{
  "TestName": "cli",
  "DateTime": "2017-05-19T11:22:13.3103449+02:00",
  "DateTimeString": "2017-05-19-11-22-13-dop.",
  "Labels": null,
  "MinFlows": 30,
  "FeatureSelectionTreshold": 2.0,
  "CrossValidationFolds": 2,
  "TrainingToVerificationRation": 0.9
}

PS D:\AppIdentCli> .\AppIdentCli.exe -e -m 30 -r 0.9  -d ..\all_appIdentDataSource.bin
19.5.2017 11:22:13 Loading: ..\all_appIdentDataSource.bin
19.5.2017 11:24:53 Repartitioning ratio 0,9 with min flows 30
19.5.2017 11:24:53 Running feature elimination with trashold 2.
19.5.2017 11:26:48 Running classification
20.5.2017 7:58:06 Classification results:
443_tcp_https
TP:11719, FP:34, FN:63
FPs: 12350_tcp: 1, 40029_tcp: 1, 465_tcp: 8, 80_tcp_http: 1, 995_tcp: 23,
FNs: 80_tcp_http: 60, 465_tcp: 3,
Precision: 0,997107121585978
Recall: 0,994652860295366
F-Measure: 0,99587847886127


5355_udp
TP:4394, FP:21, FN:31
FPs: 53_udp_dns: 1, 5351_udp: 20,
FNs: 5004_udp: 31,
Precision: 0,99524348810872
Recall: 0,992994350282486
F-Measure: 0,994117647058824


53_udp_dns
TP:4273, FP:578, FN:205
FPs: 137_udp: 1, 138_udp: 1, 27017_udp: 46, 27018_udp: 54, 27019_udp: 315, 27020_udp: 49, 27021_udp: 11, 3702_udp: 1, 4
003_udp: 1, 40005_udp: 1, 40018_udp: 3, 40024_udp: 1, 40027_udp: 1, 40030_udp: 1, 43265_udp: 6, 443_udp_https: 16, 4799
_udp: 4, 49001_udp: 1, 5004_udp: 1, 50321_udp: 5, 51413_udp: 20, 51654_udp: 1, 5351_udp: 2, 6881_udp: 26, 6889_udp: 5,
621_udp: 2, 8999_udp: 3,
FNs: 40024_udp: 44, 5005_udp: 14, 40003_udp: 2, 443_udp_https: 138, 5004_udp: 5, 40027_udp: 1, 5355_udp: 1,
Precision: 0,880849309420738
Recall: 0,954220634211702
F-Measure: 0,916068174509594


80_tcp_http
TP:2759, FP:435, FN:10
FPs: 22_tcp_ssh: 4, 2869_tcp: 215, 3128_tcp: 138, 443_tcp_https: 60, 45776_tcp: 1, 6969_tcp: 17,
FNs: 5938_tcp: 9, 443_tcp_https: 1,
Precision: 0,863807138384471
Recall: 0,996388587937884
F-Measure: 0,925373134328358


443_udp_https
TP:166, FP:155, FN:20
FPs: 11888_udp: 1, 40003_udp: 2, 40024_udp: 1, 40029_udp: 2, 43265_udp: 5, 47993_udp: 2, 49001_udp: 2, 51654_udp: 2, 53
udp_dns: 138,
FNs: 53_udp_dns: 16, 40029_udp: 1, 57621_udp: 1, 5005_udp: 1, 40024_udp: 1,
Precision: 0,517133956386293
Recall: 0,89247311827957
F-Measure: 0,654832347140039


51654_udp
TP:137, FP:55, FN:9
FPs: 1900_udp: 23, 27017_udp: 4, 27018_udp: 2, 27019_udp: 2, 27020_udp: 3, 27021_udp: 1, 40030_udp: 1, 43265_udp: 2, 52
3_tcp_jabberssl: 1, 67_udp_dhcpc: 3, 67_udp_dhcps: 13,
FNs: 49001_udp: 1, 443_udp_https: 2, 40029_udp: 5, 53_udp_dns: 1,
Precision: 0,713541666666667
Recall: 0,938356164383562
F-Measure: 0,810650887573965


3128_tcp
TP:129, FP:0, FN:138
FPs:
FNs: 80_tcp_http: 138,
Precision: 1
Recall: 0,48314606741573
F-Measure: 0,651515151515151


5938_tcp
TP:36, FP:10, FN:0
FPs: 139_tcp: 1, 80_tcp_http: 9,
FNs:
Precision: 0,782608695652174
Recall: 1
F-Measure: 0,878048780487805


