{
  "TestName": "cli",
  "DateTime": "2017-05-19T11:15:10.3244498+02:00",
  "DateTimeString": "2017-05-19-11-15-10-dop.",
  "Labels": [
    "1024_UDP",
    "11000_UDP",
    "11888_UDP",
    "12350_TCP",
    "137_UDP",
    "138_UDP",
    "139_TCP",
    "1900_UDP",
    "22_TCP_SSH",
    "27017_UDP",
    "27018_UDP",
    "27019_UDP",
    "27020_UDP",
    "27021_UDP",
    "27036_UDP",
    "2869_TCP",
    "3128_TCP",
    "3478_UDP",
    "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",
    "443_TCP_Https",
    "443_UDP_Https",
    "45776_TCP",
    "465_TCP",
    "47993_UDP",
    "49001_UDP",
    "5004_UDP",
    "5005_UDP",
    "50321_UDP",
    "51413_UDP",
    "51654_UDP",
    "5222_TCP_Jabber",
    "5223_TCP_JabberSsl",
    "53_TCP_Dns",
    "53_UDP_Dns",
    "5351_UDP",
    "5353_UDP",
    "5355_UDP",
    "547_UDP_DhcPv6C",
    "57621_UDP",
    "5938_TCP",
    "5938_UDP",
    "67_UDP_DhcPc",
    "67_UDP_DhcPs",
    "6881_UDP",
    "6882_UDP",
    "6889_UDP",
    "6892_UDP",
    "6969_TCP",
    "6992_UDP",
    "80_TCP_HTTP",
    "8621_UDP",
    "8999_UDP",
    "9875_UDP",
    "995_TCP"
  ],
  "MinFlows": 30,
  "FeatureSelectionTreshold": 0.4,
  "CrossValidationFolds": 2,
  "TrainingToVerificationRation": 0.2
}


PS D:\AppIdentCli> .\AppIdentCli.exe -f -m 30 -r 0.2 -s 0.4 -d ..\all_appIdentDataSource.bin
19.5.2017 11:15:10 Loading: ..\all_appIdentDataSource.bin
19.5.2017 11:18:05 Repartitioning ratio 0,2 with min flows 30
19.5.2017 11:18:06 Running feature elimination with trashold 0,4.
19.5.2017 11:50:19 Looking for best parameters.
19.5.2017 12:24:05 RandomForest grid search.
19.5.2017 12:24:05 RandomForest grid search.
19.5.2017 12:24:05 RandomForest grid search.
19.5.2017 12:24:05 RandomForest grid search.
19.5.2017 12:24:05 RandomForest grid search.
19.5.2017 12:24:18 RandomForest grid search.
19.5.2017 12:25:53 RandomForest grid search.
19.5.2017 12:28:19 RandomForest grid search.
19.5.2017 12:31:48 RandomForest grid search.
19.5.2017 12:33:23 RandomForest grid search.
19.5.2017 12:34:30 RandomForest grid search.
19.5.2017 12:36:44 RandomForest grid search.
19.5.2017 12:38:52 RandomForest grid search.
19.5.2017 12:41:48 RandomForest grid search.
19.5.2017 12:43:09 RandomForest grid search.
19.5.2017 12:46:06 RandomForest grid search.
19.5.2017 12:50:03 RandomForest grid search.
19.5.2017 12:53:08 RandomForest grid search.
19.5.2017 12:56:20 RandomForest grid search.
19.5.2017 12:59:58 RandomForest grid search.
19.5.2017 13:03:36 RandomForest grid search.
19.5.2017 13:08:11 RandomForest grid search.
19.5.2017 13:11:42 RandomForest grid search.
19.5.2017 13:14:17 RandomForest grid search.
19.5.2017 13:14:45 RandomForest grid search.
19.5.2017 13:17:24 RandomForest grid search.
19.5.2017 13:20:17 RandomForest grid search.
19.5.2017 13:22:23 RandomForest grid search.
19.5.2017 13:24:03 RandomForest grid search.
19.5.2017 13:24:31 RandomForest grid search.
19.5.2017 13:27:19 RandomForest grid search.
19.5.2017 13:30:11 RandomForest grid search.
19.5.2017 13:33:18 RandomForest grid search.
19.5.2017 13:33:20 RandomForest grid search.
19.5.2017 13:36:28 RandomForest grid search.
19.5.2017 13:36:35 RandomForest grid search.
19.5.2017 13:38:44 RandomForest grid search.
19.5.2017 13:42:32 RandomForest grid search.
19.5.2017 13:46:53 RandomForest grid search.
19.5.2017 13:48:20 RandomForest grid search.
19.5.2017 13:52:42 RandomForest grid search.
19.5.2017 13:52:44 RandomForest grid search.
19.5.2017 13:56:03 RandomForest grid search.
19.5.2017 14:01:23 RandomForest grid search.
19.5.2017 14:01:25 RandomForest grid search.
19.5.2017 14:05:12 RandomForest grid search.
19.5.2017 14:08:10 RandomForest grid search.
19.5.2017 14:12:46 RandomForest grid search.
19.5.2017 14:17:16 RandomForest grid search.
19.5.2017 14:21:30 RandomForest grid search.
19.5.2017 14:24:06 RandomForest grid search.
19.5.2017 14:24:14 RandomForest grid search.
19.5.2017 14:26:52 RandomForest grid search.
19.5.2017 14:26:54 RandomForest grid search.
19.5.2017 14:29:40 RandomForest grid search.
19.5.2017 14:29:38 RandomForest grid search.
19.5.2017 14:35:54 RandomForest grid search.
19.5.2017 14:39:11 RandomForest grid search.
19.5.2017 14:51:09 RandomForest grid search.
19.5.2017 14:51:09 RandomForest grid search.
19.5.2017 14:54:35 RandomForest grid search.
19.5.2017 14:59:01 RandomForest grid search.
19.5.2017 15:05:15 RandomForest grid search.
19.5.2017 15:09:43 RandomForest grid search.
19.5.2017 15:14:45 RandomForest grid search.
19.5.2017 15:14:56 RandomForest grid search.
19.5.2017 15:24:23 RandomForest grid search.
19.5.2017 15:24:28 RandomForest grid search.
19.5.2017 15:30:53 RandomForest grid search.
19.5.2017 15:47:51 RandomForest grid search.
19.5.2017 15:48:22 RandomForest grid search.
19.5.2017 15:48:55 RandomForest grid search.
19.5.2017 15:48:59 RandomForest grid search.
19.5.2017 15:54:13 RandomForest grid search.
19.5.2017 16:01:30 RandomForest grid search.
1.6.2017 18:45:07 Running cross validation.
1.6.2017 19:19:13 RandomForest cross validation.
1.6.2017 19:19:13 RandomForest cross validation.
### CV Results ###

