Datasets:
rdpahalavan
/
CIC-IDS2017

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flow_id
int64
source_ip
string
source_port
int64
destination_ip
string
destination_port
int64
protocol
string
Timestamp
string
Flow Duration
int64
Total Fwd Packets
int64
Total Backward Packets
int64
Total Length of Fwd Packets
int64
Total Length of Bwd Packets
int64
Fwd Packet Length Max
int64
Fwd Packet Length Min
int64
Fwd Packet Length Mean
float64
Fwd Packet Length Std
float64
Bwd Packet Length Max
int64
Bwd Packet Length Min
int64
Bwd Packet Length Mean
float64
Bwd Packet Length Std
float64
Flow Bytes/s
float64
Flow Packets/s
float64
Flow IAT Mean
float64
Flow IAT Std
float64
Flow IAT Max
int64
Flow IAT Min
int64
Fwd IAT Total
int64
Fwd IAT Mean
float64
Fwd IAT Std
float64
Fwd IAT Max
int64
Fwd IAT Min
int64
Bwd IAT Total
int64
Bwd IAT Mean
float64
Bwd IAT Std
float64
Bwd IAT Max
int64
Bwd IAT Min
int64
Fwd PSH Flags
int64
Bwd PSH Flags
int64
Fwd URG Flags
int64
Bwd URG Flags
int64
Fwd Header Length
int64
Bwd Header Length
int64
Fwd Packets/s
float64
Bwd Packets/s
float64
Min Packet Length
int64
Max Packet Length
int64
Packet Length Mean
float64
Packet Length Std
float64
Packet Length Variance
float64
FIN Flag Count
int64
SYN Flag Count
int64
RST Flag Count
int64
PSH Flag Count
int64
ACK Flag Count
int64
URG Flag Count
int64
CWE Flag Count
int64
ECE Flag Count
int64
Down/Up Ratio
int64
Average Packet Size
float64
Avg Fwd Segment Size
float64
Avg Bwd Segment Size
float64
Fwd Avg Bytes/Bulk
int64
Fwd Avg Packets/Bulk
int64
Fwd Avg Bulk Rate
int64
Bwd Avg Bytes/Bulk
int64
Bwd Avg Packets/Bulk
int64
Bwd Avg Bulk Rate
int64
Subflow Fwd Packets
int64
Subflow Fwd Bytes
int64
Subflow Bwd Packets
int64
Subflow Bwd Bytes
int64
Init_Win_bytes_forward
int64
Init_Win_bytes_backward
int64
act_data_pkt_fwd
int64
min_seg_size_forward
int64
Active Mean
float64
Active Std
float64
Active Max
int64
Active Min
int64
Idle Mean
float64
Idle Std
float64
Idle Max
int64
Idle Min
int64
attack_label
string
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03/07/2017 08:56:38
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03/07/2017 08:56:38
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03/07/2017 08:56:46
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03/07/2017 08:56:46
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03/07/2017 08:56:58
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tcp
03/07/2017 08:56:58
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tcp
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03/07/2017 08:56:58
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tcp
03/07/2017 08:56:58
953
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03/07/2017 08:56:59
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03/07/2017 08:56:59
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03/07/2017 08:57:01
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03/07/2017 08:57:01
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03/07/2017 08:56:38
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03/07/2017 08:57:04
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03/07/2017 08:57:04
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03/07/2017 08:57:05
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03/07/2017 08:57:05
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192.168.10.9
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03/07/2017 08:57:06
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03/07/2017 08:57:05
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03/07/2017 08:57:18
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tcp
03/07/2017 08:57:26
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192.168.10.12
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03/07/2017 08:57:26
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03/07/2017 08:57:27
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03/07/2017 08:57:26
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03/07/2017 08:57:27
