{
  "TestName": "cli",
  "DateTime": "2017-05-19T19:12:28.7510002+02:00",
  "DateTimeString": "2017-05-19-07-12-28-odp.",
  "Labels": null,
  "MinFlows": 30,
  "FeatureSelectionTreshold": 2.0,
  "CrossValidationFolds": 2,
  "TrainingToVerificationRation": 0.35
}

PS D:\AppIdentCli> .\AppIdentCli.exe -e -m 30 -r 0.35  -d ..\all_appIdentDataSource.bin
19.5.2017 11:24:38 Loading: ..\all_appIdentDataSource.bin
19.5.2017 11:27:29 Repartitioning ratio 0,35 with min flows 30
19.5.2017 11:27:29 Running feature elimination with trashold 2.
19.5.2017 11:28:13 Running classification
19.5.2017 15:32:55 Classification results:
443_tcp_https
TP:76773, FP:307, FN:526
FPs: 12350_tcp: 7, 1900_udp: 3, 22_tcp_ssh: 3, 3128_tcp: 5, 40029_tcp: 2, 4070_tcp: 12, 45776_tcp: 1, 465_tcp: 57, 5222
tcp_jabber: 2, 5223_tcp_jabberssl: 17, 53_tcp_dns: 7, 53_udp_dns: 4, 5938_tcp: 16, 80_tcp_http: 19, 995_tcp: 152,
FNs: 80_tcp_http: 491, 51654_udp: 16, 5938_tcp: 9, 57621_udp: 1, 27020_udp: 7, 27036_udp: 1, 5353_udp: 1,
Precision: 0,996017125064868
Recall: 0,993195254789842
F-Measure: 0,994604188393499


5355_udp
TP:28695, FP:127, FN:251
FPs: 53_udp_dns: 1, 5351_udp: 126,
FNs: 53_udp_dns: 242, 5004_udp: 9,
Precision: 0,995593643744362
Recall: 0,991328680992192
F-Measure: 0,993456584960532


53_udp_dns
TP:28226, FP:4277, FN:850
FPs: 11888_udp: 2, 138_udp: 21, 27017_udp: 325, 27018_udp: 321, 27019_udp: 1938, 27020_udp: 262, 27021_udp: 116, 3478_u
p: 89, 3702_udp: 1, 3800_udp: 1, 40003_udp: 7, 40018_udp: 1, 40020_udp: 2, 40024_udp: 3, 40027_udp: 5, 40028_udp: 2, 40
29_udp: 4, 40030_udp: 1, 43265_udp: 45, 443_udp_https: 122, 47993_udp: 38, 49001_udp: 12, 50321_udp: 28, 51413_udp: 261
 5351_udp: 6, 5355_udp: 242, 67_udp_dhcps: 26, 6881_udp: 231, 6882_udp: 6, 6889_udp: 132, 6892_udp: 1, 6992_udp: 1, 862
_udp: 7, 8999_udp: 18,
FNs: 40028_udp: 164, 40020_udp: 294, 51654_udp: 87, 40024_udp: 105, 5005_udp: 69, 40027_udp: 110, 5355_udp: 1, 443_udp_
ttps: 13, 5004_udp: 2, 443_tcp_https: 4, 49001_udp: 1,
Precision: 0,868412146571086
Recall: 0,970766267712203
F-Measure: 0,916741096802481


80_tcp_http
TP:17891, FP:2880, FN:114
FPs: 22_tcp_ssh: 15, 2869_tcp: 1335, 3128_tcp: 991, 443_tcp_https: 491, 45776_tcp: 1, 5223_tcp_jabberssl: 5, 6969_tcp:
2,
FNs: 5938_tcp: 61, 443_tcp_https: 19, 57621_udp: 29, 3128_tcp: 2, 5005_udp: 2, 9875_udp: 1,
Precision: 0,861345144672861
Recall: 0,993668425437379
F-Measure: 0,922787291107902


443_udp_https
TP:1115, FP:115, FN:143
FPs: 11000_udp: 17, 137_udp: 5, 27017_udp: 3, 27018_udp: 4, 27019_udp: 4, 27020_udp: 1, 27021_udp: 1, 3478_udp: 1, 4002
_udp: 1, 43265_udp: 33, 47993_udp: 19, 49001_udp: 2, 51654_udp: 9, 53_udp_dns: 13, 5938_tcp: 1, 6881_udp: 1,
FNs: 53_udp_dns: 122, 57621_udp: 9, 40025_udp: 5, 40028_udp: 4, 40005_udp: 1, 5005_udp: 1, 43265_udp: 1,
Precision: 0,90650406504065
Recall: 0,886327503974563
F-Measure: 0,896302250803859


51654_udp
TP:958, FP:356, FN:52
FPs: 11000_udp: 2, 1900_udp: 148, 27017_udp: 16, 27018_udp: 9, 27019_udp: 13, 27020_udp: 6, 27021_udp: 3, 3478_udp: 6,
0027_udp: 2, 40030_udp: 1, 43265_udp: 4, 443_tcp_https: 16, 465_tcp: 1, 47993_udp: 2, 49001_udp: 1, 50321_udp: 1, 5223_
cp_jabberssl: 6, 53_udp_dns: 87, 5938_tcp: 1, 67_udp_dhcpc: 28, 67_udp_dhcps: 2, 6881_udp: 1,
FNs: 443_udp_https: 9, 49001_udp: 7, 5005_udp: 1, 40028_udp: 25, 27036_udp: 1, 40029_udp: 8, 57621_udp: 1,
Precision: 0,729071537290715
Recall: 0,948514851485148
F-Measure: 0,824440619621343


3128_tcp
TP:778, FP:2, FN:998
FPs: 80_tcp_http: 2,
FNs: 80_tcp_http: 991, 443_tcp_https: 5, 5005_udp: 1, 27036_udp: 1,
Precision: 0,997435897435897
Recall: 0,438063063063063
F-Measure: 0,608763693270736


138_udp
TP:305, FP:0, FN:32
FPs:
FNs: 53_udp_dns: 21, 49001_udp: 11,
Precision: 1
Recall: 0,905044510385757
F-Measure: 0,950155763239875


67_udp_dhcps
TP:280, FP:0, FN:30
FPs:
FNs: 53_udp_dns: 26, 67_udp_dhcpc: 2, 51654_udp: 2,
Precision: 1
Recall: 0,903225806451613
F-Measure: 0,949152542372881


6881_udp
TP:206, FP:341, FN:486
FPs: 11888_udp: 4, 3478_udp: 3, 40003_udp: 1, 49001_udp: 13, 50321_udp: 29, 51413_udp: 181, 6882_udp: 6, 6889_udp: 78,
892_udp: 2, 8621_udp: 3, 8999_udp: 21,
FNs: 49001_udp: 146, 51413_udp: 12, 53_udp_dns: 231, 6892_udp: 64, 5005_udp: 16, 3800_udp: 1, 57621_udp: 7, 40028_udp:
, 51654_udp: 1, 443_udp_https: 1,
Precision: 0,376599634369287
Recall: 0,297687861271676
F-Measure: 0,332526230831316