### Training stats ###
>> model error mean: 0,009068
>> model std:  0,000599

### Validation stats ###
>> model error mean: 0,024887
>> model std:  0,001378
1.6.2017 22:37:26 Cross validation results:
443_tcp_https
TP:11734, FP:9, FN:12
FPs: 465_tcp: 3, 5222_tcp_jabber: 1, 5223_tcp_jabberssl: 3, 5938_tcp: 2,
FNs: 465_tcp: 6, 5223_tcp_jabberssl: 3, 12350_tcp: 1, 3128_tcp: 2,
Precision: 0,999233585966107
Recall: 0,998978375617231
F-Measure: 0,999105964494019


53_udp_dns
TP:4489, FP:1, FN:8
FPs: 5353_udp: 1,
FNs: 137_udp: 5, 5355_udp: 1, 27019_udp: 1, 27018_udp: 1,
Precision: 0,999777282850779
Recall: 0,998221036246386
F-Measure: 0,998998553466118


5355_udp
TP:4464, FP:2, FN:0
FPs: 27019_udp: 1, 53_udp_dns: 1,
FNs:
Precision: 0,999552171965965
Recall: 1
F-Measure: 0,999776035834266


80_tcp_http
TP:2731, FP:50, FN:25
FPs: 22_tcp_ssh: 2, 2869_tcp: 1, 3128_tcp: 43, 6969_tcp: 4,
FNs: 3128_tcp: 18, 1900_udp: 2, 11000_udp: 2, 2869_tcp: 3,
Precision: 0,982020855807264
Recall: 0,990928882438316
F-Measure: 0,986454758894708


1900_udp
TP:1210, FP:4, FN:0
FPs: 3702_udp: 1, 5004_udp: 1, 80_tcp_http: 2,
FNs:
Precision: 0,99670510708402
Recall: 1
F-Measure: 0,998349834983498


27019_udp
TP:277, FP:91, FN:33
FPs: 27017_udp: 26, 27018_udp: 29, 27020_udp: 23, 27021_udp: 12, 53_udp_dns: 1,
FNs: 27017_udp: 21, 27020_udp: 6, 5355_udp: 1, 27018_udp: 5,
Precision: 0,752717391304348
Recall: 0,893548387096774
F-Measure: 0,817109144542773


3128_tcp
TP:226, FP:21, FN:43
FPs: 40028_udp: 1, 443_tcp_https: 2, 80_tcp_http: 18,
FNs: 80_tcp_http: 43,
Precision: 0,91497975708502
Recall: 0,840148698884758
F-Measure: 0,875968992248062


443_udp_https
TP:173, FP:2, FN:0
FPs: 1024_udp: 1, 43265_udp: 1,
FNs:
Precision: 0,988571428571429
Recall: 1
F-Measure: 0,994252873563218


2869_tcp
TP:171, FP:3, FN:1
FPs: 80_tcp_http: 3,
FNs: 80_tcp_http: 1,
Precision: 0,982758620689655
Recall: 0,994186046511628
F-Measure: 0,988439306358382


51654_udp
TP:153, FP:6, FN:0
FPs: 1024_udp: 1, 11888_udp: 1, 49001_udp: 3, 50321_udp: 1,
FNs:
Precision: 0,962264150943396
Recall: 1
F-Measure: 0,980769230769231


51413_udp
TP:64, FP:15, FN:10
FPs: 1024_udp: 2, 49001_udp: 1, 6881_udp: 11, 6892_udp: 1,
FNs: 6882_udp: 2, 49001_udp: 2, 6881_udp: 4, 3800_udp: 1, 1024_udp: 1,
Precision: 0,810126582278481
Recall: 0,864864864864865
F-Measure: 0,836601307189543


138_udp
TP:56, FP:2, FN:0
FPs: 5223_tcp_jabberssl: 2,
FNs:
Precision: 0,96551724137931
Recall: 1
F-Measure: 0,982456140350877


67_udp_dhcps
TP:47, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


137_udp
TP:46, FP:11, FN:0
FPs: 5005_udp: 6, 53_udp_dns: 5,
FNs:
Precision: 0,807017543859649
Recall: 1
F-Measure: 0,893203883495146


6881_udp
TP:45, FP:53, FN:53
FPs: 1024_udp: 1, 11888_udp: 3, 3800_udp: 2, 49001_udp: 4, 50321_udp: 3, 51413_udp: 4, 6882_udp: 6, 6889_udp: 5, 6892_
p: 7, 6992_udp: 9, 8621_udp: 2, 8999_udp: 7,
FNs: 6889_udp: 3, 11888_udp: 9, 49001_udp: 2, 51413_udp: 11, 6882_udp: 3, 1024_udp: 9, 50321_udp: 4, 3800_udp: 3, 6992
dp: 3, 8999_udp: 3, 8621_udp: 2, 6892_udp: 1,
Precision: 0,459183673469388
Recall: 0,459183673469388
F-Measure: 0,459183673469388


139_tcp
TP:38, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


3702_udp
TP:36, FP:2, FN:1
FPs: 40027_udp: 1, 9875_udp: 1,
FNs: 1900_udp: 1,
Precision: 0,947368421052632
Recall: 0,972972972972973
F-Measure: 0,96