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03/07/2017 08:57:29
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03/07/2017 08:57:29
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03/07/2017 08:57:29
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03/07/2017 08:56:38
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BENIGN
45
192.168.10.9
1,028
192.168.10.3
135
tcp
03/07/2017 08:57:34
73
1
1
6
6
6
6
6
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BENIGN
46
192.168.10.17
42,095
192.168.10.3
389
tcp
03/07/2017 08:57:41
512
11
4
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0
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BENIGN
47
192.168.10.17
35,497
192.168.10.3
88
tcp
03/07/2017 08:57:41
1,100
10
6
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315
632.561635
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BENIGN
48
192.168.10.17
42,096
192.168.10.3
389
tcp
03/07/2017 08:57:41
15,745
17
13
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0
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BENIGN
49
192.168.10.17
35,499
192.168.10.3
88
tcp
03/07/2017 08:57:41
1,135
9
6
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350
694.509719
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525
813.326503
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BENIGN
50
192.168.10.17
42,102
192.168.10.3
389
tcp
03/07/2017 08:57:42
425
10
4
165
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0
16.5
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BENIGN
51
192.168.10.17
42,102
192.168.10.3
389
tcp
03/07/2017 08:57:42
1
2
0
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BENIGN
52
192.168.10.17
35,504
192.168.10.3
88
tcp
03/07/2017 08:57:42
1,122
10
6
3,150
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1,575
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315
632.561635
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BENIGN
53
192.168.10.50
55,724
192.168.10.3
389
tcp
03/07/2017 08:57:51
625
11
4
172
326
79
0
15.636364
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0
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BENIGN
54
192.168.10.50
37,142
192.168.10.3
88
tcp
03/07/2017 08:57:51
1,155
9
6
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0
358.444444
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538.666667
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1
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311.552082
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47
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BENIGN
55
192.168.10.50
55,730
192.168.10.3
389
tcp
03/07/2017 08:57:51
457
11
4
172
326
79
0
15.636364
31.449238
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0
81.5
94.108094
1,089,715.536105
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1
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BENIGN
56
192.168.10.50
37,148
192.168.10.3
88
tcp
03/07/2017 08:57:51
1,175
9
6
3,226
3,232
1,613
0
358.444444
711.266144
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538.666667
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1
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344.224926
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3
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304
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BENIGN
57
192.168.10.50
37,152
192.168.10.3
88
tcp
03/07/2017 08:58:00
54,462
11
6
2,868
2,790
1,430
0
260.727273
578.106061
1,395
0
465
720.374902
103,888.950094
312.144247
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13,290.255914
53,238
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54,462
5,446.2
16,833.59665
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1
54,394
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23,736.951177
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368
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332.823529
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32
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BENIGN
58
192.168.10.50
37,154
192.168.10.3
88
tcp