5938_tcp
TP:190, FP:121, FN:18
FPs: 12350_tcp: 3, 139_tcp: 42, 22_tcp_ssh: 5, 4070_tcp: 1, 443_tcp_https: 9, 80_tcp_http: 61,
FNs: 443_tcp_https: 16, 51654_udp: 1, 443_udp_https: 1,
Precision: 0,610932475884244
Recall: 0,913461538461538
F-Measure: 0,732177263969171


3702_udp
TP:176, FP:3, FN:4
FPs: 1900_udp: 3,
FNs: 57621_udp: 2, 53_udp_dns: 1, 49001_udp: 1,
Precision: 0,983240223463687
Recall: 0,977777777777778
F-Measure: 0,98050139275766


5353_udp
TP:161, FP:1, FN:2
FPs: 443_tcp_https: 1,
FNs: 49001_udp: 2,
Precision: 0,993827160493827
Recall: 0,987730061349693
F-Measure: 0,990769230769231


6969_tcp
TP:122, FP:0, FN:42
FPs:
FNs: 80_tcp_http: 42,
Precision: 1
Recall: 0,74390243902439
F-Measure: 0,853146853146853


57621_udp
TP:120, FP:569, FN:0
FPs: 12350_tcp: 2, 1900_udp: 510, 3702_udp: 2, 4070_tcp: 3, 443_tcp_https: 1, 443_udp_https: 9, 49001_udp: 1, 50321_udp
 2, 51413_udp: 1, 51654_udp: 1, 5223_tcp_jabberssl: 1, 6881_udp: 7, 80_tcp_http: 29,
FNs:
Precision: 0,174165457184325
Recall: 1
F-Measure: 0,296662546353523


4070_tcp
TP:119, FP:1, FN:17
FPs: 5222_tcp_jabber: 1,
FNs: 57621_udp: 3, 27036_udp: 1, 443_tcp_https: 12, 5938_tcp: 1,
Precision: 0,991666666666667
Recall: 0,875
F-Measure: 0,9296875


139_tcp
TP:110, FP:0, FN:42
FPs:
FNs: 5938_tcp: 42,
Precision: 1
Recall: 0,723684210526316
F-Measure: 0,83969465648855


5223_tcp_jabberssl
TP:94, FP:0, FN:30
FPs:
FNs: 51654_udp: 6, 80_tcp_http: 5, 443_tcp_https: 17, 12350_tcp: 1, 57621_udp: 1,
Precision: 1
Recall: 0,758064516129032
F-Measure: 0,862385321100917


3478_udp
TP:80, FP:0, FN:100
FPs:
FNs: 53_udp_dns: 89, 51654_udp: 6, 6881_udp: 3, 5005_udp: 1, 443_udp_https: 1,
Precision: 1
Recall: 0,444444444444444
F-Measure: 0,615384615384615


5004_udp
TP:41, FP:22, FN:0
FPs: 137_udp: 2, 1900_udp: 8, 5005_udp: 1, 53_udp_dns: 2, 5355_udp: 9,
FNs:
Precision: 0,650793650793651
Recall: 1
F-Measure: 0,788461538461539


22_tcp_ssh
TP:40, FP:0, FN:23
FPs:
FNs: 80_tcp_http: 15, 5938_tcp: 5, 443_tcp_https: 3,
Precision: 1
Recall: 0,634920634920635
F-Measure: 0,776699029126214


5005_udp
TP:39, FP:7467, FN:1
FPs: 1024_udp: 2, 137_udp: 97, 1900_udp: 7191, 27021_udp: 1, 3128_tcp: 1, 3478_udp: 1, 3800_udp: 6, 43265_udp: 1, 443_u
p_https: 1, 49001_udp: 3, 50321_udp: 15, 51413_udp: 3, 51654_udp: 1, 53_udp_dns: 69, 5351_udp: 4, 5938_udp: 38, 67_udp_
hcpc: 1, 6881_udp: 16, 6889_udp: 3, 80_tcp_http: 2, 8621_udp: 9, 8999_udp: 2,
FNs: 5004_udp: 1,
Precision: 0,00519584332533973
Recall: 0,975
F-Measure: 0,0103366021733369


5938_udp
TP:33, FP:0, FN:38
FPs:
FNs: 5005_udp: 38,
Precision: 1
Recall: 0,464788732394366
F-Measure: 0,634615384615385


5222_tcp_jabber
TP:28, FP:0, FN:3
FPs:
FNs: 4070_tcp: 1, 443_tcp_https: 2,
Precision: 1
Recall: 0,903225806451613
F-Measure: 0,949152542372881


12350_tcp
TP:27, FP:1, FN:12
FPs: 5223_tcp_jabberssl: 1,
FNs: 443_tcp_https: 7, 5938_tcp: 3, 57621_udp: 2,
Precision: 0,964285714285714
Recall: 0,692307692307692
F-Measure: 0,805970149253731


137_udp
TP:25, FP:0, FN:287
FPs:
FNs: 27036_udp: 181, 5005_udp: 97, 5004_udp: 2, 443_udp_https: 5, 6889_udp: 1, 547_udp_dhcpv6c: 1,
Precision: 1
Recall: 0,0801282051282051
F-Measure: 0,148367952522255


27036_udp
TP:17, FP:187, FN:0
FPs: 137_udp: 181, 27017_udp: 1, 3128_tcp: 1, 4070_tcp: 1, 43265_udp: 1, 443_tcp_https: 1, 51654_udp: 1,
FNs:
Precision: 0,0833333333333333
Recall: 1
F-Measure: 0,153846153846154


547_udp_dhcpv6c
TP:17, FP:1, FN:0
FPs: 137_udp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


49001_udp
TP:15, FP:341, FN:39
FPs: 1024_udp: 6, 11888_udp: 2, 138_udp: 11, 1900_udp: 19, 3702_udp: 1, 3800_udp: 28, 40003_udp: 1, 43265_udp: 2, 50321
udp: 19, 51413_udp: 30, 51654_udp: 7, 53_udp_dns: 1, 5353_udp: 2, 6881_udp: 146, 6882_udp: 2, 6889_udp: 28, 6992_udp: 1
 8621_udp: 20, 8999_udp: 15,
FNs: 6881_udp: 13, 53_udp_dns: 12, 443_udp_https: 2, 51654_udp: 1, 40028_udp: 6, 5005_udp: 3, 40029_udp: 1, 57621_udp:
,
Precision: 0,0421348314606742
Recall: 0,277777777777778
F-Measure: 0,0731707317073171


67_udp_dhcpc
TP:15, FP:2, FN:29
FPs: 67_udp_dhcps: 2,
FNs: 51654_udp: 28, 5005_udp: 1,
Precision: 0,882352941176471
Recall: 0,340909090909091
F-Measure: 0,491803278688525