5938_tcp
TP:35, FP:0, FN:3
FPs:
FNs: 443_tcp_https: 2, 53_tcp_dns: 1,
Precision: 1
Recall: 0,921052631578947
F-Measure: 0,958904109589041


6889_udp
TP:29, FP:4, FN:14
FPs: 6881_udp: 3, 8621_udp: 1,
FNs: 49001_udp: 4, 1024_udp: 2, 6881_udp: 5, 11888_udp: 1, 5004_udp: 1, 8999_udp: 1,
Precision: 0,878787878787879
Recall: 0,674418604651163
F-Measure: 0,763157894736842


3478_udp
TP:28, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5351_udp
TP:28, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27017_udp
TP:27, FP:60, FN:43
FPs: 27018_udp: 23, 27019_udp: 21, 27020_udp: 9, 27021_udp: 7,
FNs: 27019_udp: 26, 27020_udp: 10, 27018_udp: 7,
Precision: 0,310344827586207
Recall: 0,385714285714286
F-Measure: 0,343949044585987


5353_udp
TP:25, FP:0, FN:1
FPs:
FNs: 53_udp_dns: 1,
Precision: 1
Recall: 0,961538461538462
F-Measure: 0,980392156862745


995_tcp
TP:23, FP:1, FN:0
FPs: 465_tcp: 1,
FNs:
Precision: 0,958333333333333
Recall: 1
F-Measure: 0,978723404255319


45776_tcp
TP:18, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


11000_udp
TP:17, FP:2, FN:0
FPs: 80_tcp_http: 2,
FNs:
Precision: 0,894736842105263
Recall: 1
F-Measure: 0,944444444444444


53_tcp_dns
TP:17, FP:1, FN:0
FPs: 5938_tcp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


6969_tcp
TP:17, FP:0, FN:4
FPs:
FNs: 80_tcp_http: 4,
Precision: 1
Recall: 0,80952380952381
F-Measure: 0,894736842105263


4070_tcp
TP:16, FP:3, FN:0
FPs: 40029_tcp: 3,
FNs:
Precision: 0,842105263157895
Recall: 1
F-Measure: 0,914285714285714


5004_udp
TP:15, FP:4, FN:1
FPs: 5005_udp: 1, 50321_udp: 1, 6889_udp: 1, 8999_udp: 1,
FNs: 1900_udp: 1,
Precision: 0,789473684210526
Recall: 0,9375
F-Measure: 0,857142857142857


547_udp_dhcpv6c
TP:15, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


57621_udp
TP:15, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


9875_udp
TP:15, FP:0, FN:1
FPs:
FNs: 3702_udp: 1,
Precision: 1
Recall: 0,9375
F-Measure: 0,967741935483871


5938_udp
TP:14, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27036_udp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5005_udp
TP:12, FP:0, FN:7
FPs:
FNs: 137_udp: 6, 5004_udp: 1,
Precision: 1
Recall: 0,631578947368421
F-Measure: 0,774193548387097


12350_tcp
TP:11, FP:2, FN:1
FPs: 40029_tcp: 1, 443_tcp_https: 1,
FNs: 40029_tcp: 1,
Precision: 0,846153846153846
Recall: 0,916666666666667
F-Measure: 0,88


22_tcp_ssh
TP:11, FP:0, FN:2
FPs:
FNs: 80_tcp_http: 2,
Precision: 1
Recall: 0,846153846153846
F-Measure: 0,916666666666667


40027_udp
TP:11, FP:4, FN:6
FPs: 40005_udp: 1, 40028_udp: 3,
FNs: 40003_udp: 2, 3702_udp: 1, 40018_udp: 1, 40028_udp: 1, 40029_udp: 1,
Precision: 0,733333333333333
Recall: 0,647058823529412
F-Measure: 0,6875


5222_tcp_jabber
TP:11, FP:2, FN:1
FPs: 40029_tcp: 2,
FNs: 443_tcp_https: 1,
Precision: 0,846153846153846
Recall: 0,916666666666667
F-Measure: 0,88


27018_udp
TP:10, FP:20, FN:61
FPs: 27017_udp: 7, 27019_udp: 5, 27020_udp: 4, 27021_udp: 3, 53_udp_dns: 1,
FNs: 27020_udp: 9, 27017_udp: 23, 27019_udp: 29,
Precision: 0,333333333333333
Recall: 0,140845070422535
F-Measure: 0,198019801980198


40023_udp
TP:10, FP:16, FN:3
FPs: 40005_udp: 2, 40018_udp: 3, 40020_udp: 2, 40024_udp: 4, 40028_udp: 1, 40036_udp: 4,
FNs: 40024_udp: 1, 40018_udp: 2,
Precision: 0,384615384615385
Recall: 0,769230769230769
F-Measure: 0,512820512820513


40030_udp
TP:10, FP:6, FN:5
FPs: 40005_udp: 1, 40024_udp: 1, 40029_udp: 4,
FNs: 40028_udp: 2, 40024_udp: 1, 40025_udp: 1, 40003_udp: 1,
Precision: 0,625
Recall: 0,666666666666667
F-Measure: 0,645161290322581


43265_udp
TP:10, FP:8, FN:8
FPs: 47993_udp: 8,
FNs: 47993_udp: 7, 443_udp_https: 1,
Precision: 0,555555555555556
Recall: 0,555555555555556
F-Measure: 0,555555555555556


40003_udp
TP:9, FP:15, FN:3
FPs: 40005_udp: 2, 40018_udp: 2, 40020_udp: 2, 40025_udp: 1, 40027_udp: 2, 40030_udp: 1, 40036_udp: 5,
FNs: 40028_udp: 1, 40005_udp: 2,
Precision: 0,375
Recall: 0,75
F-Measure: 0,5