03/07/2017 08:58:00
61,588
11
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2,866
2,676
1,429
0
260.545455
577.701543
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446
690.940229
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BENIGN
59
192.168.10.50
55,736
192.168.10.3
389
tcp
03/07/2017 08:58:00
285,298
22
12
5,970
1,138
2,804
0
271.363636
696.788862
212
0
94.833333
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24,914.300135
119.173636
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42,597.35276
242,731
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285,298
13,585.619048
53,230.693989
242,731
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284,295
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85,287.170283
282,995
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720
400
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203.085714
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209.058824
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22
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BENIGN
60
192.168.10.9
1,044
192.168.10.3
49,666
tcp
03/07/2017 08:56:58
66,026,109
39
34
12,254
6,204
1,793
0
314.205128
495.927371
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0
182.470588
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51,448,528
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66,026,109
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51,448,528
3
14,360,860
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804
704
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20
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225,563
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857,916.394158
7,566,893
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BENIGN
61
192.168.10.9
1,044
192.168.10.3
49,666
tcp
03/07/2017 08:58:04
71
1
1
6
6
6
6
6
0
6
6
6
0
169,014.084507
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251
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BENIGN
62
192.168.10.12
34,936
192.168.10.3
3,268
tcp
03/07/2017 08:57:29
59,002,797
17
11
3,298
6,654
1,293
0
194
422.123057
3,069
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604.909091
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168.66997
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58,946,457
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59,002,797
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58,946,457
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15,124
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604.909091
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32
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BENIGN
63
192.168.10.12
60,498
192.168.10.3
88
tcp
03/07/2017 08:58:29
1,151
9
6
3,110
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1,555
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345.555556
685.690548
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518
802.482149
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212.75055
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BENIGN
64
192.168.10.12
56,562
192.168.10.3
389
tcp
03/07/2017 08:58:29
371
10
4
165
326
79
0
16.5
33.012624
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1
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BENIGN
65
192.168.10.12
56,562
192.168.10.3
389
tcp
03/07/2017 08:58:29
1
2
0
7
0
7
0
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BENIGN
66
192.168.10.12
60,504
192.168.10.3
88
tcp
03/07/2017 08:58:29
1,145
9
6
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1,554
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BENIGN
67
192.168.10.12
56,568
192.168.10.3
389
tcp
03/07/2017 08:58:29
101,567
21
12
5,803
1,138
2,740
0
276.333333
695.933857
212
0
94.833333
79.791585
68,339.125897
324.908681
3,173.96875
12,306.13891
55,595
1
101,567
5,078.35
15,414.117037
55,595
1
100,772
9,161.090909
30,011.474874
99,648
4
0
0
0
0
688
400
206.76007
118.148611
0
2,740
204.147059
551.884108
304,576.068627
0
0
0
1
0
0
0
0
0
210.333333
276.333333
