{
  "TestName": "RandomForest_PortBased_0,1_0,3_2_30",
  "DateTime": "2017-05-22T10:46:41.2087171+02:00",
  "DateTimeString": "2017-05-22-10-46-41-dop.",
  "Labels": [
    "1024_UDP",
    "11000_UDP",
    "11888_UDP",
    "12350_TCP",
    "139_TCP",
    "3702_UDP",
    "3800_UDP",
    "40003_UDP",
    "40005_UDP",
    "40018_UDP",
    "40020_UDP",
    "40023_UDP",
    "40024_UDP",
    "40025_UDP",
    "40027_UDP",
    "40028_UDP",
    "40029_TCP",
    "40029_UDP",
    "40030_UDP",
    "40036_UDP",
    "4070_TCP",
    "43265_UDP",
    "45776_TCP",
    "47993_UDP",
    "49001_UDP",
    "50321_UDP",
    "51654_UDP",
    "5353_UDP",
    "6992_UDP",
    "8621_UDP",
    "8999_UDP",
    "9875_UDP",
    "TCP_Dns",
    "TCP_HTTP",
    "TCP_Https",
    "TCP_icslap",
    "TCP_Jabber",
    "TCP_JabberSsl",
    "TCP_POP3tlsSSL",
    "TCP_SMTPtlsSSL",
    "TCP_SSH",
    "TCP_TeamViewer",
    "UDP_DhcPc",
    "UDP_DhcPs",
    "UDP_DhcPv6C",
    "UDP_Dns",
    "UDP_Https",
    "UDP_LLMNR",
    "UDP_NATpmp",
    "UDP_netbios",
    "UDP_netbiosdgm",
    "UDP_OnlineGames",
    "UDP_P2PBittorrent",
    "UDP_RTP",
    "UDP_spotify",
    "UDP_SSDP",
    "UDP_STUN",
    "UDP_TeamViewer"
  ],
  "MinFlows": 30,
  "FeatureSelectionTreshold": 0.3,
  "CrossValidationFolds": 2,
  "TrainingToVerificationRation": 0.1,
  "IsEpi": false,
  "IsRandomForest": true,
  "IsUseFullName": false
}

PS C:\Users\root> d:
PS D:\> cd .\AppIdentCli
PS D:\AppIdentCli> .\AppIdentCli.exe -f -m 30 -r 0.1 -s 0.3 -d ..\port_agregated_appIdentDataSource.bin
22.5.2017 10:46:43 Loading: ..\port_agregated_appIdentDataSource.bin
22.5.2017 10:49:45 Repartitioning ratio 0,1 with min flows 30
22.5.2017 10:49:45 Running feature elimination with trashold 0,3.
22.5.2017 11:06:08 Looking for best parameters.
22.5.2017 11:13:35 RandomForest grid search.
22.5.2017 11:13:35 RandomForest grid search.
22.5.2017 11:13:35 RandomForest grid search.
22.5.2017 11:13:35 RandomForest grid search.
22.5.2017 11:13:35 RandomForest grid search.
22.5.2017 11:15:01 RandomForest grid search.
22.5.2017 11:15:52 RandomForest grid search.
22.5.2017 11:15:58 RandomForest grid search.
22.5.2017 11:16:51 RandomForest grid search.
22.5.2017 11:24:17 RandomForest grid search.
22.5.2017 11:33:41 RandomForest grid search.
22.5.2017 11:46:26 RandomForest grid search.
22.5.2017 12:28:22 RandomForest grid search.
22.5.2017 12:38:23 RandomForest grid search.
22.5.2017 13:09:12 RandomForest grid search.
22.5.2017 13:18:57 RandomForest grid search.
22.5.2017 13:20:00 RandomForest grid search.
22.5.2017 13:30:04 RandomForest grid search.
22.5.2017 13:45:20 RandomForest grid search.
22.5.2017 13:46:44 RandomForest grid search.
22.5.2017 13:46:58 RandomForest grid search.
22.5.2017 14:24:16 RandomForest grid search.
22.5.2017 14:36:04 RandomForest grid search.
22.5.2017 14:57:03 RandomForest grid search.
22.5.2017 15:03:00 RandomForest grid search.
22.5.2017 15:49:27 RandomForest grid search.
22.5.2017 15:50:59 RandomForest grid search.
22.5.2017 15:55:08 RandomForest grid search.
22.5.2017 17:18:05 RandomForest grid search.
22.5.2017 17:47:48 RandomForest grid search.
22.5.2017 17:58:38 RandomForest grid search.
22.5.2017 18:51:33 RandomForest grid search.
22.5.2017 19:12:39 RandomForest grid search.
22.5.2017 19:13:01 RandomForest grid search.
22.5.2017 19:18:27 RandomForest grid search.
22.5.2017 20:27:45 RandomForest grid search.
22.5.2017 20:29:14 RandomForest grid search.
22.5.2017 20:50:35 RandomForest grid search.
22.5.2017 21:14:56 RandomForest grid search.
22.5.2017 21:24:30 RandomForest grid search.
22.5.2017 21:57:41 RandomForest grid search.
22.5.2017 22:27:02 RandomForest grid search.
22.5.2017 22:27:41 RandomForest grid search.
22.5.2017 22:40:32 RandomForest grid search.
22.5.2017 22:43:30 RandomForest grid search.
22.5.2017 23:04:15 RandomForest grid search.
22.5.2017 23:12:00 RandomForest grid search.
22.5.2017 23:20:06 RandomForest grid search.
23.5.2017 0:15:31 RandomForest grid search.
23.5.2017 1:01:28 RandomForest grid search.
23.5.2017 1:01:34 RandomForest grid search.
23.5.2017 1:02:54 RandomForest grid search.
23.5.2017 2:29:51 RandomForest grid search.
23.5.2017 3:21:16 RandomForest grid search.
23.5.2017 3:54:14 RandomForest grid search.
23.5.2017 4:09:33 RandomForest grid search.
23.5.2017 4:14:45 RandomForest grid search.
23.5.2017 4:25:51 RandomForest grid search.
23.5.2017 4:31:57 RandomForest grid search.
23.5.2017 4:52:28 RandomForest grid search.
23.5.2017 4:56:26 RandomForest grid search.
23.5.2017 6:10:29 RandomForest grid search.
23.5.2017 8:06:13 RandomForest grid search.
23.5.2017 10:04:47 RandomForest grid search.
23.5.2017 13:19:03 RandomForest grid search.
23.5.2017 14:13:52 RandomForest grid search.
23.5.2017 15:16:15 RandomForest grid search.
23.5.2017 15:20:53 RandomForest grid search.
23.5.2017 15:53:33 RandomForest grid search.
23.5.2017 18:34:10 RandomForest grid search.
23.5.2017 20:24:43 RandomForest grid search.
23.5.2017 23:20:31 RandomForest grid search.
23.5.2017 23:48:54 RandomForest grid search.
24.5.2017 0:21:53 RandomForest grid search.
24.5.2017 2:51:27 RandomForest grid search.
24.5.2017 5:58:14 Running cross validation.
24.5.2017 6:04:58 RandomForest cross validation.
24.5.2017 6:04:58 RandomForest cross validation.
### CV Results ###