40029_udp
TP:14, FP:44, FN:12
FPs: 40003_udp: 4, 40005_udp: 1, 40020_udp: 13, 40023_udp: 1, 40024_udp: 4, 40025_udp: 1, 40027_udp: 3, 40028_udp: 2, 4
030_udp: 1, 40036_udp: 3, 49001_udp: 1, 51413_udp: 2, 51654_udp: 8,
FNs: 40024_udp: 2, 53_udp_dns: 4, 40030_udp: 1, 40020_udp: 1, 40028_udp: 2, 40027_udp: 2,
Precision: 0,241379310344828
Recall: 0,538461538461538
F-Measure: 0,333333333333333


45776_tcp
TP:11, FP:0, FN:2
FPs:
FNs: 443_tcp_https: 1, 80_tcp_http: 1,
Precision: 1
Recall: 0,846153846153846
F-Measure: 0,916666666666667


53_tcp_dns
TP:10, FP:0, FN:7
FPs:
FNs: 443_tcp_https: 7,
Precision: 1
Recall: 0,588235294117647
F-Measure: 0,740740740740741


11000_udp
TP:9, FP:0, FN:19
FPs:
FNs: 443_udp_https: 17, 51654_udp: 2,
Precision: 1
Recall: 0,321428571428571
F-Measure: 0,486486486486487


9875_udp
TP:5, FP:1, FN:0
FPs: 80_tcp_http: 1,
FNs:
Precision: 0,833333333333333
Recall: 1
F-Measure: 0,909090909090909


27018_udp
TP:3, FP:4, FN:346
FPs: 27017_udp: 1, 27020_udp: 3,
FNs: 53_udp_dns: 321, 27021_udp: 12, 443_udp_https: 4, 51654_udp: 9,
Precision: 0,428571428571429
Recall: 0,00859598853868195
F-Measure: 0,0168539325842697


40020_udp
TP:3, FP:301, FN:29
FPs: 40003_udp: 3, 40018_udp: 1, 40024_udp: 1, 40029_udp: 1, 40036_udp: 1, 53_udp_dns: 294,
FNs: 40029_udp: 13, 40028_udp: 10, 40025_udp: 1, 53_udp_dns: 2, 443_udp_https: 1, 40023_udp: 1, 40005_udp: 1,
Precision: 0,00986842105263158
Recall: 0,09375
F-Measure: 0,0178571428571429


40029_tcp
TP:3, FP:0, FN:2
FPs:
FNs: 443_tcp_https: 2,
Precision: 1
Recall: 0,6
F-Measure: 0,75


27021_udp
TP:2, FP:48, FN:121
FPs: 27017_udp: 16, 27018_udp: 12, 27019_udp: 9, 27020_udp: 11,
FNs: 53_udp_dns: 116, 51654_udp: 3, 443_udp_https: 1, 5005_udp: 1,
Precision: 0,04
Recall: 0,016260162601626
F-Measure: 0,023121387283237


40003_udp
TP:2, FP:0, FN:21
FPs:
FNs: 40029_udp: 4, 40024_udp: 1, 53_udp_dns: 7, 40020_udp: 3, 40028_udp: 2, 49001_udp: 1, 6881_udp: 1, 40036_udp: 1, 40
05_udp: 1,
Precision: 1
Recall: 0,0869565217391304
F-Measure: 0,16


43265_udp
TP:2, FP:2, FN:88
FPs: 443_udp_https: 1, 47993_udp: 1,
FNs: 53_udp_dns: 45, 443_udp_https: 33, 51654_udp: 4, 40028_udp: 2, 5005_udp: 1, 49001_udp: 2, 27036_udp: 1,
Precision: 0,5
Recall: 0,0222222222222222
F-Measure: 0,0425531914893617


40018_udp
TP:1, FP:0, FN:8
FPs:
FNs: 40030_udp: 3, 53_udp_dns: 1, 40024_udp: 3, 40020_udp: 1,
Precision: 1
Recall: 0,111111111111111
F-Measure: 0,2


40024_udp
TP:1, FP:114, FN:9
FPs: 40003_udp: 1, 40018_udp: 3, 40027_udp: 1, 40028_udp: 1, 40029_udp: 2, 40036_udp: 1, 53_udp_dns: 105,
FNs: 53_udp_dns: 3, 40020_udp: 1, 40029_udp: 4, 40028_udp: 1,
Precision: 0,00869565217391304
Recall: 0,1
F-Measure: 0,016


40028_udp
TP:1, FP:226, FN:5
FPs: 3800_udp: 1, 40003_udp: 2, 40020_udp: 10, 40024_udp: 1, 40027_udp: 1, 40029_udp: 2, 43265_udp: 2, 443_udp_https: 4
 49001_udp: 6, 51654_udp: 25, 53_udp_dns: 164, 6881_udp: 7, 6889_udp: 1,
FNs: 40029_udp: 2, 53_udp_dns: 2, 40024_udp: 1,
Precision: 0,00440528634361234
Recall: 0,166666666666667
F-Measure: 0,00858369098712447


40030_udp
TP:1, FP:4, FN:4
FPs: 40018_udp: 3, 40029_udp: 1,
FNs: 40023_udp: 1, 53_udp_dns: 1, 40029_udp: 1, 51654_udp: 1,
Precision: 0,2
Recall: 0,2
F-Measure: 0,2


6892_udp
TP:1, FP:64, FN:3
FPs: 6881_udp: 64,
FNs: 53_udp_dns: 1, 6881_udp: 2,
Precision: 0,0153846153846154
Recall: 0,25
F-Measure: 0,0289855072463768


1024_udp
TP:0, FP:0, FN:8
FPs:
FNs: 49001_udp: 6, 5005_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


11888_udp
TP:0, FP:0, FN:8
FPs:
FNs: 6881_udp: 4, 49001_udp: 2, 53_udp_dns: 2,
Precision: 0
Recall: 0
F-Measure: 0


1900_udp
TP:0, FP:0, FN:7882
FPs:
FNs: 5005_udp: 7191, 51654_udp: 148, 57621_udp: 510, 49001_udp: 19, 5004_udp: 8, 3702_udp: 3, 443_tcp_https: 3,
Precision: 0
Recall: 0
F-Measure: 0


27017_udp
TP:0, FP:0, FN:362
FPs:
FNs: 53_udp_dns: 325, 27021_udp: 16, 443_udp_https: 3, 27018_udp: 1, 27036_udp: 1, 51654_udp: 16,
Precision: 0
Recall: 0
F-Measure: 0


27019_udp
TP:0, FP:0, FN:1964
FPs:
FNs: 53_udp_dns: 1938, 443_udp_https: 4, 27021_udp: 9, 51654_udp: 13,
Precision: 0
Recall: 0
F-Measure: 0


27020_udp
TP:0, FP:7, FN:283
FPs: 443_tcp_https: 7,
FNs: 53_udp_dns: 262, 27021_udp: 11, 51654_udp: 6, 27018_udp: 3, 443_udp_https: 1,
Precision: 0
Recall: 0
F-Measure: 0


2869_tcp
TP:0, FP:0, FN:1335
FPs:
FNs: 80_tcp_http: 1335,
Precision: 0
Recall: 0
F-Measure: 0