94.833333
0
0
0
0
0
0
21
5,803
12
1,138
29,200
2,081
10
32
0
0
0
0
0
0
0
0
BENIGN
68
192.168.10.12
56,568
192.168.10.3
389
tcp
03/07/2017 08:58:29
1
2
0
39
0
39
0
19.5
27.577164
0
0
0
0
39,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
64
0
2,000,000
0
0
39
26
22.51666
507
0
1
0
0
1
0
0
0
0
39
19.5
0
0
0
0
0
0
0
2
39
0
0
245
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
69
8.6.0.1
0
8.0.6.4
0
other
03/07/2017 08:56:34
119,719,148
231
0
0
0
0
0
0
0
0
0
0
0
0
1.929516
520,518.034783
2,274,525.810437
20,694,308
0
119,719,148
520,518.034783
2,274,525.810437
20,694,308
0
0
0
0
0
0
0
0
0
0
0
0
1.929516
0
0
0
0
0
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0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
231
0
0
0
-1
-1
0
0
8,721,243.6
8,761,761.258057
22,509,459
17
12,685,486
5,296,658.096422
20,694,308
6,499,982
BENIGN
70
104.97.95.20
443
192.168.10.14
49,478
tcp
03/07/2017 08:58:36
8
7
0
192
0
31
6
27.428571
9.449112
0
0
0
0
24,000,000
875,000
1.333333
1.36626
4
0
8
1.333333
1.36626
4
0
0
0
0
0
0
1
0
0
0
140
0
875,000
0
6
31
27.875
8.838835
78.125
0
1
0
0
1
0
0
0
0
31.857143
27.428571
0
0
0
0
0
0
0
7
192
0
0
1,013
-1
6
20
0
0
0
0
0
0
0
0
BENIGN
71
104.97.95.20
443
192.168.10.14
49,478
tcp
03/07/2017 08:58:36
1
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
37,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
40
0
2,000,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
0
0
0
0
0
0
2
37
0
0
1,013
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
72
104.97.95.20
443
192.168.10.14
49,478
tcp
03/07/2017 08:58:36
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
1,013
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
73
23.217.36.24
443
192.168.10.14
49,480
tcp
03/07/2017 08:58:36
12
13
0
378
0
31
6
29.076923
6.933752
0
0
0
0
31,500,000
1,083,333.333333
1
0.738549
3
0
12
1
0.738549
3
0
0
0
0
0
0
1
0
0
0
260
0
1,083,333.333333
0
6
31
29.214286
6.681531
44.642857
0
1
0
0
1
0
0
0
0
31.461538
29.076923
0
0
0
0
0
0
0
13
378
0
0
1,013
-1
12
20
0
0
0
0
0
0
0
0
BENIGN
74
23.217.36.24
443
192.168.10.14
49,480
tcp
03/07/2017 08:58:36
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
1,013
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
75
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:38
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
76
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:38
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
77
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:38
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.666667
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
78
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:39
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.666667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.666667
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
79
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:39
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
80
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:39
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
81
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:40
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
82
23.50.69.163
80
192.168.10.14
49,488
tcp
03/07/2017 08:58:40
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
9
6
0
0
0
0
0
0
0
2
12
0
0
913
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
83
192.168.10.25
49,152
192.168.10.3
389
tcp
03/07/2017 08:58:59
224,644
5
2
0
0
0
0
0
0
0
0
0
0
0
31.160414
37,440.666667
91,610.595729
224,440
3
224,644
56,161
112,186.017605
224,440
3
3
3
0
3
3
0
0
0
0
184
80
22.257438
8.902975
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
2
0
65,535
8,192
0
32
0
0
0
0
0
0
0
0
BENIGN
84
192.168.10.25
49,153
192.168.10.3
389
tcp
03/07/2017 08:58:59
1,224
11
5
92
5,820
39
0
8.363636
15.396576
2,910
0
1,164
1,217.350401
4,830,065.359477
13,071.895425
81.6
176.77419
683
1
1,224
122.4
225.74873
683
1
358
89.5
165.727688
338
3
0
0
0
0
376
176
8,986.928105
4,084.96732
0
2,910
347.764706
815.835579
665,587.691176
0
0
0
1
0
0