### Training stats ###
>> model error mean: 0,005711
>> model std:  0,001575

### Validation stats ###
>> model error mean: 0,024461
>> model std:  0,000762
24.5.2017 6:37:00 Cross validation results:
tcp_https
TP:5901, FP:7, FN:7
FPs: 12350_tcp: 2, tcp_jabberssl: 4, tcp_pop3tlsssl: 1,
FNs: 139_tcp: 1, tcp_smtptlsssl: 1, 45776_tcp: 1, 4070_tcp: 1, tcp_jabberssl: 1, tcp_teamviewer: 1, tcp_http: 1,
Precision: 0,998815165876777
Recall: 0,998815165876777
F-Measure: 0,998815165876777


udp_llmnr
TP:2205, FP:1, FN:0
FPs: udp_rtp: 1,
FNs:
Precision: 0,999546690843155
Recall: 1
F-Measure: 0,999773294037633


udp_dns
TP:2195, FP:8, FN:13
FPs: 40018_udp: 2, 40027_udp: 4, 40030_udp: 2,
FNs: 40020_udp: 1, udp_https: 1, 40005_udp: 1, 40027_udp: 2, 40030_udp: 1, udp_netbios: 3, 40029_udp: 1, udp_p2pbittor
nt: 1, udp_ssdp: 1, 40025_udp: 1,
Precision: 0,996368588288697
Recall: 0,99411231884058
F-Measure: 0,995239174790297


tcp_http
TP:1513, FP:4, FN:5
FPs: 12350_tcp: 1, tcp_https: 1, tcp_icslap: 2,
FNs: 139_tcp: 1, 4070_tcp: 1, tcp_icslap: 2, udp_ssdp: 1,
Precision: 0,997363216875412
Recall: 0,996706192358366
F-Measure: 0,997034596375618


udp_ssdp
TP:632, FP:4, FN:1
FPs: 8621_udp: 1, tcp_http: 1, udp_dns: 1, udp_onlinegames: 1,
FNs: udp_rtp: 1,
Precision: 0,993710691823899
Recall: 0,998420221169036
F-Measure: 0,996059889676911


udp_onlinegames
TP:261, FP:0, FN:2
FPs:
FNs: udp_ssdp: 1, udp_p2pbittorrent: 1,
Precision: 1
Recall: 0,992395437262357
F-Measure: 0,99618320610687


tcp_icslap
TP:110, FP:2, FN:2
FPs: tcp_http: 2,
FNs: tcp_http: 2,
Precision: 0,982142857142857
Recall: 0,982142857142857
F-Measure: 0,982142857142857


udp_https
TP:101, FP:5, FN:0
FPs: 40018_udp: 2, udp_dhcps: 2, udp_dns: 1,
FNs:
Precision: 0,952830188679245
Recall: 1
F-Measure: 0,975845410628019


udp_p2pbittorrent
TP:96, FP:70, FN:27
FPs: 1024_udp: 7, 11888_udp: 8, 3800_udp: 14, 49001_udp: 7, 50321_udp: 9, 6992_udp: 7, 8621_udp: 9, 8999_udp: 7, udp_d
: 1, udp_onlinegames: 1,
FNs: 6992_udp: 9, 8999_udp: 6, 50321_udp: 3, 11000_udp: 1, 3800_udp: 1, 51654_udp: 1, 1024_udp: 2, 49001_udp: 1, 8621_
p: 2, 40003_udp: 1,
Precision: 0,578313253012048
Recall: 0,780487804878049
F-Measure: 0,664359861591696