3800_udp
TP:0, FP:1, FN:36
FPs: 6881_udp: 1,
FNs: 49001_udp: 28, 5005_udp: 6, 53_udp_dns: 1, 40028_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40005_udp
TP:0, FP:3, FN:1
FPs: 40003_udp: 1, 40020_udp: 1, 443_udp_https: 1,
FNs: 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40023_udp
TP:0, FP:2, FN:1
FPs: 40020_udp: 1, 40030_udp: 1,
FNs: 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40025_udp
TP:0, FP:6, FN:1
FPs: 40020_udp: 1, 443_udp_https: 5,
FNs: 40029_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40027_udp
TP:0, FP:112, FN:13
FPs: 40029_udp: 2, 53_udp_dns: 110,
FNs: 53_udp_dns: 5, 40029_udp: 3, 51654_udp: 2, 40036_udp: 1, 40028_udp: 1, 40024_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp
TP:0, FP:2, FN:5
FPs: 40003_udp: 1, 40027_udp: 1,
FNs: 40029_udp: 3, 40020_udp: 1, 40024_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


465_tcp
TP:0, FP:0, FN:58
FPs:
FNs: 51654_udp: 1, 443_tcp_https: 57,
Precision: 0
Recall: 0
F-Measure: 0


47993_udp
TP:0, FP:0, FN:60
FPs:
FNs: 53_udp_dns: 38, 443_udp_https: 19, 51654_udp: 2, 43265_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


50321_udp
TP:0, FP:0, FN:94
FPs:
FNs: 6881_udp: 29, 49001_udp: 19, 53_udp_dns: 28, 5005_udp: 15, 57621_udp: 2, 51654_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


51413_udp
TP:0, FP:12, FN:478
FPs: 6881_udp: 12,
FNs: 49001_udp: 30, 6881_udp: 181, 53_udp_dns: 261, 40029_udp: 2, 57621_udp: 1, 5005_udp: 3,
Precision: 0
Recall: 0
F-Measure: 0


5351_udp
TP:0, FP:0, FN:136
FPs:
FNs: 5005_udp: 4, 5355_udp: 126, 53_udp_dns: 6,
Precision: 0
Recall: 0
F-Measure: 0


6882_udp
TP:0, FP:0, FN:14
FPs:
FNs: 53_udp_dns: 6, 6881_udp: 6, 49001_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


6889_udp
TP:0, FP:1, FN:242
FPs: 137_udp: 1,
FNs: 53_udp_dns: 132, 49001_udp: 28, 6881_udp: 78, 5005_udp: 3, 40028_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


6992_udp
TP:0, FP:0, FN:2
FPs:
FNs: 53_udp_dns: 1, 49001_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


8621_udp
TP:0, FP:0, FN:39
FPs:
FNs: 49001_udp: 20, 53_udp_dns: 7, 5005_udp: 9, 6881_udp: 3,
Precision: 0
Recall: 0
F-Measure: 0


8999_udp
TP:0, FP:0, FN:56
FPs:
FNs: 6881_udp: 21, 53_udp_dns: 18, 49001_udp: 15, 5005_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


995_tcp
TP:0, FP:0, FN:152
FPs:
FNs: 443_tcp_https: 152,
Precision: 0
Recall: 0
F-Measure: 0



PS D:\AppIdentCli> .\AppIdentCli.exe -e -m 30 -r 0.35 -n -d ..\all_appIdentDataSource.bin
19.5.2017 17:13:14 Loading: ..\all_appIdentDataSource.bin
19.5.2017 17:15:52 Repartitioning ratio 0,35 with min flows 30
19.5.2017 17:15:57 Running feature elimination with trashold 2.
19.5.2017 17:16:39 Running classification
19.5.2017 18:56:36 Classification results:
5355_udp-
TP:28697, FP:165, FN:246
FPs: 137_udp-: 36, 53_udp_dns-: 9, 5351_udp-: 120,
FNs: 5004_udp-: 246,
Precision: 0,994283140461506
Recall: 0,991500535535363
F-Measure: 0,992889888417957


53_udp_dns-
TP:28471, FP:4045, FN:596
FPs: 11888_udp-: 2, 137_udp-: 56, 138_udp-: 32, 1900_udp-: 46, 27017_udp-: 322, 27018_udp-: 319, 27019_udp-: 1937, 2702
_udp-: 256, 27021_udp-: 113, 27036_udp-: 1, 3478_udp-: 3, 3702_udp-: 1, 40003_udp-: 5, 40018_udp-: 2, 40020_udp-: 4, 40
24_udp-: 3, 40027_udp-: 8, 40028_udp-: 2, 40029_udp-: 3, 4070_tcp-spotifyexe: 1, 43265_udp-: 51, 443_udp_https-: 120, 4
993_udp-: 38, 49001_udp-: 13, 5004_udp-: 1, 50321_udp-: 33, 51413_udp-: 275, 51654_udp-: 4, 5351_udp-: 7, 67_udp_dhcps-
 6, 6881_udp-: 219, 6882_udp-: 5, 6889_udp-: 136, 8621_udp-: 6, 8999_udp-: 15,
FNs: 40020_udp-: 126, 40003_udp-: 259, 40005_udp-: 17, 51654_udp-: 51, 40028_udp-: 84, 40024_udp-: 23, 5004_udp-: 15, 4
029_udp-: 3, 57621_udp-: 2, 40036_udp-: 3, 443_udp_https-: 4, 5355_udp-: 9,
Precision: 0,875599704760733
Recall: 0,979495647985688
F-Measure: 0,924638293035416


443_tcp_https-
TP:8082, FP:45333, FN:2210
FPs: 12350_tcp-skypeexe: 1, 22_tcp_ssh-winscpexe: 2, 3128_tcp-steamwebhelperexe: 2, 4070_tcp-spotifyexe: 10, 443_tcp_ht
ps-firefoxexe: 6083, 443_tcp_https-googledrivesyncexe: 21, 443_tcp_https-chromeexe: 5305, 443_tcp_https-iexploreexe: 70
4, 443_tcp_https-itunesexe: 6271, 443_tcp_https-mshtaexe: 4, 443_tcp_https-msmpengexe: 38, 443_tcp_https-onedriveexe: 1
10, 443_tcp_https-skypebrowserhostexe: 509, 443_tcp_https-skypeexe: 3660, 443_tcp_https-spotifyexe: 2715, 443_tcp_https
steamexe: 10, 443_tcp_https-steamwebhelperexe: 19, 443_tcp_https-svchostexe: 427, 443_tcp_https-system: 11621, 443_tcp_
ttps-thunderbirdexe: 17, 443_tcp_https-utorrentexe: 240, 465_tcp-thunderbirdexe: 62, 5222_tcp_jabber-pidginexe: 4, 5223
tcp_jabberssl-apsdaemonexe: 10, 53_tcp_dns-system: 1, 5938_tcp-: 2, 5938_tcp-system: 1, 5938_tcp-teamviewer_serviceexe:
5, 80_tcp_http-: 12, 80_tcp_http-firefoxexe: 3, 80_tcp_http-iexploreexe: 2, 80_tcp_http-spotifyexe: 1, 80_tcp_http-stea
exe: 1, 80_tcp_http-teamviewer_serviceexe: 2, 80_tcp_http-utorrentexe: 2, 995_tcp-thunderbirdexe: 146,
FNs: 443_tcp_https-firefoxexe: 1847, 443_tcp_https-skypeexe: 154, 443_tcp_https-system: 25, 443_tcp_https-iexploreexe:
2, 443_tcp_https-skypebrowserhostexe: 3, 443_tcp_https-chromeexe: 14, 443_tcp_https-spotifyexe: 6, 80_tcp_http-: 62, 44
_udp_https-: 1, 443_tcp_https-itunesexe: 3, 51654_udp-: 3,
Precision: 0,151305812973884
Recall: 0,7852701127089
F-Measure: 0,253724080556297