40018_udp
TP:9, FP:9, FN:8
FPs: 40023_udp: 2, 40024_udp: 1, 40027_udp: 1, 40028_udp: 1, 40029_udp: 2, 40036_udp: 2,
FNs: 40005_udp: 2, 40023_udp: 3, 40003_udp: 2, 40029_udp: 1,
Precision: 0,5
Recall: 0,529411764705882
F-Measure: 0,514285714285714


5223_tcp_jabberssl
TP:9, FP:3, FN:5
FPs: 443_tcp_https: 3,
FNs: 443_tcp_https: 3, 138_udp: 2,
Precision: 0,75
Recall: 0,642857142857143
F-Measure: 0,692307692307692


40025_udp
TP:8, FP:9, FN:7
FPs: 40005_udp: 1, 40020_udp: 4, 40024_udp: 1, 40030_udp: 1, 40036_udp: 2,
FNs: 40005_udp: 3, 40036_udp: 2, 40020_udp: 1, 40003_udp: 1,
Precision: 0,470588235294118
Recall: 0,533333333333333
F-Measure: 0,5


3800_udp
TP:7, FP:16, FN:9
FPs: 1024_udp: 3, 11888_udp: 1, 49001_udp: 2, 50321_udp: 1, 51413_udp: 1, 6881_udp: 3, 6892_udp: 1, 6992_udp: 2, 8621_
p: 1, 8999_udp: 1,
FNs: 1024_udp: 3, 50321_udp: 1, 8621_udp: 2, 49001_udp: 1, 6881_udp: 2,
Precision: 0,304347826086957
Recall: 0,4375
F-Measure: 0,358974358974359


40028_udp
TP:7, FP:16, FN:8
FPs: 40003_udp: 1, 40005_udp: 2, 40020_udp: 4, 40024_udp: 2, 40027_udp: 1, 40029_udp: 3, 40030_udp: 2, 40036_udp: 1,
FNs: 40018_udp: 1, 40027_udp: 3, 3128_tcp: 1, 40024_udp: 1, 40023_udp: 1, 40029_udp: 1,
Precision: 0,304347826086957
Recall: 0,466666666666667
F-Measure: 0,368421052631579


40029_tcp
TP:7, FP:1, FN:6
FPs: 12350_tcp: 1,
FNs: 4070_tcp: 3, 5222_tcp_jabber: 2, 12350_tcp: 1,
Precision: 0,875
Recall: 0,538461538461538
F-Measure: 0,666666666666667


47993_udp
TP:7, FP:7, FN:8
FPs: 43265_udp: 7,
FNs: 43265_udp: 8,
Precision: 0,5
Recall: 0,466666666666667
F-Measure: 0,482758620689655


27020_udp
TP:6, FP:29, FN:36
FPs: 27017_udp: 10, 27018_udp: 9, 27019_udp: 6, 27021_udp: 4,
FNs: 27017_udp: 9, 27019_udp: 23, 27018_udp: 4,
Precision: 0,171428571428571
Recall: 0,142857142857143
F-Measure: 0,155844155844156


465_tcp
TP:6, FP:6, FN:4
FPs: 443_tcp_https: 6,
FNs: 443_tcp_https: 3, 995_tcp: 1,
Precision: 0,5
Recall: 0,6
F-Measure: 0,545454545454545


67_udp_dhcpc
TP:6, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


50321_udp
TP:5, FP:14, FN:11
FPs: 1024_udp: 2, 11888_udp: 2, 3800_udp: 1, 49001_udp: 1, 6881_udp: 4, 6992_udp: 1, 8999_udp: 3,
FNs: 8999_udp: 5, 6881_udp: 3, 5004_udp: 1, 3800_udp: 1, 51654_udp: 1,
Precision: 0,263157894736842
Recall: 0,3125
F-Measure: 0,285714285714286


1024_udp
TP:4, FP:27, FN:14
FPs: 3800_udp: 3, 49001_udp: 1, 51413_udp: 1, 6881_udp: 9, 6882_udp: 2, 6889_udp: 2, 6892_udp: 2, 6992_udp: 1, 8621_ud
 5, 8999_udp: 1,
FNs: 443_udp_https: 1, 6881_udp: 1, 50321_udp: 2, 49001_udp: 2, 51413_udp: 2, 3800_udp: 3, 8999_udp: 1, 51654_udp: 1,
21_udp: 1,
Precision: 0,129032258064516
Recall: 0,222222222222222
F-Measure: 0,163265306122449


11888_udp
TP:3, FP:12, FN:10
FPs: 6881_udp: 9, 6889_udp: 1, 8621_udp: 1, 8999_udp: 1,
FNs: 6881_udp: 3, 50321_udp: 2, 8621_udp: 1, 51654_udp: 1, 8999_udp: 2, 3800_udp: 1,
Precision: 0,2
Recall: 0,230769230769231
F-Measure: 0,214285714285714


40024_udp
TP:3, FP:9, FN:11
FPs: 40005_udp: 3, 40023_udp: 1, 40028_udp: 1, 40029_udp: 3, 40030_udp: 1,
FNs: 40018_udp: 1, 40023_udp: 4, 40005_udp: 2, 40030_udp: 1, 40028_udp: 2, 40025_udp: 1,
Precision: 0,25
Recall: 0,214285714285714
F-Measure: 0,230769230769231


6882_udp
TP:3, FP:10, FN:9
FPs: 49001_udp: 1, 51413_udp: 2, 6881_udp: 3, 6892_udp: 3, 8621_udp: 1,
FNs: 6881_udp: 6, 1024_udp: 2, 8999_udp: 1,
Precision: 0,230769230769231
Recall: 0,25
F-Measure: 0,24


40005_udp
TP:2, FP:10, FN:12
FPs: 40003_udp: 2, 40018_udp: 2, 40024_udp: 2, 40025_udp: 3, 40036_udp: 1,
FNs: 40028_udp: 2, 40024_udp: 3, 40003_udp: 2, 40030_udp: 1, 40023_udp: 2, 40025_udp: 1, 40027_udp: 1,
Precision: 0,166666666666667
Recall: 0,142857142857143
F-Measure: 0,153846153846154