51654_udp
TP:66, FP:2, FN:3
FPs: 49001_udp: 1, udp_p2pbittorrent: 1,
FNs: 11888_udp: 2, 50321_udp: 1,
Precision: 0,970588235294118
Recall: 0,956521739130435
F-Measure: 0,963503649635037


udp_dhcps
TP:33, FP:0, FN:2
FPs:
FNs: udp_https: 2,
Precision: 1
Recall: 0,942857142857143
F-Measure: 0,970588235294118


udp_netbiosdgm
TP:33, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


139_tcp
TP:19, FP:2, FN:0
FPs: tcp_http: 1, tcp_https: 1,
FNs:
Precision: 0,904761904761905
Recall: 1
F-Measure: 0,95


tcp_teamviewer
TP:19, FP:3, FN:0
FPs: 40029_tcp: 1, tcp_https: 1, tcp_jabberssl: 1,
FNs:
Precision: 0,863636363636364
Recall: 1
F-Measure: 0,926829268292683


udp_dhcpv6c
TP:19, FP:0, FN:1
FPs:
FNs: udp_teamviewer: 1,
Precision: 1
Recall: 0,95
F-Measure: 0,974358974358974


tcp_dns
TP:18, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_netbios
TP:18, FP:4, FN:0
FPs: udp_dns: 3, udp_rtp: 1,
FNs:
Precision: 0,818181818181818
Recall: 1
F-Measure: 0,9


45776_tcp
TP:17, FP:2, FN:0
FPs: tcp_https: 1, tcp_ssh: 1,
FNs:
Precision: 0,894736842105263
Recall: 1
F-Measure: 0,944444444444444


9875_udp
TP:17, FP:1, FN:0
FPs: 3702_udp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


tcp_jabber
TP:17, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


40029_tcp
TP:16, FP:0, FN:3
FPs:
FNs: tcp_ssh: 2, tcp_teamviewer: 1,
Precision: 1
Recall: 0,842105263157895
F-Measure: 0,914285714285714


tcp_smtptlsssl
TP:16, FP:1, FN:1
FPs: tcp_https: 1,
FNs: tcp_pop3tlsssl: 1,
Precision: 0,941176470588235
Recall: 0,941176470588235
F-Measure: 0,941176470588235


udp_dhcpc
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_spotify
TP:15, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_teamviewer
TP:15, FP:1, FN:0
FPs: udp_dhcpv6c: 1,
FNs:
Precision: 0,9375
Recall: 1
F-Measure: 0,967741935483871


udp_stun
TP:14, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


12350_tcp
TP:13, FP:1, FN:3
FPs: 4070_tcp: 1,
FNs: tcp_https: 2, tcp_http: 1,
Precision: 0,928571428571429
Recall: 0,8125
F-Measure: 0,866666666666667


4070_tcp
TP:13, FP:3, FN:1
FPs: tcp_http: 1, tcp_https: 1, tcp_ssh: 1,
FNs: 12350_tcp: 1,
Precision: 0,8125
Recall: 0,928571428571429
F-Measure: 0,866666666666667


tcp_ssh
TP:13, FP:2, FN:2
FPs: 40029_tcp: 2,
FNs: 4070_tcp: 1, 45776_tcp: 1,
Precision: 0,866666666666667
Recall: 0,866666666666667
F-Measure: 0,866666666666667


11000_udp
TP:12, FP:2, FN:0
FPs: 8621_udp: 1, udp_p2pbittorrent: 1,
FNs:
Precision: 0,857142857142857
Recall: 1
F-Measure: 0,923076923076923


5353_udp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_natpmp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_rtp
TP:11, FP:1, FN:2
FPs: udp_ssdp: 1,
FNs: udp_llmnr: 1, udp_netbios: 1,
Precision: 0,916666666666667
Recall: 0,846153846153846
F-Measure: 0,88


3702_udp
TP:10, FP:0, FN:1
FPs:
FNs: 9875_udp: 1,
Precision: 1
Recall: 0,909090909090909
F-Measure: 0,952380952380952


tcp_pop3tlsssl
TP:10, FP:1, FN:1
FPs: tcp_smtptlsssl: 1,
FNs: tcp_https: 1,
Precision: 0,909090909090909
Recall: 0,909090909090909
F-Measure: 0,909090909090909


40023_udp
TP:9, FP:7, FN:7
FPs: 40005_udp: 1, 40020_udp: 1, 40029_udp: 1, 40036_udp: 4,
FNs: 40018_udp: 1, 40029_udp: 4, 40028_udp: 2,
Precision: 0,5625
Recall: 0,5625
F-Measure: 0,5625


tcp_jabberssl
TP:9, FP:1, FN:5
FPs: tcp_https: 1,
FNs: tcp_https: 4, tcp_teamviewer: 1,
Precision: 0,9
Recall: 0,642857142857143
F-Measure: 0,75