443_tcp_https-firefoxexe
TP:7463, FP:14489, FN:6093
FPs: 22_tcp_ssh-puttyexe: 1, 4070_tcp-spotifyexe: 1, 443_tcp_https-: 1847, 443_tcp_https-chromeexe: 2418, 443_tcp_https
iexploreexe: 1, 443_tcp_https-spotifyexe: 1367, 443_tcp_https-steamexe: 23, 443_tcp_https-steamwebhelperexe: 5, 443_tcp
https-system: 8818, 443_tcp_https-utorrentexe: 2, 80_tcp_http-spotifyexe: 1, 80_tcp_http-utorrentexe: 4, 995_tcp-thunde
birdexe: 1,
FNs: 443_tcp_https-: 6083, 443_tcp_https-chromeexe: 1, 80_tcp_http-: 8, 51654_udp-: 1,
Precision: 0,339969023323615
Recall: 0,550531130126881
F-Measure: 0,420355976118058


80_tcp_http-
TP:7031, FP:3281, FN:2393
FPs: 12350_tcp-skypeexe: 3, 22_tcp_ssh-winscpexe: 13, 2869_tcp-: 175, 2869_tcp-system: 80, 3128_tcp-: 102, 3128_tcp-chr
meexe: 75, 3128_tcp-spotifyexe: 3, 3128_tcp-steamwebhelperexe: 56, 3128_tcp-system: 39, 443_tcp_https-: 62, 443_tcp_htt
s-firefoxexe: 8, 443_tcp_https-chromeexe: 2, 443_tcp_https-iexploreexe: 8, 443_tcp_https-itunesexe: 393, 443_tcp_https-
kypebrowserhostexe: 1, 443_tcp_https-skypeexe: 4, 443_tcp_https-svchostexe: 18, 443_tcp_https-system: 2, 443_tcp_https-
torrentexe: 1, 45776_tcp-utorrentexe: 1, 5223_tcp_jabberssl-apsdaemonexe: 4, 5938_tcp-system: 1, 6969_tcp-utorrentexe:
1, 80_tcp_http-avgmfapxexe: 8, 80_tcp_http-firefoxexe: 483, 80_tcp_http-iexploreexe: 852, 80_tcp_http-itunesexe: 102, 8
_tcp_http-onedriveexe: 40, 80_tcp_http-spotifyexe: 45, 80_tcp_http-steamexe: 55, 80_tcp_http-system: 58, 80_tcp_http-te
mviewer_serviceexe: 39, 80_tcp_http-utorrentexe: 389, 80_tcp_http-utorrentieexe: 108,
FNs: 80_tcp_http-iexploreexe: 1462, 80_tcp_http-spotifyexe: 662, 80_tcp_http-utorrentieexe: 172, 80_tcp_http-utorrentex
: 7, 80_tcp_http-steamexe: 26, 57621_udp-: 9, 80_tcp_http-onedriveexe: 20, 80_tcp_http-firefoxexe: 18, 443_tcp_https-:
2, 80_tcp_http-system: 1, 443_tcp_https-chromeexe: 1, 3128_tcp-: 1, 443_tcp_https-itunesexe: 2,
Precision: 0,681826997672614
Recall: 0,746073853989813
F-Measure: 0,712505066882854


80_tcp_http-spotifyexe
TP:3936, FP:1063, FN:72
FPs: 80_tcp_http-: 662, 80_tcp_http-avgmfapxexe: 1, 80_tcp_http-firefoxexe: 93, 80_tcp_http-iexploreexe: 182, 80_tcp_ht
p-itunesexe: 20, 80_tcp_http-steamexe: 93, 80_tcp_http-system: 3, 80_tcp_http-utorrentieexe: 9,
FNs: 80_tcp_http-iexploreexe: 12, 80_tcp_http-: 45, 80_tcp_http-steamexe: 2, 3128_tcp-: 10, 80_tcp_http-firefoxexe: 1,
43_tcp_https-: 1, 443_tcp_https-firefoxexe: 1,
Precision: 0,787357471494299
Recall: 0,982035928143713
F-Measure: 0,873986899078494


443_udp_https-
TP:1116, FP:70, FN:135
FPs: 11000_udp-: 18, 137_udp-: 5, 27017_udp-: 2, 27018_udp-: 2, 27019_udp-: 2, 27020_udp-: 1, 27021_udp-: 1, 40027_udp-
 1, 4070_tcp-spotifyexe: 1, 43265_udp-: 14, 443_tcp_https-: 1, 47993_udp-: 12, 51654_udp-: 3, 53_udp_dns-: 4, 5938_tcp-
eamviewer_serviceexe: 1, 6881_udp-: 1, 80_tcp_http-iexploreexe: 1,
FNs: 53_udp_dns-: 120, 57621_udp-: 6, 40025_udp-: 5, 40028_udp-: 3, 40029_udp-: 1,
Precision: 0,94097807757167
Recall: 0,892086330935252
F-Measure: 0,915880180549856


51654_udp-
TP:954, FP:527, FN:52
FPs: 1900_udp-: 99, 27017_udp-: 15, 27018_udp-: 12, 27019_udp-: 14, 27020_udp-: 13, 27021_udp-: 2, 40028_udp-: 1, 43265
udp-: 6, 443_tcp_https-: 3, 443_tcp_https-firefoxexe: 1, 443_tcp_https-itunesexe: 9, 465_tcp-thunderbirdexe: 1, 47993_u
p-: 5, 49001_udp-: 1, 5223_tcp_jabberssl-apsdaemonexe: 7, 53_udp_dns-: 51, 67_udp_dhcpc-: 21, 67_udp_dhcps-: 265, 6881_
dp-: 1,
FNs: 40028_udp-: 4, 443_udp_https-: 3, 49001_udp-: 9, 53_udp_dns-: 4, 5353_udp-: 1, 547_udp_dhcpv6c-: 1, 40029_udp-: 28
 40036_udp-: 1, 57621_udp-: 1,
Precision: 0,644159351789331
Recall: 0,94831013916501
F-Measure: 0,767189384800965