40029_udp
TP:2, FP:5, FN:15
FPs: 40018_udp: 1, 40020_udp: 2, 40027_udp: 1, 40028_udp: 1,
FNs: 40024_udp: 3, 40028_udp: 3, 40018_udp: 2, 40030_udp: 4, 40020_udp: 2, 40036_udp: 1,
Precision: 0,285714285714286
Recall: 0,117647058823529
F-Measure: 0,166666666666667


40036_udp
TP:2, FP:3, FN:16
FPs: 40025_udp: 2, 40029_udp: 1,
FNs: 40023_udp: 4, 40003_udp: 5, 40018_udp: 2, 40020_udp: 1, 40028_udp: 1, 40005_udp: 1, 40025_udp: 2,
Precision: 0,4
Recall: 0,111111111111111
F-Measure: 0,173913043478261


8999_udp
TP:2, FP:13, FN:14
FPs: 1024_udp: 1, 11888_udp: 2, 50321_udp: 5, 6881_udp: 3, 6882_udp: 1, 6889_udp: 1,
FNs: 5004_udp: 1, 50321_udp: 3, 11888_udp: 1, 1024_udp: 1, 6881_udp: 7, 3800_udp: 1,
Precision: 0,133333333333333
Recall: 0,125
F-Measure: 0,129032258064516


40020_udp
TP:1, FP:4, FN:14
FPs: 40025_udp: 1, 40029_udp: 2, 40036_udp: 1,
FNs: 40023_udp: 2, 40029_udp: 2, 40003_udp: 2, 40028_udp: 4, 40025_udp: 4,
Precision: 0,2
Recall: 0,0666666666666667
F-Measure: 0,1


6992_udp
TP:1, FP:7, FN:14
FPs: 6881_udp: 3, 6892_udp: 4,
FNs: 3800_udp: 2, 6881_udp: 9, 6892_udp: 1, 50321_udp: 1, 1024_udp: 1,
Precision: 0,125
Recall: 0,0666666666666667
F-Measure: 0,0869565217391304


8621_udp
TP:1, FP:7, FN:11
FPs: 1024_udp: 1, 11888_udp: 1, 3800_udp: 2, 6881_udp: 2, 6892_udp: 1,
FNs: 6882_udp: 1, 1024_udp: 5, 11888_udp: 1, 6881_udp: 2, 6889_udp: 1, 3800_udp: 1,
Precision: 0,125
Recall: 0,0833333333333333
F-Measure: 0,1


27021_udp
TP:0, FP:0, FN:26
FPs:
FNs: 27019_udp: 12, 27017_udp: 7, 27020_udp: 4, 27018_udp: 3,
Precision: 0
Recall: 0
F-Measure: 0


49001_udp
TP:0, FP:11, FN:13
FPs: 1024_udp: 2, 3800_udp: 1, 51413_udp: 2, 6881_udp: 2, 6889_udp: 4,
FNs: 1024_udp: 1, 51654_udp: 3, 6881_udp: 4, 6882_udp: 1, 50321_udp: 1, 51413_udp: 1, 3800_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


6892_udp
TP:0, FP:2, FN:19
FPs: 6881_udp: 1, 6992_udp: 1,
FNs: 6882_udp: 3, 1024_udp: 2, 6992_udp: 4, 6881_udp: 7, 8621_udp: 1, 3800_udp: 1, 51413_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0



1.6.2017 22:37:26 Running classification
1.6.2017 22:38:47 Classification results:
443_tcp_https
TP:11734, FP:9, FN:12
FPs: 465_tcp: 3, 5222_tcp_jabber: 1, 5223_tcp_jabberssl: 3, 5938_tcp: 2,
FNs: 465_tcp: 6, 5223_tcp_jabberssl: 3, 12350_tcp: 1, 3128_tcp: 2,
Precision: 0,999233585966107
Recall: 0,998978375617231
F-Measure: 0,999105964494019


53_udp_dns
TP:4489, FP:1, FN:8
FPs: 5353_udp: 1,
FNs: 137_udp: 5, 5355_udp: 1, 27019_udp: 1, 27018_udp: 1,
Precision: 0,999777282850779
Recall: 0,998221036246386
F-Measure: 0,998998553466118


5355_udp
TP:4464, FP:2, FN:0
FPs: 27019_udp: 1, 53_udp_dns: 1,
FNs:
Precision: 0,999552171965965
Recall: 1
F-Measure: 0,999776035834266


80_tcp_http
TP:2731, FP:50, FN:25
FPs: 22_tcp_ssh: 2, 2869_tcp: 1, 3128_tcp: 43, 6969_tcp: 4,
FNs: 3128_tcp: 18, 1900_udp: 2, 11000_udp: 2, 2869_tcp: 3,
Precision: 0,982020855807264
Recall: 0,990928882438316
F-Measure: 0,986454758894708


1900_udp
TP:1210, FP:4, FN:0
FPs: 3702_udp: 1, 5004_udp: 1, 80_tcp_http: 2,
FNs:
Precision: 0,99670510708402
Recall: 1
F-Measure: 0,998349834983498


27019_udp
TP:277, FP:91, FN:33
FPs: 27017_udp: 26, 27018_udp: 29, 27020_udp: 23, 27021_udp: 12, 53_udp_dns: 1,
FNs: 27017_udp: 21, 27020_udp: 6, 5355_udp: 1, 27018_udp: 5,
Precision: 0,752717391304348
Recall: 0,893548387096774
F-Measure: 0,817109144542773


3128_tcp
TP:226, FP:21, FN:43
FPs: 40028_udp: 1, 443_tcp_https: 2, 80_tcp_http: 18,
FNs: 80_tcp_http: 43,
Precision: 0,91497975708502
Recall: 0,840148698884758
F-Measure: 0,875968992248062