43265_udp
TP:8, FP:6, FN:7
FPs: 47993_udp: 6,
FNs: 47993_udp: 7,
Precision: 0,571428571428571
Recall: 0,533333333333333
F-Measure: 0,551724137931034


40020_udp
TP:7, FP:11, FN:8
FPs: 40005_udp: 1, 40018_udp: 1, 40025_udp: 2, 40027_udp: 2, 40028_udp: 1, 40029_udp: 2, 40036_udp: 1, udp_dns: 1,
FNs: 40036_udp: 1, 40028_udp: 1, 40025_udp: 2, 40023_udp: 1, 40005_udp: 1, 40029_udp: 2,
Precision: 0,388888888888889
Recall: 0,466666666666667
F-Measure: 0,424242424242424


40005_udp
TP:6, FP:8, FN:10
FPs: 40003_udp: 1, 40020_udp: 1, 40025_udp: 2, 40027_udp: 1, 40028_udp: 1, 40030_udp: 1, udp_dns: 1,
FNs: 40025_udp: 3, 40018_udp: 3, 40028_udp: 1, 40020_udp: 1, 40030_udp: 1, 40023_udp: 1,
Precision: 0,428571428571429
Recall: 0,375
F-Measure: 0,4


47993_udp
TP:6, FP:7, FN:6
FPs: 43265_udp: 7,
FNs: 43265_udp: 6,
Precision: 0,461538461538462
Recall: 0,5
F-Measure: 0,48


50321_udp
TP:6, FP:4, FN:12
FPs: 51654_udp: 1, udp_p2pbittorrent: 3,
FNs: udp_p2pbittorrent: 9, 8999_udp: 3,
Precision: 0,6
Recall: 0,333333333333333
F-Measure: 0,428571428571429


11888_udp
TP:5, FP:6, FN:12
FPs: 49001_udp: 2, 51654_udp: 2, 8621_udp: 1, 8999_udp: 1,
FNs: udp_p2pbittorrent: 8, 8999_udp: 2, 8621_udp: 1, 49001_udp: 1,
Precision: 0,454545454545455
Recall: 0,294117647058824
F-Measure: 0,357142857142857


40003_udp
TP:5, FP:13, FN:10
FPs: 40018_udp: 2, 40024_udp: 4, 40025_udp: 1, 40027_udp: 1, 40036_udp: 4, udp_p2pbittorrent: 1,
FNs: 40030_udp: 1, 40005_udp: 1, 40028_udp: 2, 1024_udp: 1, 40018_udp: 1, 40036_udp: 4,
Precision: 0,277777777777778
Recall: 0,333333333333333
F-Measure: 0,303030303030303


40018_udp
TP:5, FP:22, FN:7
FPs: 40003_udp: 1, 40005_udp: 3, 40023_udp: 1, 40024_udp: 1, 40025_udp: 2, 40027_udp: 3, 40028_udp: 4, 40029_udp: 3, 4
30_udp: 3, 40036_udp: 1,
FNs: udp_dns: 2, udp_https: 2, 40003_udp: 2, 40020_udp: 1,
Precision: 0,185185185185185
Recall: 0,416666666666667
F-Measure: 0,256410256410256


40024_udp
TP:5, FP:7, FN:12
FPs: 40025_udp: 3, 40029_udp: 2, 40030_udp: 2,
FNs: 40027_udp: 3, 40028_udp: 2, 40018_udp: 1, 40003_udp: 4, 40029_udp: 1, 40025_udp: 1,
Precision: 0,416666666666667
Recall: 0,294117647058824
F-Measure: 0,344827586206897


6992_udp
TP:5, FP:10, FN:12
FPs: 49001_udp: 1, udp_p2pbittorrent: 9,
FNs: 1024_udp: 3, udp_p2pbittorrent: 7, 8621_udp: 2,
Precision: 0,333333333333333
Recall: 0,294117647058824
F-Measure: 0,3125


8999_udp
TP:5, FP:13, FN:8
FPs: 11888_udp: 2, 49001_udp: 2, 50321_udp: 3, udp_p2pbittorrent: 6,
FNs: udp_p2pbittorrent: 7, 11888_udp: 1,
Precision: 0,277777777777778
Recall: 0,384615384615385
F-Measure: 0,32258064516129


40025_udp
TP:4, FP:11, FN:15
FPs: 40005_udp: 3, 40020_udp: 2, 40024_udp: 1, 40027_udp: 1, 40028_udp: 1, 40029_udp: 1, 40036_udp: 1, udp_dns: 1,
FNs: 40036_udp: 1, 40005_udp: 2, 40018_udp: 2, 40024_udp: 3, 40030_udp: 2, 40020_udp: 2, 40029_udp: 2, 40003_udp: 1,
Precision: 0,266666666666667
Recall: 0,210526315789474
F-Measure: 0,235294117647059