443_tcp_https-itunesexe
TP:608, FP:5, FN:6674
FPs: 443_tcp_https-: 3, 80_tcp_http-: 2,
FNs: 443_tcp_https-: 6271, 80_tcp_http-: 393, 51654_udp-: 9, 57621_udp-: 1,
Precision: 0,99184339314845
Recall: 0,0834935457291953
F-Measure: 0,154021532615579


443_tcp_https-system
TP:402, FP:232, FN:20448
FPs: 443_tcp_https-: 25, 443_tcp_https-iexploreexe: 207,
FNs: 443_tcp_https-: 11621, 443_tcp_https-firefoxexe: 8818, 80_tcp_http-: 2, 80_tcp_http-firefoxexe: 1, 443_tcp_https-c
romeexe: 5, 443_tcp_https-spotifyexe: 1,
Precision: 0,634069400630915
Recall: 0,0192805755395683
F-Measure: 0,0374231986594675


80_tcp_http-utorrentexe
TP:387, FP:11, FN:468
FPs: 2869_tcp-: 2, 80_tcp_http-: 7, 80_tcp_http-steamexe: 2,
FNs: 80_tcp_http-: 389, 80_tcp_http-utorrentieexe: 17, 80_tcp_http-iexploreexe: 25, 443_tcp_https-firefoxexe: 4, 57621_
dp-: 27, 3128_tcp-steamwebhelperexe: 3, 80_tcp_http-firefoxexe: 1, 443_tcp_https-: 2,
Precision: 0,972361809045226
Recall: 0,452631578947368
F-Measure: 0,617717478052674


80_tcp_http-iexploreexe
TP:351, FP:2545, FN:1221
FPs: 2869_tcp-: 447, 2869_tcp-system: 144, 3128_tcp-: 7, 3128_tcp-chromeexe: 30, 3128_tcp-system: 17, 80_tcp_http-: 146
, 80_tcp_http-avgmfapxexe: 1, 80_tcp_http-firefoxexe: 274, 80_tcp_http-itunesexe: 37, 80_tcp_http-spotifyexe: 12, 80_tc
_http-steamexe: 38, 80_tcp_http-system: 9, 80_tcp_http-teamviewer_serviceexe: 4, 80_tcp_http-utorrentexe: 25, 80_tcp_ht
p-utorrentieexe: 38,
FNs: 80_tcp_http-: 852, 80_tcp_http-spotifyexe: 182, 3128_tcp-: 2, 80_tcp_http-utorrentieexe: 117, 443_tcp_https-: 2, 4
3_tcp_https-chromeexe: 32, 5938_tcp-: 27, 80_tcp_http-firefoxexe: 4, 40029_tcp-skypeexe: 1, 80_tcp_http-steamexe: 1, 44
_udp_https-: 1,
Precision: 0,121201657458564
Recall: 0,223282442748092
F-Measure: 0,157117278424351


3128_tcp-
TP:335, FP:246, FN:273
FPs: 3128_tcp-chromeexe: 146, 3128_tcp-spotifyexe: 1, 3128_tcp-steamwebhelperexe: 6, 3128_tcp-system: 75, 443_tcp_https
chromeexe: 2, 443_tcp_https-spotifyexe: 2, 80_tcp_http-: 1, 80_tcp_http-firefoxexe: 1, 80_tcp_http-iexploreexe: 2, 80_t
p_http-spotifyexe: 10,
FNs: 3128_tcp-chromeexe: 144, 80_tcp_http-: 102, 3128_tcp-steamwebhelperexe: 20, 80_tcp_http-iexploreexe: 7,
Precision: 0,576592082616179
Recall: 0,550986842105263
F-Measure: 0,56349873843566


138_udp-
TP:305, FP:0, FN:32
FPs:
FNs: 53_udp_dns-: 32,
Precision: 1
Recall: 0,905044510385757
F-Measure: 0,950155763239875


3128_tcp-chromeexe
TP:219, FP:235, FN:397
FPs: 3128_tcp-: 144, 3128_tcp-spotifyexe: 14, 3128_tcp-steamwebhelperexe: 48, 3128_tcp-system: 29,
FNs: 80_tcp_http-iexploreexe: 30, 3128_tcp-: 146, 80_tcp_http-: 75, 3128_tcp-steamwebhelperexe: 142, 3128_tcp-spotifyex
: 3, 5222_tcp_jabber-pidginexe: 1,
Precision: 0,482378854625551
Recall: 0,355519480519481
F-Measure: 0,409345794392523


3128_tcp-steamwebhelperexe
TP:216, FP:190, FN:113
FPs: 3128_tcp-: 20, 3128_tcp-chromeexe: 142, 3128_tcp-spotifyexe: 21, 3128_tcp-system: 1, 80_tcp_http-steamexe: 2, 80_t
p_http-system: 1, 80_tcp_http-utorrentexe: 3,
FNs: 80_tcp_http-: 56, 3128_tcp-chromeexe: 48, 3128_tcp-: 6, 57621_udp-: 1, 443_tcp_https-: 2,
Precision: 0,532019704433498
Recall: 0,656534954407295
F-Measure: 0,587755102040816


80_tcp_http-teamviewer_serviceexe
TP:215, FP:8, FN:46
FPs: 80_tcp_http-system: 8,
FNs: 80_tcp_http-: 39, 443_tcp_https-: 2, 80_tcp_http-iexploreexe: 4, 5938_tcp-: 1,
Precision: 0,964125560538117
Recall: 0,823754789272031
F-Measure: 0,888429752066116


3478_udp-
TP:183, FP:0, FN:5
FPs:
FNs: 53_udp_dns-: 3, 6881_udp-: 2,
Precision: 1
Recall: 0,973404255319149
F-Measure: 0,986522911051213


3702_udp-
TP:178, FP:21, FN:2
FPs: 1900_udp-: 20, 80_tcp_http-steamexe: 1,
FNs: 53_udp_dns-: 1, 5004_udp-: 1,
Precision: 0,894472361809045
Recall: 0,988888888888889
F-Measure: 0,939313984168865


5353_udp-
TP:163, FP:39, FN:7
FPs: 137_udp-: 30, 51654_udp-: 1, 5351_udp-: 4, 67_udp_dhcps-: 4,
FNs: 5004_udp-: 2, 547_udp_dhcpv6c-: 4, 49001_udp-: 1,
Precision: 0,806930693069307
Recall: 0,958823529411765
F-Measure: 0,876344086021505


80_tcp_http-steamexe
TP:153, FP:238, FN:192
FPs: 2869_tcp-: 209, 80_tcp_http-: 26, 80_tcp_http-iexploreexe: 1, 80_tcp_http-spotifyexe: 2,
FNs: 80_tcp_http-spotifyexe: 93, 3702_udp-: 1, 80_tcp_http-iexploreexe: 38, 80_tcp_http-: 55, 80_tcp_http-utorrentexe:
, 443_tcp_https-: 1, 3128_tcp-steamwebhelperexe: 2,
Precision: 0,391304347826087
Recall: 0,443478260869565
F-Measure: 0,415760869565217