443_udp_https
TP:173, FP:2, FN:0
FPs: 1024_udp: 1, 43265_udp: 1,
FNs:
Precision: 0,988571428571429
Recall: 1
F-Measure: 0,994252873563218


2869_tcp
TP:171, FP:3, FN:1
FPs: 80_tcp_http: 3,
FNs: 80_tcp_http: 1,
Precision: 0,982758620689655
Recall: 0,994186046511628
F-Measure: 0,988439306358382


51654_udp
TP:153, FP:6, FN:0
FPs: 1024_udp: 1, 11888_udp: 1, 49001_udp: 3, 50321_udp: 1,
FNs:
Precision: 0,962264150943396
Recall: 1
F-Measure: 0,980769230769231


51413_udp
TP:64, FP:15, FN:10
FPs: 1024_udp: 2, 49001_udp: 1, 6881_udp: 11, 6892_udp: 1,
FNs: 6882_udp: 2, 49001_udp: 2, 6881_udp: 4, 3800_udp: 1, 1024_udp: 1,
Precision: 0,810126582278481
Recall: 0,864864864864865
F-Measure: 0,836601307189543


138_udp
TP:56, FP:2, FN:0
FPs: 5223_tcp_jabberssl: 2,
FNs:
Precision: 0,96551724137931
Recall: 1
F-Measure: 0,982456140350877


67_udp_dhcps
TP:47, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


137_udp
TP:46, FP:11, FN:0
FPs: 5005_udp: 6, 53_udp_dns: 5,
FNs:
Precision: 0,807017543859649
Recall: 1
F-Measure: 0,893203883495146


6881_udp
TP:45, FP:53, FN:53
FPs: 1024_udp: 1, 11888_udp: 3, 3800_udp: 2, 49001_udp: 4, 50321_udp: 3, 51413_udp: 4, 6882_udp: 6, 6889_udp: 5, 6892_
p: 7, 6992_udp: 9, 8621_udp: 2, 8999_udp: 7,
FNs: 6889_udp: 3, 11888_udp: 9, 49001_udp: 2, 51413_udp: 11, 6882_udp: 3, 1024_udp: 9, 50321_udp: 4, 3800_udp: 3, 6992
dp: 3, 8999_udp: 3, 8621_udp: 2, 6892_udp: 1,
Precision: 0,459183673469388
Recall: 0,459183673469388
F-Measure: 0,459183673469388


139_tcp
TP:38, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


3702_udp
TP:36, FP:2, FN:1
FPs: 40027_udp: 1, 9875_udp: 1,
FNs: 1900_udp: 1,
Precision: 0,947368421052632
Recall: 0,972972972972973
F-Measure: 0,96


5938_tcp
TP:35, FP:0, FN:3
FPs:
FNs: 443_tcp_https: 2, 53_tcp_dns: 1,
Precision: 1
Recall: 0,921052631578947
F-Measure: 0,958904109589041


6889_udp
TP:29, FP:4, FN:14
FPs: 6881_udp: 3, 8621_udp: 1,
FNs: 49001_udp: 4, 1024_udp: 2, 6881_udp: 5, 11888_udp: 1, 5004_udp: 1, 8999_udp: 1,
Precision: 0,878787878787879
Recall: 0,674418604651163
F-Measure: 0,763157894736842


3478_udp
TP:28, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5351_udp
TP:28, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27017_udp
TP:27, FP:60, FN:43
FPs: 27018_udp: 23, 27019_udp: 21, 27020_udp: 9, 27021_udp: 7,
FNs: 27019_udp: 26, 27020_udp: 10, 27018_udp: 7,
Precision: 0,310344827586207
Recall: 0,385714285714286
F-Measure: 0,343949044585987


5353_udp
TP:25, FP:0, FN:1
FPs:
FNs: 53_udp_dns: 1,
Precision: 1
Recall: 0,961538461538462
F-Measure: 0,980392156862745


995_tcp
TP:23, FP:1, FN:0
FPs: 465_tcp: 1,
FNs:
Precision: 0,958333333333333
Recall: 1
F-Measure: 0,978723404255319


45776_tcp
TP:18, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


11000_udp
TP:17, FP:2, FN:0
FPs: 80_tcp_http: 2,
FNs:
Precision: 0,894736842105263
Recall: 1
F-Measure: 0,944444444444444


53_tcp_dns
TP:17, FP:1, FN:0
FPs: 5938_tcp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


6969_tcp
TP:17, FP:0, FN:4
FPs:
FNs: 80_tcp_http: 4,
Precision: 1
Recall: 0,80952380952381
F-Measure: 0,894736842105263


4070_tcp
TP:16, FP:3, FN:0
FPs: 40029_tcp: 3,
FNs:
Precision: 0,842105263157895
Recall: 1
F-Measure: 0,914285714285714


5004_udp
TP:15, FP:4, FN:1
FPs: 5005_udp: 1, 50321_udp: 1, 6889_udp: 1, 8999_udp: 1,
FNs: 1900_udp: 1,
Precision: 0,789473684210526
Recall: 0,9375
F-Measure: 0,857142857142857


547_udp_dhcpv6c
TP:15, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


57621_udp
TP:15, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


9875_udp
TP:15, FP:0, FN:1
FPs:
FNs: 3702_udp: 1,
Precision: 1
Recall: 0,9375
F-Measure: 0,967741935483871


5938_udp
TP:14, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27036_udp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5005_udp
TP:12, FP:0, FN:7
FPs:
FNs: 137_udp: 6, 5004_udp: 1,
Precision: 1
Recall: 0,631578947368421
F-Measure: 0,774193548387097


12350_tcp
TP:11, FP:2, FN:1
FPs: 40029_tcp: 1, 443_tcp_https: 1,
FNs: 40029_tcp: 1,
Precision: 0,846153846153846
Recall: 0,916666666666667
F-Measure: 0,88


22_tcp_ssh
TP:11, FP:0, FN:2
FPs:
FNs: 80_tcp_http: 2,
Precision: 1
Recall: 0,846153846153846
F-Measure: 0,916666666666667