0
0
0
369.5
8.363636
1,164
0
0
0
0
0
0
11
92
5
5,820
65,535
2,081
4
32
0
0
0
0
0
0
0
0
BENIGN
85
192.168.10.9
123
192.168.10.3
123
udp
03/07/2017 08:56:55
65,511,209
6
6
288
288
48
48
48
0
48
48
48
0
8.792388
0.183175
5,955,564.454545
19,258,081.207444
64,004,884
3
65,511,097
13,102,219.4
28,462,969.58144
64,004,961
3
65,511,105
13,102,221
28,462,988.012926
64,004,995
3
0
0
0
0
120
120
0.091587
0.091587
48
48
48
0
0
0
0
0
0
0
0
0
0
1
52
48
48
0
0
0
0
0
0
6
288
6
288
-1
-1
5
20
1,506,210
0
1,506,210
1,506,210
64,004,884
0
64,004,884
64,004,884
BENIGN
86
192.168.10.25
49,154
192.168.10.3
389
tcp
03/07/2017 08:59:05
1,829
5
2
0
0
0
0
0
0
0
0
0
0
0
3,827.227993
304.833333
645.217922
1,620
2
1,829
457.25
777.915752
1,620
2
4
4
0
4
4
0
0
0
0
184
80
2,733.734281
1,093.493712
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
2
0
65,535
8,192
0
32
0
0
0
0
0
0
0
0
BENIGN
87
192.168.10.25
49,156
192.168.10.3
3,268
tcp
03/07/2017 08:59:06
1,403
5
2
0
0
0
0
0
0
0
0
0
0
0
4,989.308624
233.833333
498.814361
1,251
3
1,403
350.75
601.447906
1,251
4
3
3
0
3
3
0
0
0
0
184
80
3,563.791875
1,425.51675
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
2
0
65,535
8,192
0
32
0
0
0
0
0
0
0
0
BENIGN
88
192.168.10.25
49,159
192.168.10.3
389
tcp
03/07/2017 08:59:07
2,489
19
12
298
738
64
0
15.684211
24.009379
144
0
61.5
62.39391
416,231.41824
12,454.801125
82.966667
219.44813
1,227
1
2,489
138.277778
277.260719
1,227
3
2,433
221.181818
433.082398
1,454
1
0
0
0
0
632
352
7,633.587786
4,821.213339
0
144
32.375
47.423793
2,249.016129
0
0
0
1
0
0
0
0
0
33.419355
15.684211
61.5
0
0
0
0
0
0
19
298
12
738
65,535
0
8
32
0
0
0
0
0
0
0
0
BENIGN
89
192.168.10.25
49,158
192.168.10.3
389
tcp
03/07/2017 08:59:06
156,516
17
8
284
714
64
0
16.705882
25.25808
144
0
89.25
58.96912
6,376.34491
159.728079
6,521.5
31,610.351905
154,927
3
156,516
9,782.25
38,705.399378
154,927
4
1,374
196.285714
252.743423
609
3
0
0
0
0
568
272
108.615094
51.112985
0
144
38.384615
50.876381
2,588.406154
0
0
0
1
0
0
0
0
0
39.92
16.705882
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0
0
0
0
0
0
17
284
8
714
65,535
2,081
6
32
0
0
0
0
0
0
0
0
BENIGN
90
192.168.10.12
60,508
192.168.10.3
88
tcp
03/07/2017 08:59:17
1,151
9
6
3,130
3,124
1,565
0
347.777778
690.100134
1,562
0
520.666667
806.613332
5,433,536.055604
13,032.14596
82.214286
210.738328
810
2
1,151
143.875
323.399107
939
2
1,049
209.8
339.27231
810
3
0
0
0
0
304
208
7,819.287576
5,212.858384
0
1,565
390.875
699.218886
488,907.05
0
0
0
1
0
0
0
0
0
416.933333
347.777778
520.666667
0
0
0
0
0
0
9
3,130
6
3,124
29,200
2,081
2
32
0
0
0
0
0
0
0
0
BENIGN
91
192.168.10.12
5,353
224.0.0.251
5,353
udp
03/07/2017 08:57:21
113,976,922
267
0
20,447
0
153
37
76.580524
44.140625
0
0
0
0
179.395966
2.342579
428,484.669173
3,701,805.22541
48,523,116
0
113,976,922
428,484.669173
3,701,805.22541
48,523,116
0
0
0
0
0
0
0
0
0
0
5,078
0
2.342579
0
37
153
76.649254
44.072252
1,942.363408
0
0
0
0
0
0
0
0
0
76.93633
76.580524
0
0
0
0
0
0
0
267
20,447
0
0
-1
-1
266
0
2,745,981.5
5,491,934.333333
10,983,883
14
25,498,178
18,833,046.472101
48,523,116
5,463,561
BENIGN
92
192.168.10.50
42,368
91.189.95.83
80
tcp
03/07/2017 08:59:30
1,048,289
7
4
438
432
221
0
62.571429
106.867296
216
0
108
124.707658
829.923809
10.49329
104,828.9
220,810.897261
721,217
59
1,048,289
174,714.833333
273,449.834385
721,217
143
189,483
63,161
54,389.868147
95,094
360
0
0
0
0
232
136
6.677548
3.815742
0
221
72.5
107.096813
11,469.727273
0
0
0
1
0
0
0
0
0
79.090909
62.571429
108
0
0
0
0
0
0
7
438
4
432
29,200
66
2
32
0
0
0
0
0
0
0
0
BENIGN
93
192.168.10.50
33,542
91.189.88.161
80
tcp
03/07/2017 08:59:30
1,082,649
52
53
217
102,458
217
0
4.173077
30.092486
4,344
0
1,933.169811
854.48747
94,836.830773
96.984341
10,410.086538
61,991.563701
606,247
1
1,082,649
21,228.411765
87,670.626227
606,247
1
381,758
7,341.5
25,015.091936
95,210
1
0
0
0
0
1,672
1,704
48.03034
48.954001
0
4,344
968.632075
1,140.715075
1,301,230.88239
0
0
0
1
0
0
0
0
1
977.857143
4.173077
1,933.169811
0
0
0
0
0
0
52
217
53
102,458
29,200
237
1
32
0
0
0
0
0
0
0
0
BENIGN
End of preview.