40028_udp
TP:3, FP:16, FN:9
FPs: 40003_udp: 2, 40005_udp: 1, 40020_udp: 1, 40023_udp: 2, 40024_udp: 2, 40027_udp: 4, 40029_udp: 2, 40030_udp: 1, 4
36_udp: 1,
FNs: 40018_udp: 4, 40025_udp: 1, 40020_udp: 1, 40005_udp: 1, 40030_udp: 1, 40029_udp: 1,
Precision: 0,157894736842105
Recall: 0,25
F-Measure: 0,193548387096774


40030_udp
TP:3, FP:8, FN:10
FPs: 40003_udp: 1, 40005_udp: 1, 40025_udp: 2, 40027_udp: 1, 40028_udp: 1, 40036_udp: 1, udp_dns: 1,
FNs: udp_dns: 2, 40024_udp: 2, 40018_udp: 3, 40036_udp: 1, 40028_udp: 1, 40005_udp: 1,
Precision: 0,272727272727273
Recall: 0,230769230769231
F-Measure: 0,25


1024_udp
TP:2, FP:13, FN:11
FPs: 3800_udp: 3, 40003_udp: 1, 49001_udp: 1, 6992_udp: 3, 8621_udp: 3, udp_p2pbittorrent: 2,
FNs: udp_p2pbittorrent: 7, 3800_udp: 3, 8621_udp: 1,
Precision: 0,133333333333333
Recall: 0,153846153846154
F-Measure: 0,142857142857143


40029_udp
TP:2, FP:13, FN:12
FPs: 40020_udp: 2, 40023_udp: 4, 40024_udp: 1, 40025_udp: 2, 40028_udp: 1, 40036_udp: 2, udp_dns: 1,
FNs: 40024_udp: 2, 40020_udp: 2, 40018_udp: 3, 40028_udp: 2, 40025_udp: 1, 40023_udp: 1, 40036_udp: 1,
Precision: 0,133333333333333
Recall: 0,142857142857143
F-Measure: 0,137931034482759


8621_udp
TP:2, FP:6, FN:15
FPs: 1024_udp: 1, 11888_udp: 1, 6992_udp: 2, udp_p2pbittorrent: 2,
FNs: udp_p2pbittorrent: 9, udp_ssdp: 1, 11888_udp: 1, 1024_udp: 3, 11000_udp: 1,
Precision: 0,25
Recall: 0,117647058823529
F-Measure: 0,16


40027_udp
TP:1, FP:7, FN:20
FPs: 40024_udp: 3, 40036_udp: 2, udp_dns: 2,
FNs: udp_dns: 4, 40025_udp: 1, 40018_udp: 3, 40028_udp: 4, 40036_udp: 3, 40005_udp: 1, 40020_udp: 2, 40003_udp: 1, 400
_udp: 1,
Precision: 0,125
Recall: 0,0476190476190476
F-Measure: 0,0689655172413793


49001_udp
TP:1, FP:2, FN:14
FPs: 11888_udp: 1, udp_p2pbittorrent: 1,
FNs: udp_p2pbittorrent: 7, 51654_udp: 1, 8999_udp: 2, 11888_udp: 2, 6992_udp: 1, 1024_udp: 1,
Precision: 0,333333333333333
Recall: 0,0666666666666667
F-Measure: 0,111111111111111


3800_udp
TP:0, FP:4, FN:17
FPs: 1024_udp: 3, udp_p2pbittorrent: 1,
FNs: udp_p2pbittorrent: 14, 1024_udp: 3,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp
TP:0, FP:11, FN:17
FPs: 40003_udp: 4, 40020_udp: 1, 40025_udp: 1, 40027_udp: 3, 40029_udp: 1, 40030_udp: 1,
FNs: 40023_udp: 4, 40030_udp: 1, 40029_udp: 2, 40003_udp: 4, 40027_udp: 2, 40025_udp: 1, 40020_udp: 1, 40028_udp: 1, 4
18_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0



24.5.2017 6:37:00 Running classification
24.5.2017 6:38:31 Classification results:
tcp_https
TP:5901, FP:7, FN:7
FPs: 12350_tcp: 2, tcp_jabberssl: 4, tcp_pop3tlsssl: 1,
FNs: 139_tcp: 1, tcp_smtptlsssl: 1, 45776_tcp: 1, 4070_tcp: 1, tcp_jabberssl: 1, tcp_teamviewer: 1, tcp_http: 1,
Precision: 0,998815165876777
Recall: 0,998815165876777
F-Measure: 0,998815165876777


udp_llmnr
TP:2205, FP:1, FN:0
FPs: udp_rtp: 1,
FNs:
Precision: 0,999546690843155
Recall: 1
F-Measure: 0,999773294037633


udp_dns
TP:2195, FP:8, FN:13
FPs: 40018_udp: 2, 40027_udp: 4, 40030_udp: 2,
FNs: 40020_udp: 1, udp_https: 1, 40005_udp: 1, 40027_udp: 2, 40030_udp: 1, udp_netbios: 3, 40029_udp: 1, udp_p2pbittor
nt: 1, udp_ssdp: 1, 40025_udp: 1,
Precision: 0,996368588288697
Recall: 0,99411231884058
F-Measure: 0,995239174790297


tcp_http
TP:1513, FP:4, FN:5
FPs: 12350_tcp: 1, tcp_https: 1, tcp_icslap: 2,
FNs: 139_tcp: 1, 4070_tcp: 1, tcp_icslap: 2, udp_ssdp: 1,
Precision: 0,997363216875412
Recall: 0,996706192358366
F-Measure: 0,997034596375618