40027_udp
TP:11, FP:4, FN:6
FPs: 40005_udp: 1, 40028_udp: 3,
FNs: 40003_udp: 2, 3702_udp: 1, 40018_udp: 1, 40028_udp: 1, 40029_udp: 1,
Precision: 0,733333333333333
Recall: 0,647058823529412
F-Measure: 0,6875


5222_tcp_jabber
TP:11, FP:2, FN:1
FPs: 40029_tcp: 2,
FNs: 443_tcp_https: 1,
Precision: 0,846153846153846
Recall: 0,916666666666667
F-Measure: 0,88


27018_udp
TP:10, FP:20, FN:61
FPs: 27017_udp: 7, 27019_udp: 5, 27020_udp: 4, 27021_udp: 3, 53_udp_dns: 1,
FNs: 27020_udp: 9, 27017_udp: 23, 27019_udp: 29,
Precision: 0,333333333333333
Recall: 0,140845070422535
F-Measure: 0,198019801980198


40023_udp
TP:10, FP:16, FN:3
FPs: 40005_udp: 2, 40018_udp: 3, 40020_udp: 2, 40024_udp: 4, 40028_udp: 1, 40036_udp: 4,
FNs: 40024_udp: 1, 40018_udp: 2,
Precision: 0,384615384615385
Recall: 0,769230769230769
F-Measure: 0,512820512820513


40030_udp
TP:10, FP:6, FN:5
FPs: 40005_udp: 1, 40024_udp: 1, 40029_udp: 4,
FNs: 40028_udp: 2, 40024_udp: 1, 40025_udp: 1, 40003_udp: 1,
Precision: 0,625
Recall: 0,666666666666667
F-Measure: 0,645161290322581


43265_udp
TP:10, FP:8, FN:8
FPs: 47993_udp: 8,
FNs: 47993_udp: 7, 443_udp_https: 1,
Precision: 0,555555555555556
Recall: 0,555555555555556
F-Measure: 0,555555555555556


40003_udp
TP:9, FP:15, FN:3
FPs: 40005_udp: 2, 40018_udp: 2, 40020_udp: 2, 40025_udp: 1, 40027_udp: 2, 40030_udp: 1, 40036_udp: 5,
FNs: 40028_udp: 1, 40005_udp: 2,
Precision: 0,375
Recall: 0,75
F-Measure: 0,5


40018_udp
TP:9, FP:9, FN:8
FPs: 40023_udp: 2, 40024_udp: 1, 40027_udp: 1, 40028_udp: 1, 40029_udp: 2, 40036_udp: 2,
FNs: 40005_udp: 2, 40023_udp: 3, 40003_udp: 2, 40029_udp: 1,
Precision: 0,5
Recall: 0,529411764705882
F-Measure: 0,514285714285714


5223_tcp_jabberssl
TP:9, FP:3, FN:5
FPs: 443_tcp_https: 3,
FNs: 443_tcp_https: 3, 138_udp: 2,
Precision: 0,75
Recall: 0,642857142857143
F-Measure: 0,692307692307692


40025_udp
TP:8, FP:9, FN:7
FPs: 40005_udp: 1, 40020_udp: 4, 40024_udp: 1, 40030_udp: 1, 40036_udp: 2,
FNs: 40005_udp: 3, 40036_udp: 2, 40020_udp: 1, 40003_udp: 1,
Precision: 0,470588235294118
Recall: 0,533333333333333
F-Measure: 0,5


3800_udp
TP:7, FP:16, FN:9
FPs: 1024_udp: 3, 11888_udp: 1, 49001_udp: 2, 50321_udp: 1, 51413_udp: 1, 6881_udp: 3, 6892_udp: 1, 6992_udp: 2, 8621_
p: 1, 8999_udp: 1,
FNs: 1024_udp: 3, 50321_udp: 1, 8621_udp: 2, 49001_udp: 1, 6881_udp: 2,
Precision: 0,304347826086957
Recall: 0,4375
F-Measure: 0,358974358974359


40028_udp
TP:7, FP:16, FN:8
FPs: 40003_udp: 1, 40005_udp: 2, 40020_udp: 4, 40024_udp: 2, 40027_udp: 1, 40029_udp: 3, 40030_udp: 2, 40036_udp: 1,
FNs: 40018_udp: 1, 40027_udp: 3, 3128_tcp: 1, 40024_udp: 1, 40023_udp: 1, 40029_udp: 1,
Precision: 0,304347826086957
Recall: 0,466666666666667
F-Measure: 0,368421052631579


40029_tcp
TP:7, FP:1, FN:6
FPs: 12350_tcp: 1,
FNs: 4070_tcp: 3, 5222_tcp_jabber: 2, 12350_tcp: 1,
Precision: 0,875
Recall: 0,538461538461538
F-Measure: 0,666666666666667


47993_udp
TP:7, FP:7, FN:8
FPs: 43265_udp: 7,
FNs: 43265_udp: 8,
Precision: 0,5
Recall: 0,466666666666667
F-Measure: 0,482758620689655


27020_udp
TP:6, FP:29, FN:36
FPs: 27017_udp: 10, 27018_udp: 9, 27019_udp: 6, 27021_udp: 4,
FNs: 27017_udp: 9, 27019_udp: 23, 27018_udp: 4,
Precision: 0,171428571428571
Recall: 0,142857142857143
F-Measure: 0,155844155844156


465_tcp
TP:6, FP:6, FN:4
FPs: 443_tcp_https: 6,
FNs: 443_tcp_https: 3, 995_tcp: 1,
Precision: 0,5
Recall: 0,6
F-Measure: 0,545454545454545


67_udp_dhcpc
TP:6, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


50321_udp
TP:5, FP:14, FN:11
FPs: 1024_udp: 2, 11888_udp: 2, 3800_udp: 1, 49001_udp: 1, 6881_udp: 4, 6992_udp: 1, 8999_udp: 3,
FNs: 8999_udp: 5, 6881_udp: 3, 5004_udp: 1, 3800_udp: 1, 51654_udp: 1,
Precision: 0,263157894736842
Recall: 0,3125
F-Measure: 0,285714285714286