6881_udp-
TP:134, FP:152, FN:556
FPs: 11888_udp-: 3, 3478_udp-: 2, 49001_udp-: 5, 50321_udp-: 18, 51413_udp-: 49, 6882_udp-: 4, 6889_udp-: 54, 6892_udp-
 1, 8621_udp-: 2, 8999_udp-: 14,
FNs: 5004_udp-: 131, 6892_udp-: 69, 57621_udp-: 2, 50321_udp-: 18, 49001_udp-: 23, 53_udp_dns-: 219, 51413_udp-: 39, 68
9_udp-: 17, 40029_udp-: 17, 547_udp_dhcpv6c-: 8, 51654_udp-: 1, 40028_udp-: 11, 443_udp_https-: 1,
Precision: 0,468531468531469
Recall: 0,194202898550725
F-Measure: 0,274590163934426


57621_udp-
TP:124, FP:6169, FN:0
FPs: 12350_tcp-skypeexe: 1, 1900_udp-: 6112, 3128_tcp-steamwebhelperexe: 1, 4070_tcp-spotifyexe: 2, 443_tcp_https-chrom
exe: 1, 443_tcp_https-itunesexe: 1, 443_tcp_https-spotifyexe: 2, 443_udp_https-: 6, 50321_udp-: 1, 51654_udp-: 1, 53_ud
_dns-: 2, 6881_udp-: 2, 80_tcp_http-: 9, 80_tcp_http-utorrentexe: 27, 9875_udp-: 1,
FNs:
Precision: 0,0197044334975369
Recall: 1
F-Measure: 0,0386473429951691


139_tcp-system
TP:114, FP:20, FN:7
FPs: 139_tcp-: 20,
FNs: 5938_tcp-: 3, 5938_tcp-teamviewer_serviceexe: 4,
Precision: 0,850746268656716
Recall: 0,942148760330578
F-Measure: 0,894117647058824


4070_tcp-spotifyexe
TP:111, FP:0, FN:17
FPs:
FNs: 443_tcp_https-: 10, 57621_udp-: 2, 443_tcp_https-firefoxexe: 1, 5938_tcp-teamviewer_serviceexe: 2, 443_udp_https-:
1, 53_udp_dns-: 1,
Precision: 1
Recall: 0,8671875
F-Measure: 0,928870292887029


5223_tcp_jabberssl-apsdaemonexe
TP:105, FP:0, FN:23
FPs:
FNs: 51654_udp-: 7, 80_tcp_http-: 4, 443_tcp_https-skypeexe: 2, 443_tcp_https-: 10,
Precision: 1
Recall: 0,8203125
F-Measure: 0,901287553648069


6969_tcp-utorrentexe
TP:102, FP:0, FN:61
FPs:
FNs: 80_tcp_http-: 51, 80_tcp_http-utorrentieexe: 10,
Precision: 1
Recall: 0,625766871165644
F-Measure: 0,769811320754717


2869_tcp-system
TP:96, FP:0, FN:225
FPs:
FNs: 80_tcp_http-: 80, 80_tcp_http-iexploreexe: 144, 80_tcp_http-firefoxexe: 1,
Precision: 1
Recall: 0,299065420560748
F-Measure: 0,460431654676259


51413_udp-
TP:88, FP:47, FN:395
FPs: 49001_udp-: 8, 6881_udp-: 39,
FNs: 6881_udp-: 49, 5004_udp-: 27, 53_udp_dns-: 275, 40029_udp-: 35, 49001_udp-: 4, 50321_udp-: 3, 547_udp_dhcpv6c-: 1,
40036_udp-: 1,
Precision: 0,651851851851852
Recall: 0,182194616977226
F-Measure: 0,284789644012945


80_tcp_http-utorrentieexe
TP:77, FP:420, FN:160
FPs: 6969_tcp-utorrentexe: 10, 80_tcp_http-: 172, 80_tcp_http-firefoxexe: 103, 80_tcp_http-iexploreexe: 117, 80_tcp_htt
-system: 1, 80_tcp_http-utorrentexe: 17,
FNs: 80_tcp_http-iexploreexe: 38, 80_tcp_http-: 108, 80_tcp_http-spotifyexe: 9, 443_tcp_https-chromeexe: 2, 5938_tcp-:
,
Precision: 0,154929577464789
Recall: 0,324894514767932
F-Measure: 0,209809264305177


5938_tcp-
TP:60, FP:52, FN:16
FPs: 139_tcp-system: 3, 443_tcp_https-spotifyexe: 1, 5938_tcp-system: 5, 5938_tcp-teamviewer_serviceexe: 12, 80_tcp_htt
-iexploreexe: 27, 80_tcp_http-teamviewer_serviceexe: 1, 80_tcp_http-utorrentieexe: 3,
FNs: 5938_tcp-system: 13, 5938_tcp-teamviewer_serviceexe: 1, 443_tcp_https-: 2,
Precision: 0,535714285714286
Recall: 0,789473684210526
F-Measure: 0,638297872340425


5938_tcp-teamviewer_serviceexe
TP:55, FP:30, FN:23
FPs: 139_tcp-system: 4, 22_tcp_ssh-puttyexe: 1, 22_tcp_ssh-winscpexe: 1, 4070_tcp-spotifyexe: 2, 5222_tcp_jabber-pidgin
xe: 1, 5938_tcp-: 1, 5938_tcp-system: 20,
FNs: 443_tcp_https-: 5, 5938_tcp-: 12, 5938_tcp-system: 4, 43265_udp-: 1, 443_udp_https-: 1,
Precision: 0,647058823529412
Recall: 0,705128205128205
F-Measure: 0,674846625766871


5004_udp-
TP:40, FP:2239, FN:1
FPs: 1024_udp-: 6, 11888_udp-: 2, 137_udp-: 2, 1900_udp-: 1606, 3702_udp-: 1, 3800_udp-: 24, 40003_udp-: 1, 43265_udp-:
1, 49001_udp-: 13, 5005_udp-: 2, 50321_udp-: 21, 51413_udp-: 27, 53_udp_dns-: 15, 5353_udp-: 2, 5355_udp-: 246, 5938_ud
-: 38, 67_udp_dhcps-: 26, 6881_udp-: 131, 6882_udp-: 2, 6889_udp-: 31, 6892_udp-: 1, 6992_udp-: 1, 8621_udp-: 22, 8999_
dp-: 18,
FNs: 53_udp_dns-: 1,
Precision: 0,0175515577007459
Recall: 0,975609756097561
F-Measure: 0,0344827586206897


5005_udp-
TP:38, FP:0, FN:2
FPs:
FNs: 5004_udp-: 2,
Precision: 1
Recall: 0,95
F-Measure: 0,974358974358974


5938_udp-
TP:37, FP:0, FN:38
FPs:
FNs: 5004_udp-: 38,
Precision: 1
Recall: 0,493333333333333
F-Measure: 0,660714285714286


12350_tcp-skypeexe
TP:34, FP:0, FN:5
FPs:
FNs: 443_tcp_https-: 1, 80_tcp_http-: 3, 57621_udp-: 1,
Precision: 1
Recall: 0,871794871794872
F-Measure: 0,931506849315069