udp_ssdp
TP:632, FP:4, FN:1
FPs: 8621_udp: 1, tcp_http: 1, udp_dns: 1, udp_onlinegames: 1,
FNs: udp_rtp: 1,
Precision: 0,993710691823899
Recall: 0,998420221169036
F-Measure: 0,996059889676911


udp_onlinegames
TP:261, FP:0, FN:2
FPs:
FNs: udp_ssdp: 1, udp_p2pbittorrent: 1,
Precision: 1
Recall: 0,992395437262357
F-Measure: 0,99618320610687


tcp_icslap
TP:110, FP:2, FN:2
FPs: tcp_http: 2,
FNs: tcp_http: 2,
Precision: 0,982142857142857
Recall: 0,982142857142857
F-Measure: 0,982142857142857


udp_https
TP:101, FP:5, FN:0
FPs: 40018_udp: 2, udp_dhcps: 2, udp_dns: 1,
FNs:
Precision: 0,952830188679245
Recall: 1
F-Measure: 0,975845410628019


udp_p2pbittorrent
TP:96, FP:70, FN:27
FPs: 1024_udp: 7, 11888_udp: 8, 3800_udp: 14, 49001_udp: 7, 50321_udp: 9, 6992_udp: 7, 8621_udp: 9, 8999_udp: 7, udp_d
: 1, udp_onlinegames: 1,
FNs: 6992_udp: 9, 8999_udp: 6, 50321_udp: 3, 11000_udp: 1, 3800_udp: 1, 51654_udp: 1, 1024_udp: 2, 49001_udp: 1, 8621_
p: 2, 40003_udp: 1,
Precision: 0,578313253012048
Recall: 0,780487804878049
F-Measure: 0,664359861591696


51654_udp
TP:66, FP:2, FN:3
FPs: 49001_udp: 1, udp_p2pbittorrent: 1,
FNs: 11888_udp: 2, 50321_udp: 1,
Precision: 0,970588235294118
Recall: 0,956521739130435
F-Measure: 0,963503649635037


udp_dhcps
TP:33, FP:0, FN:2
FPs:
FNs: udp_https: 2,
Precision: 1
Recall: 0,942857142857143
F-Measure: 0,970588235294118


udp_netbiosdgm
TP:33, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


139_tcp
TP:19, FP:2, FN:0
FPs: tcp_http: 1, tcp_https: 1,
FNs:
Precision: 0,904761904761905
Recall: 1
F-Measure: 0,95


tcp_teamviewer
TP:19, FP:3, FN:0
FPs: 40029_tcp: 1, tcp_https: 1, tcp_jabberssl: 1,
FNs:
Precision: 0,863636363636364
Recall: 1
F-Measure: 0,926829268292683


udp_dhcpv6c
TP:19, FP:0, FN:1
FPs:
FNs: udp_teamviewer: 1,
Precision: 1
Recall: 0,95
F-Measure: 0,974358974358974


tcp_dns
TP:18, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_netbios
TP:18, FP:4, FN:0
FPs: udp_dns: 3, udp_rtp: 1,
FNs:
Precision: 0,818181818181818
Recall: 1
F-Measure: 0,9


45776_tcp
TP:17, FP:2, FN:0
FPs: tcp_https: 1, tcp_ssh: 1,
FNs:
Precision: 0,894736842105263
Recall: 1
F-Measure: 0,944444444444444


9875_udp
TP:17, FP:1, FN:0
FPs: 3702_udp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


tcp_jabber
TP:17, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


40029_tcp
TP:16, FP:0, FN:3
FPs:
FNs: tcp_ssh: 2, tcp_teamviewer: 1,
Precision: 1
Recall: 0,842105263157895
F-Measure: 0,914285714285714


tcp_smtptlsssl
TP:16, FP:1, FN:1
FPs: tcp_https: 1,
FNs: tcp_pop3tlsssl: 1,
Precision: 0,941176470588235
Recall: 0,941176470588235
F-Measure: 0,941176470588235


udp_dhcpc
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_spotify
TP:15, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_teamviewer
TP:15, FP:1, FN:0
FPs: udp_dhcpv6c: 1,
FNs:
Precision: 0,9375
Recall: 1
F-Measure: 0,967741935483871


udp_stun
TP:14, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


12350_tcp
TP:13, FP:1, FN:3
FPs: 4070_tcp: 1,
FNs: tcp_https: 2, tcp_http: 1,
Precision: 0,928571428571429
Recall: 0,8125
F-Measure: 0,866666666666667


4070_tcp
TP:13, FP:3, FN:1
FPs: tcp_http: 1, tcp_https: 1, tcp_ssh: 1,
FNs: 12350_tcp: 1,
Precision: 0,8125
Recall: 0,928571428571429
F-Measure: 0,866666666666667


tcp_ssh
TP:13, FP:2, FN:2
FPs: 40029_tcp: 2,
FNs: 4070_tcp: 1, 45776_tcp: 1,
Precision: 0,866666666666667
Recall: 0,866666666666667
F-Measure: 0,866666666666667