1024_udp
TP:4, FP:27, FN:14
FPs: 3800_udp: 3, 49001_udp: 1, 51413_udp: 1, 6881_udp: 9, 6882_udp: 2, 6889_udp: 2, 6892_udp: 2, 6992_udp: 1, 8621_ud
 5, 8999_udp: 1,
FNs: 443_udp_https: 1, 6881_udp: 1, 50321_udp: 2, 49001_udp: 2, 51413_udp: 2, 3800_udp: 3, 8999_udp: 1, 51654_udp: 1,
21_udp: 1,
Precision: 0,129032258064516
Recall: 0,222222222222222
F-Measure: 0,163265306122449


11888_udp
TP:3, FP:12, FN:10
FPs: 6881_udp: 9, 6889_udp: 1, 8621_udp: 1, 8999_udp: 1,
FNs: 6881_udp: 3, 50321_udp: 2, 8621_udp: 1, 51654_udp: 1, 8999_udp: 2, 3800_udp: 1,
Precision: 0,2
Recall: 0,230769230769231
F-Measure: 0,214285714285714


40024_udp
TP:3, FP:9, FN:11
FPs: 40005_udp: 3, 40023_udp: 1, 40028_udp: 1, 40029_udp: 3, 40030_udp: 1,
FNs: 40018_udp: 1, 40023_udp: 4, 40005_udp: 2, 40030_udp: 1, 40028_udp: 2, 40025_udp: 1,
Precision: 0,25
Recall: 0,214285714285714
F-Measure: 0,230769230769231


6882_udp
TP:3, FP:10, FN:9
FPs: 49001_udp: 1, 51413_udp: 2, 6881_udp: 3, 6892_udp: 3, 8621_udp: 1,
FNs: 6881_udp: 6, 1024_udp: 2, 8999_udp: 1,
Precision: 0,230769230769231
Recall: 0,25
F-Measure: 0,24


40005_udp
TP:2, FP:10, FN:12
FPs: 40003_udp: 2, 40018_udp: 2, 40024_udp: 2, 40025_udp: 3, 40036_udp: 1,
FNs: 40028_udp: 2, 40024_udp: 3, 40003_udp: 2, 40030_udp: 1, 40023_udp: 2, 40025_udp: 1, 40027_udp: 1,
Precision: 0,166666666666667
Recall: 0,142857142857143
F-Measure: 0,153846153846154


40029_udp
TP:2, FP:5, FN:15
FPs: 40018_udp: 1, 40020_udp: 2, 40027_udp: 1, 40028_udp: 1,
FNs: 40024_udp: 3, 40028_udp: 3, 40018_udp: 2, 40030_udp: 4, 40020_udp: 2, 40036_udp: 1,
Precision: 0,285714285714286
Recall: 0,117647058823529
F-Measure: 0,166666666666667


40036_udp
TP:2, FP:3, FN:16
FPs: 40025_udp: 2, 40029_udp: 1,
FNs: 40023_udp: 4, 40003_udp: 5, 40018_udp: 2, 40020_udp: 1, 40028_udp: 1, 40005_udp: 1, 40025_udp: 2,
Precision: 0,4
Recall: 0,111111111111111
F-Measure: 0,173913043478261


8999_udp
TP:2, FP:13, FN:14
FPs: 1024_udp: 1, 11888_udp: 2, 50321_udp: 5, 6881_udp: 3, 6882_udp: 1, 6889_udp: 1,
FNs: 5004_udp: 1, 50321_udp: 3, 11888_udp: 1, 1024_udp: 1, 6881_udp: 7, 3800_udp: 1,
Precision: 0,133333333333333
Recall: 0,125
F-Measure: 0,129032258064516


40020_udp
TP:1, FP:4, FN:14
FPs: 40025_udp: 1, 40029_udp: 2, 40036_udp: 1,
FNs: 40023_udp: 2, 40029_udp: 2, 40003_udp: 2, 40028_udp: 4, 40025_udp: 4,
Precision: 0,2
Recall: 0,0666666666666667
F-Measure: 0,1


6992_udp
TP:1, FP:7, FN:14
FPs: 6881_udp: 3, 6892_udp: 4,
FNs: 3800_udp: 2, 6881_udp: 9, 6892_udp: 1, 50321_udp: 1, 1024_udp: 1,
Precision: 0,125
Recall: 0,0666666666666667
F-Measure: 0,0869565217391304


8621_udp
TP:1, FP:7, FN:11
FPs: 1024_udp: 1, 11888_udp: 1, 3800_udp: 2, 6881_udp: 2, 6892_udp: 1,
FNs: 6882_udp: 1, 1024_udp: 5, 11888_udp: 1, 6881_udp: 2, 6889_udp: 1, 3800_udp: 1,
Precision: 0,125
Recall: 0,0833333333333333
F-Measure: 0,1


27021_udp
TP:0, FP:0, FN:26
FPs:
FNs: 27019_udp: 12, 27017_udp: 7, 27020_udp: 4, 27018_udp: 3,
Precision: 0
Recall: 0
F-Measure: 0


49001_udp
TP:0, FP:11, FN:13
FPs: 1024_udp: 2, 3800_udp: 1, 51413_udp: 2, 6881_udp: 2, 6889_udp: 4,
FNs: 1024_udp: 1, 51654_udp: 3, 6881_udp: 4, 6882_udp: 1, 50321_udp: 1, 51413_udp: 1, 3800_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


6892_udp
TP:0, FP:2, FN:19
FPs: 6881_udp: 1, 6992_udp: 1,
FNs: 6882_udp: 3, 1024_udp: 2, 6992_udp: 4, 6881_udp: 7, 8621_udp: 1, 3800_udp: 1, 51413_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


