
6
0.138689
0.243924
normal
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0.588795
7,519,171
59,374
1
0
0
1
0
0
0
315
20
0.758954
0.877699
dos
1
47.324448
40,457
49,534
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0
1
1
1
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0
458
42
0.153727
0.887505
normal
0
36.741229
8,887
41,649
0
0
3
1
1
0
0
18
16
0.089711
0.607763
normal
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0.363263
34,915
5,231
0
0
9
2
1
0
0
273
3
0.179056
0.520318
probe
1
273.079554
41,086
71,540
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2
2
2
1
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0
199
36
0.131125
0.427106
normal
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206.919569
35,296
73,931
0
2
1
1
0
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259
23
0.046141
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normal
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2.123188
38,307
4,121
2
2
22
0
1
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0
165
35
0.071143
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probe
1
215.558139
230
67,412
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1
3
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0
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0
41
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normal
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253.655662
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0
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3
1
1
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98
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0.205115
normal
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52.634272
19,835
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2
2
1
1
0
0
126
26
0.02612
0.308767
normal
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33.330147
2,432
50,019
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0
1
2
0
0
0
21
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0.195354
0.520971
normal
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4.191307
836
61,713
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0
15
2
1
0
0
445
29
0.187832
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probe
1
65.218168
36,715
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1
4
1
1
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7
38
0.057672
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normal
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292.428493
17,575
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407
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normal
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388
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normal
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23
7
0.00068
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normal
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14.728489
49,473
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2
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30
13
0.077316
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15.492392
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310
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normal
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62.450446
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0
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331
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0.173139
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normal
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302.13537
5,833
33,818
0
2
0
0
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25
32
0.094737
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normal
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44.751386
24,614
19,971
0
1
3
1
0
0
0
267
87
0.198137
0.936097
normal
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17.110209
7,667
58,951
4
2
2
4
0
0
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458
17
0.039156
0.806661
r2l
1
12.816137
34,211
46,535
0
2
0
2
0
0
0
324
51
0.066031
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normal
0
95.976522
43,371
72,267
0
1
0
0
1
0
0
6
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0.034716
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normal
0
91.782435
464
78,243
0
1
0
2
0
0
0
416
32
0.004636
0.077944
normal
0
5.41724
4,989,343
6,383
0
2
4
2
1
0
0
124
54
0.929122
0.69215
dos
1
0.332222
43,849
14,847
0
2
1
2
0
0
0
260
75
0.152933
0.046742
normal
0
75.222155
32,478
4,899
4
0
7
2
1
0
0
137
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0.165427
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probe
1
24.806096
42,310
37,302
0
2
4
1
1
0
0
299
28
0.07764
0.923511
normal
0
14.341467
8,747
31,491
4
1
7
0
1
0
0
112
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0.183701
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probe
1
16.687388
26,439
33,290
0
0
2
0
1
0
0
394
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0.017791
0.736363
normal
0
3.766277
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0
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1
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320
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normal
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76.456047
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0
2
3
1
1
0
0
28
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normal
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75.196018
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177
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0.028683
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normal
0
30.873784
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4
1
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1
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370
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probe
1
2.3695
680,433
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2
1
2
2
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0
383
3
0.583897
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dos
1
77.33717
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0
2
2
2
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431
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0.039701
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normal
0
265.917693
26,641
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1
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13
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normal
0
129.156308
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0
2
1
1
0
0
0
288
21
0.179208
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normal
0
9.174736
1,008,926
52,625
4
2
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1
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0
0
376
15
0.683441
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dos
1
263.694951
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2
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1
0
0
309
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0.047077
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normal
0
110.094453
47,664
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4
0
1
0
0
422
27
0.155846
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normal
0
53.459921
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0
1
1
0
1
0
0
428
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0.010015
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normal
0
114.019108
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1
2
2
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0
54
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normal
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465
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0.185299
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normal
0
12.124576
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0
2
2
1
1
0
0
375
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0.119342
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normal
0
126.932498
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50,486
0
1
4
0
0
0
0
402
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normal
0
1.731221
15,986
48,295
0
2
2
1
1
5
0
455
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u2r
1
130.492158
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0
1
3
1
0
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0
270
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normal
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26.021564
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0
2
2
2
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352
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normal
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313.810293
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363
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normal
0
15.423189
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2
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2
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dos
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normal
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30.123001
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373
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normal
0
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436
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normal
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normal
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dos
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3.956475
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probe
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normal
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probe
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dos
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r2l
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dos
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11.19376
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r2l
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112.656352
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normal
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normal
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r2l
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normal
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normal
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385
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dos
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3.339598
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dos
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152
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probe
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351
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normal
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303
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dos
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17.04352
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dos
1
42.596664
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normal
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319
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normal
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normal
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