11000_udp
TP:12, FP:2, FN:0
FPs: 8621_udp: 1, udp_p2pbittorrent: 1,
FNs:
Precision: 0,857142857142857
Recall: 1
F-Measure: 0,923076923076923


5353_udp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_natpmp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


udp_rtp
TP:11, FP:1, FN:2
FPs: udp_ssdp: 1,
FNs: udp_llmnr: 1, udp_netbios: 1,
Precision: 0,916666666666667
Recall: 0,846153846153846
F-Measure: 0,88


3702_udp
TP:10, FP:0, FN:1
FPs:
FNs: 9875_udp: 1,
Precision: 1
Recall: 0,909090909090909
F-Measure: 0,952380952380952


tcp_pop3tlsssl
TP:10, FP:1, FN:1
FPs: tcp_smtptlsssl: 1,
FNs: tcp_https: 1,
Precision: 0,909090909090909
Recall: 0,909090909090909
F-Measure: 0,909090909090909


40023_udp
TP:9, FP:7, FN:7
FPs: 40005_udp: 1, 40020_udp: 1, 40029_udp: 1, 40036_udp: 4,
FNs: 40018_udp: 1, 40029_udp: 4, 40028_udp: 2,
Precision: 0,5625
Recall: 0,5625
F-Measure: 0,5625


tcp_jabberssl
TP:9, FP:1, FN:5
FPs: tcp_https: 1,
FNs: tcp_https: 4, tcp_teamviewer: 1,
Precision: 0,9
Recall: 0,642857142857143
F-Measure: 0,75


43265_udp
TP:8, FP:6, FN:7
FPs: 47993_udp: 6,
FNs: 47993_udp: 7,
Precision: 0,571428571428571
Recall: 0,533333333333333
F-Measure: 0,551724137931034


40020_udp
TP:7, FP:11, FN:8
FPs: 40005_udp: 1, 40018_udp: 1, 40025_udp: 2, 40027_udp: 2, 40028_udp: 1, 40029_udp: 2, 40036_udp: 1, udp_dns: 1,
FNs: 40036_udp: 1, 40028_udp: 1, 40025_udp: 2, 40023_udp: 1, 40005_udp: 1, 40029_udp: 2,
Precision: 0,388888888888889
Recall: 0,466666666666667
F-Measure: 0,424242424242424


40005_udp
TP:6, FP:8, FN:10
FPs: 40003_udp: 1, 40020_udp: 1, 40025_udp: 2, 40027_udp: 1, 40028_udp: 1, 40030_udp: 1, udp_dns: 1,
FNs: 40025_udp: 3, 40018_udp: 3, 40028_udp: 1, 40020_udp: 1, 40030_udp: 1, 40023_udp: 1,
Precision: 0,428571428571429
Recall: 0,375
F-Measure: 0,4


47993_udp
TP:6, FP:7, FN:6
FPs: 43265_udp: 7,
FNs: 43265_udp: 6,
Precision: 0,461538461538462
Recall: 0,5
F-Measure: 0,48


50321_udp
TP:6, FP:4, FN:12
FPs: 51654_udp: 1, udp_p2pbittorrent: 3,
FNs: udp_p2pbittorrent: 9, 8999_udp: 3,
Precision: 0,6
Recall: 0,333333333333333
F-Measure: 0,428571428571429


11888_udp
TP:5, FP:6, FN:12
FPs: 49001_udp: 2, 51654_udp: 2, 8621_udp: 1, 8999_udp: 1,
FNs: udp_p2pbittorrent: 8, 8999_udp: 2, 8621_udp: 1, 49001_udp: 1,
Precision: 0,454545454545455
Recall: 0,294117647058824
F-Measure: 0,357142857142857


40003_udp
TP:5, FP:13, FN:10
FPs: 40018_udp: 2, 40024_udp: 4, 40025_udp: 1, 40027_udp: 1, 40036_udp: 4, udp_p2pbittorrent: 1,
FNs: 40030_udp: 1, 40005_udp: 1, 40028_udp: 2, 1024_udp: 1, 40018_udp: 1, 40036_udp: 4,
Precision: 0,277777777777778
Recall: 0,333333333333333
F-Measure: 0,303030303030303


40018_udp
TP:5, FP:22, FN:7
FPs: 40003_udp: 1, 40005_udp: 3, 40023_udp: 1, 40024_udp: 1, 40025_udp: 2, 40027_udp: 3, 40028_udp: 4, 40029_udp: 3, 4
30_udp: 3, 40036_udp: 1,
FNs: udp_dns: 2, udp_https: 2, 40003_udp: 2, 40020_udp: 1,
Precision: 0,185185185185185
Recall: 0,416666666666667
F-Measure: 0,256410256410256


40024_udp
TP:5, FP:7, FN:12
FPs: 40025_udp: 3, 40029_udp: 2, 40030_udp: 2,
FNs: 40027_udp: 3, 40028_udp: 2, 40018_udp: 1, 40003_udp: 4, 40029_udp: 1, 40025_udp: 1,
Precision: 0,416666666666667
Recall: 0,294117647058824
F-Measure: 0,344827586206897