138_udp
TP:34, FP:0, FN:4
FPs:
FNs: 49001_udp: 3, 53_udp_dns: 1,
Precision: 1
Recall: 0,894736842105263
F-Measure: 0,944444444444444


6881_udp
TP:30, FP:28, FN:75
FPs: 11888_udp: 1, 50321_udp: 5, 51413_udp: 14, 6889_udp: 4, 8621_udp: 2, 8999_udp: 2,
FNs: 5004_udp: 19, 49001_udp: 2, 53_udp_dns: 26, 5005_udp: 1, 50321_udp: 11, 51413_udp: 8, 40029_udp: 1, 11888_udp: 2,
47_udp_dhcpv6c: 1, 6892_udp: 4,
Precision: 0,517241379310345
Recall: 0,285714285714286
F-Measure: 0,368098159509202


3702_udp
TP:29, FP:0, FN:1
FPs:
FNs: 53_udp_dns: 1,
Precision: 1
Recall: 0,966666666666667
F-Measure: 0,983050847457627


3478_udp
TP:25, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5353_udp
TP:25, FP:1, FN:0
FPs: 5351_udp: 1,
FNs:
Precision: 0,961538461538462
Recall: 1
F-Measure: 0,980392156862745


57621_udp
TP:25, FP:101, FN:0
FPs: 1900_udp: 98, 3800_udp: 1, 4070_tcp: 1, 443_udp_https: 1,
FNs:
Precision: 0,198412698412698
Recall: 1
F-Measure: 0,33112582781457


4070_tcp
TP:18, FP:0, FN:3
FPs:
FNs: 27036_udp: 2, 57621_udp: 1,
Precision: 1
Recall: 0,857142857142857
F-Measure: 0,923076923076923


139_tcp
TP:17, FP:0, FN:1
FPs:
FNs: 5938_tcp: 1,
Precision: 1
Recall: 0,944444444444444
F-Measure: 0,971428571428571


5223_tcp_jabberssl
TP:15, FP:1, FN:1
FPs: 12350_tcp: 1,
FNs: 51654_udp: 1,
Precision: 0,9375
Recall: 0,9375
F-Measure: 0,9375


6969_tcp
TP:13, FP:0, FN:17
FPs:
FNs: 80_tcp_http: 17,
Precision: 1
Recall: 0,433333333333333
F-Measure: 0,604651162790698


51413_udp
TP:10, FP:8, FN:44
FPs: 6881_udp: 8,
FNs: 40029_udp: 6, 53_udp_dns: 20, 6881_udp: 14, 5004_udp: 3, 49001_udp: 1,
Precision: 0,555555555555556
Recall: 0,185185185185185
F-Measure: 0,277777777777778


12350_tcp
TP:8, FP:0, FN:2
FPs:
FNs: 5223_tcp_jabberssl: 1, 443_tcp_https: 1,
Precision: 1
Recall: 0,8
F-Measure: 0,888888888888889


5004_udp
TP:7, FP:97, FN:1
FPs: 1024_udp: 5, 11888_udp: 3, 1900_udp: 1, 3800_udp: 7, 49001_udp: 2, 50321_udp: 2, 51413_udp: 3, 53_udp_dns: 5, 5355
udp: 31, 547_udp_dhcpv6c: 1, 5938_udp: 6, 67_udp_dhcps: 1, 6881_udp: 19, 6889_udp: 4, 6992_udp: 1, 8621_udp: 4, 8999_ud
: 2,
FNs: 53_udp_dns: 1,
Precision: 0,0673076923076923
Recall: 0,875
F-Measure: 0,125


5222_tcp_jabber
TP:7, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5005_udp
TP:6, FP:1111, FN:0
FPs: 137_udp: 18, 1900_udp: 1072, 443_udp_https: 1, 53_udp_dns: 14, 67_udp_dhcps: 5, 6881_udp: 1,
FNs:
Precision: 0,0053715308863026
Recall: 1
F-Measure: 0,0106856634016029


5938_udp
TP:6, FP:0, FN:6
FPs:
FNs: 5004_udp: 6,
Precision: 1
Recall: 0,5
F-Measure: 0,666666666666667


11000_udp
TP:5, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


137_udp
TP:5, FP:0, FN:48
FPs:
FNs: 5005_udp: 18, 27036_udp: 29, 53_udp_dns: 1,
Precision: 1
Recall: 0,0943396226415094
F-Measure: 0,172413793103448


22_tcp_ssh
TP:4, FP:0, FN:4
FPs:
FNs: 80_tcp_http: 4,
Precision: 1
Recall: 0,5
F-Measure: 0,666666666666667


27036_udp
TP:4, FP:32, FN:0
FPs: 137_udp: 29, 4070_tcp: 2, 43265_udp: 1,
FNs:
Precision: 0,111111111111111
Recall: 1
F-Measure: 0,2


67_udp_dhcpc
TP:4, FP:0, FN:3
FPs:
FNs: 51654_udp: 3,
Precision: 1
Recall: 0,571428571428571
F-Measure: 0,727272727272727


40029_tcp
TP:3, FP:0, FN:1
FPs:
FNs: 443_tcp_https: 1,
Precision: 1
Recall: 0,75
F-Measure: 0,857142857142857


40029_udp
TP:3, FP:26, FN:5
FPs: 40003_udp: 3, 40018_udp: 1, 40020_udp: 2, 40023_udp: 1, 40027_udp: 1, 40028_udp: 1, 40030_udp: 1, 40036_udp: 1, 44
_udp_https: 1, 50321_udp: 1, 51413_udp: 6, 51654_udp: 5, 6881_udp: 1, 6889_udp: 1,
FNs: 40024_udp: 1, 443_udp_https: 2, 40018_udp: 1, 40036_udp: 1,
Precision: 0,103448275862069
Recall: 0,375
F-Measure: 0,162162162162162


9875_udp
TP:3, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27018_udp
TP:2, FP:3, FN:56
FPs: 27017_udp: 2, 27019_udp: 1,
FNs: 53_udp_dns: 54, 51654_udp: 2,
Precision: 0,4
Recall: 0,0344827586206897
F-Measure: 0,0634920634920635


43265_udp
TP:2, FP:3, FN:14
FPs: 47993_udp: 3,
FNs: 53_udp_dns: 6, 443_udp_https: 5, 51654_udp: 2, 27036_udp: 1,
Precision: 0,4
Recall: 0,125
F-Measure: 0,19047619047619


45776_tcp
TP:2, FP:0, FN:1
FPs:
FNs: 80_tcp_http: 1,
Precision: 1
Recall: 0,666666666666667
F-Measure: 0,8


53_tcp_dns
TP:2, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


465_tcp
TP:1, FP:3, FN:8
FPs: 443_tcp_https: 3,
FNs: 443_tcp_https: 8,
Precision: 0,25
Recall: 0,111111111111111
F-Measure: 0,153846153846154


49001_udp
TP:1, FP:37, FN:5
FPs: 1024_udp: 2, 138_udp: 3, 1900_udp: 1, 3800_udp: 1, 51413_udp: 1, 51654_udp: 1, 67_udp_dhcps: 24, 6881_udp: 2, 8621
udp: 2,
FNs: 5004_udp: 2, 443_udp_https: 2, 53_udp_dns: 1,
Precision: 0,0263157894736842
Recall: 0,166666666666667
F-Measure: 0,0454545454545455


50321_udp
TP:1, FP:31, FN:13
FPs: 11888_udp: 1, 40003_udp: 1, 6881_udp: 11, 6882_udp: 1, 6889_udp: 16, 8999_udp: 1,
FNs: 40029_udp: 1, 53_udp_dns: 5, 6881_udp: 5, 5004_udp: 2,
Precision: 0,03125
Recall: 0,0714285714285714
F-Measure: 0,0434782608695652


547_udp_dhcpv6c
TP:1, FP:2, FN:1
FPs: 6881_udp: 1, 8999_udp: 1,
FNs: 5004_udp: 1,
Precision: 0,333333333333333
Recall: 0,5
F-Measure: 0,4


6892_udp
TP:1, FP:4, FN:0
FPs: 6881_udp: 4,
FNs:
Precision: 0,2
Recall: 1
F-Measure: 0,333333333333333


1024_udp
TP:0, FP:0, FN:7
FPs:
FNs: 5004_udp: 5, 49001_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


11888_udp
TP:0, FP:6, FN:6
FPs: 6881_udp: 2, 6889_udp: 3, 8999_udp: 1,
FNs: 50321_udp: 1, 5004_udp: 3, 443_udp_https: 1, 6881_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


1900_udp
TP:0, FP:0, FN:1195
FPs:
FNs: 5005_udp: 1072, 51654_udp: 23, 57621_udp: 98, 5004_udp: 1, 49001_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


27017_udp
TP:0, FP:0, FN:52
FPs:
FNs: 53_udp_dns: 46, 51654_udp: 4, 27018_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