6992_udp
TP:5, FP:10, FN:12
FPs: 49001_udp: 1, udp_p2pbittorrent: 9,
FNs: 1024_udp: 3, udp_p2pbittorrent: 7, 8621_udp: 2,
Precision: 0,333333333333333
Recall: 0,294117647058824
F-Measure: 0,3125


8999_udp
TP:5, FP:13, FN:8
FPs: 11888_udp: 2, 49001_udp: 2, 50321_udp: 3, udp_p2pbittorrent: 6,
FNs: udp_p2pbittorrent: 7, 11888_udp: 1,
Precision: 0,277777777777778
Recall: 0,384615384615385
F-Measure: 0,32258064516129


40025_udp
TP:4, FP:11, FN:15
FPs: 40005_udp: 3, 40020_udp: 2, 40024_udp: 1, 40027_udp: 1, 40028_udp: 1, 40029_udp: 1, 40036_udp: 1, udp_dns: 1,
FNs: 40036_udp: 1, 40005_udp: 2, 40018_udp: 2, 40024_udp: 3, 40030_udp: 2, 40020_udp: 2, 40029_udp: 2, 40003_udp: 1,
Precision: 0,266666666666667
Recall: 0,210526315789474
F-Measure: 0,235294117647059


40028_udp
TP:3, FP:16, FN:9
FPs: 40003_udp: 2, 40005_udp: 1, 40020_udp: 1, 40023_udp: 2, 40024_udp: 2, 40027_udp: 4, 40029_udp: 2, 40030_udp: 1, 4
36_udp: 1,
FNs: 40018_udp: 4, 40025_udp: 1, 40020_udp: 1, 40005_udp: 1, 40030_udp: 1, 40029_udp: 1,
Precision: 0,157894736842105
Recall: 0,25
F-Measure: 0,193548387096774


40030_udp
TP:3, FP:8, FN:10
FPs: 40003_udp: 1, 40005_udp: 1, 40025_udp: 2, 40027_udp: 1, 40028_udp: 1, 40036_udp: 1, udp_dns: 1,
FNs: udp_dns: 2, 40024_udp: 2, 40018_udp: 3, 40036_udp: 1, 40028_udp: 1, 40005_udp: 1,
Precision: 0,272727272727273
Recall: 0,230769230769231
F-Measure: 0,25


1024_udp
TP:2, FP:13, FN:11
FPs: 3800_udp: 3, 40003_udp: 1, 49001_udp: 1, 6992_udp: 3, 8621_udp: 3, udp_p2pbittorrent: 2,
FNs: udp_p2pbittorrent: 7, 3800_udp: 3, 8621_udp: 1,
Precision: 0,133333333333333
Recall: 0,153846153846154
F-Measure: 0,142857142857143


40029_udp
TP:2, FP:13, FN:12
FPs: 40020_udp: 2, 40023_udp: 4, 40024_udp: 1, 40025_udp: 2, 40028_udp: 1, 40036_udp: 2, udp_dns: 1,
FNs: 40024_udp: 2, 40020_udp: 2, 40018_udp: 3, 40028_udp: 2, 40025_udp: 1, 40023_udp: 1, 40036_udp: 1,
Precision: 0,133333333333333
Recall: 0,142857142857143
F-Measure: 0,137931034482759


8621_udp
TP:2, FP:6, FN:15
FPs: 1024_udp: 1, 11888_udp: 1, 6992_udp: 2, udp_p2pbittorrent: 2,
FNs: udp_p2pbittorrent: 9, udp_ssdp: 1, 11888_udp: 1, 1024_udp: 3, 11000_udp: 1,
Precision: 0,25
Recall: 0,117647058823529
F-Measure: 0,16


40027_udp
TP:1, FP:7, FN:20
FPs: 40024_udp: 3, 40036_udp: 2, udp_dns: 2,
FNs: udp_dns: 4, 40025_udp: 1, 40018_udp: 3, 40028_udp: 4, 40036_udp: 3, 40005_udp: 1, 40020_udp: 2, 40003_udp: 1, 400
_udp: 1,
Precision: 0,125
Recall: 0,0476190476190476
F-Measure: 0,0689655172413793


49001_udp
TP:1, FP:2, FN:14
FPs: 11888_udp: 1, udp_p2pbittorrent: 1,
FNs: udp_p2pbittorrent: 7, 51654_udp: 1, 8999_udp: 2, 11888_udp: 2, 6992_udp: 1, 1024_udp: 1,
Precision: 0,333333333333333
Recall: 0,0666666666666667
F-Measure: 0,111111111111111


3800_udp
TP:0, FP:4, FN:17
FPs: 1024_udp: 3, udp_p2pbittorrent: 1,
FNs: udp_p2pbittorrent: 14, 1024_udp: 3,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp
TP:0, FP:11, FN:17
FPs: 40003_udp: 4, 40020_udp: 1, 40025_udp: 1, 40027_udp: 3, 40029_udp: 1, 40030_udp: 1,
FNs: 40023_udp: 4, 40030_udp: 1, 40029_udp: 2, 40003_udp: 4, 40027_udp: 2, 40025_udp: 1, 40020_udp: 1, 40028_udp: 1, 4
18_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0



PS D:\AppIdentCli>