27019_udp
TP:0, FP:0, FN:319
FPs:
FNs: 53_udp_dns: 315, 27018_udp: 1, 27021_udp: 1, 51654_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


27020_udp
TP:0, FP:0, FN:53
FPs:
FNs: 53_udp_dns: 49, 51654_udp: 3, 27021_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


27021_udp
TP:0, FP:2, FN:12
FPs: 27019_udp: 1, 27020_udp: 1,
FNs: 53_udp_dns: 11, 51654_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


2869_tcp
TP:0, FP:0, FN:215
FPs:
FNs: 80_tcp_http: 215,
Precision: 0
Recall: 0
F-Measure: 0


3800_udp
TP:0, FP:0, FN:9
FPs:
FNs: 5004_udp: 7, 57621_udp: 1, 49001_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40003_udp
TP:0, FP:2, FN:8
FPs: 53_udp_dns: 2,
FNs: 443_udp_https: 2, 50321_udp: 1, 40036_udp: 1, 40029_udp: 3, 53_udp_dns: 1,
Precision: 0
Recall: 0
F-Measure: 0


40005_udp
TP:0, FP:0, FN:1
FPs:
FNs: 53_udp_dns: 1,
Precision: 0
Recall: 0
F-Measure: 0


40018_udp
TP:0, FP:1, FN:7
FPs: 40029_udp: 1,
FNs: 40024_udp: 2, 53_udp_dns: 3, 40029_udp: 1, 40020_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40020_udp
TP:0, FP:3, FN:3
FPs: 40018_udp: 1, 40024_udp: 1, 40028_udp: 1,
FNs: 40029_udp: 2, 40025_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40023_udp
TP:0, FP:0, FN:1
FPs:
FNs: 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40024_udp
TP:0, FP:52, FN:3
FPs: 40018_udp: 2, 40025_udp: 1, 40027_udp: 2, 40029_udp: 1, 40030_udp: 1, 443_udp_https: 1, 53_udp_dns: 44,
FNs: 443_udp_https: 1, 40020_udp: 1, 53_udp_dns: 1,
Precision: 0
Recall: 0
F-Measure: 0


40025_udp
TP:0, FP:1, FN:1
FPs: 40020_udp: 1,
FNs: 40024_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40027_udp
TP:0, FP:1, FN:4
FPs: 53_udp_dns: 1,
FNs: 40024_udp: 2, 53_udp_dns: 1, 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40028_udp
TP:0, FP:0, FN:3
FPs:
FNs: 40020_udp: 1, 40036_udp: 1, 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40030_udp
TP:0, FP:0, FN:4
FPs:
FNs: 40029_udp: 1, 40024_udp: 1, 53_udp_dns: 1, 51654_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp
TP:0, FP:3, FN:1
FPs: 40003_udp: 1, 40028_udp: 1, 40029_udp: 1,
FNs: 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


47993_udp
TP:0, FP:0, FN:9
FPs:
FNs: 43265_udp: 3, 443_udp_https: 2, 53_udp_dns: 4,
Precision: 0
Recall: 0
F-Measure: 0


5351_udp
TP:0, FP:0, FN:23
FPs:
FNs: 5353_udp: 1, 5355_udp: 20, 53_udp_dns: 2,
Precision: 0
Recall: 0
F-Measure: 0


67_udp_dhcps
TP:0, FP:0, FN:43
FPs:
FNs: 49001_udp: 24, 51654_udp: 13, 5005_udp: 5, 5004_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


6882_udp
TP:0, FP:0, FN:1
FPs:
FNs: 50321_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


6889_udp
TP:0, FP:0, FN:33
FPs:
FNs: 50321_udp: 16, 6881_udp: 4, 5004_udp: 4, 11888_udp: 3, 53_udp_dns: 5, 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


6992_udp
TP:0, FP:0, FN:1
FPs:
FNs: 5004_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


8621_udp
TP:0, FP:0, FN:10
FPs:
FNs: 53_udp_dns: 2, 49001_udp: 2, 6881_udp: 2, 5004_udp: 4,
Precision: 0
Recall: 0
F-Measure: 0


8999_udp
TP:0, FP:0, FN:10
FPs:
FNs: 50321_udp: 1, 547_udp_dhcpv6c: 1, 11888_udp: 1, 5004_udp: 2, 6881_udp: 2, 53_udp_dns: 3,
Precision: 0
Recall: 0
F-Measure: 0


995_tcp
TP:0, FP:0, FN:23
FPs:
FNs: 443_tcp_https: 23,
Precision: 0
Recall: 0
F-Measure: 0