443_tcp_https-chromeexe
TP:33, FP:97, FN:7730
FPs: 443_tcp_https-: 14, 443_tcp_https-firefoxexe: 1, 443_tcp_https-iexploreexe: 3, 443_tcp_https-skypeexe: 34, 443_tcp
https-spotifyexe: 5, 443_tcp_https-system: 5, 80_tcp_http-: 1, 80_tcp_http-iexploreexe: 32, 80_tcp_http-utorrentieexe:
,
FNs: 443_tcp_https-firefoxexe: 2418, 443_tcp_https-: 5305, 80_tcp_http-: 2, 40028_udp-: 1, 27020_udp-: 1, 57621_udp-: 1
 3128_tcp-: 2,
Precision: 0,253846153846154
Recall: 0,00425093391730001
F-Measure: 0,00836183960471304


443_tcp_https-iexploreexe
TP:32, FP:94, FN:7235
FPs: 443_tcp_https-: 92, 443_tcp_https-skypebrowserhostexe: 2,
FNs: 443_tcp_https-: 7014, 80_tcp_http-: 8, 443_tcp_https-system: 207, 443_tcp_https-firefoxexe: 1, 443_tcp_https-chrom
exe: 3, 443_tcp_https-skypeexe: 2,
Precision: 0,253968253968254
Recall: 0,00440346773083804
F-Measure: 0,00865683754903287


5222_tcp_jabber-pidginexe
TP:26, FP:1, FN:5
FPs: 3128_tcp-chromeexe: 1,
FNs: 443_tcp_https-: 4, 5938_tcp-teamviewer_serviceexe: 1,
Precision: 0,962962962962963
Recall: 0,838709677419355
F-Measure: 0,896551724137931


137_udp-
TP:23, FP:0, FN:289
FPs:
FNs: 53_udp_dns-: 56, 547_udp_dhcpv6c-: 127, 5355_udp-: 36, 5353_udp-: 30, 49001_udp-: 33, 5004_udp-: 2, 443_udp_https-
 5,
Precision: 1
Recall: 0,0737179487179487
F-Measure: 0,137313432835821


67_udp_dhcpc-
TP:22, FP:3, FN:22
FPs: 67_udp_dhcps-: 3,
FNs: 51654_udp-: 21, 67_udp_dhcps-: 1,
Precision: 0,88
Recall: 0,5
F-Measure: 0,63768115942029


5938_tcp-system
TP:21, FP:17, FN:27
FPs: 5938_tcp-: 13, 5938_tcp-teamviewer_serviceexe: 4,
FNs: 5938_tcp-teamviewer_serviceexe: 20, 5938_tcp-: 5, 80_tcp_http-: 1, 443_tcp_https-: 1,
Precision: 0,552631578947368
Recall: 0,4375
F-Measure: 0,488372093023256


80_tcp_http-onedriveexe
TP:21, FP:20, FN:40
FPs: 80_tcp_http-: 20,
FNs: 80_tcp_http-: 40,
Precision: 0,51219512195122
Recall: 0,344262295081967
F-Measure: 0,411764705882353


547_udp_dhcpv6c-
TP:17, FP:149, FN:0
FPs: 137_udp-: 127, 3800_udp-: 2, 49001_udp-: 1, 50321_udp-: 4, 51413_udp-: 1, 51654_udp-: 1, 5353_udp-: 4, 6881_udp-:
, 8999_udp-: 1,
FNs:
Precision: 0,102409638554217
Recall: 1
F-Measure: 0,185792349726776


22_tcp_ssh-winscpexe
TP:16, FP:1, FN:16
FPs: 80_tcp_http-firefoxexe: 1,
FNs: 80_tcp_http-: 13, 443_tcp_https-: 2, 5938_tcp-teamviewer_serviceexe: 1,
Precision: 0,941176470588235
Recall: 0,5
F-Measure: 0,653061224489796


27036_udp-
TP:16, FP:0, FN:1
FPs:
FNs: 53_udp_dns-: 1,
Precision: 1
Recall: 0,941176470588235
F-Measure: 0,96969696969697


53_tcp_dns-system
TP:16, FP:0, FN:1
FPs:
FNs: 443_tcp_https-: 1,
Precision: 1
Recall: 0,941176470588235
F-Measure: 0,96969696969697


80_tcp_http-firefoxexe
TP:15, FP:211, FN:958
FPs: 2869_tcp-: 185, 2869_tcp-system: 1, 443_tcp_https-system: 1, 80_tcp_http-: 18, 80_tcp_http-iexploreexe: 4, 80_tcp_
ttp-spotifyexe: 1, 80_tcp_http-utorrentexe: 1,
FNs: 80_tcp_http-: 483, 80_tcp_http-iexploreexe: 274, 80_tcp_http-utorrentieexe: 103, 80_tcp_http-spotifyexe: 93, 443_t
p_https-: 3, 22_tcp_ssh-winscpexe: 1, 3128_tcp-: 1,
Precision: 0,0663716814159292
Recall: 0,0154162384378212
F-Measure: 0,0250208507089241


43265_udp-
TP:13, FP:12, FN:76
FPs: 27021_udp-: 1, 47993_udp-: 10, 5938_tcp-teamviewer_serviceexe: 1,
FNs: 443_udp_https-: 14, 53_udp_dns-: 51, 51654_udp-: 6, 40028_udp-: 2, 49001_udp-: 2, 5004_udp-: 1,
Precision: 0,52
Recall: 0,146067415730337
F-Measure: 0,228070175438596


45776_tcp-utorrentexe
TP:12, FP:0, FN:1
FPs:
FNs: 80_tcp_http-: 1,
Precision: 1
Recall: 0,923076923076923
F-Measure: 0,96


11000_udp-
TP:10, FP:0, FN:18
FPs:
FNs: 443_udp_https-: 18,
Precision: 1
Recall: 0,357142857142857
F-Measure: 0,526315789473684


6889_udp-
TP:8, FP:31, FN:232
FPs: 11888_udp-: 1, 49001_udp-: 2, 50321_udp-: 6, 6881_udp-: 17, 8999_udp-: 5,
FNs: 6881_udp-: 54, 53_udp_dns-: 136, 5004_udp-: 31, 50321_udp-: 3, 49001_udp-: 3, 40036_udp-: 1, 40029_udp-: 3, 40028_
dp-: 1,
Precision: 0,205128205128205
Recall: 0,0333333333333333
F-Measure: 0,0573476702508961


3128_tcp-spotifyexe
TP:7, FP:3, FN:39
FPs: 3128_tcp-chromeexe: 3,
FNs: 3128_tcp-steamwebhelperexe: 21, 3128_tcp-chromeexe: 14, 80_tcp_http-: 3, 3128_tcp-: 1,
Precision: 0,7
Recall: 0,152173913043478
F-Measure: 0,25


40020_udp-
TP:7, FP:139, FN:25
FPs: 40003_udp-: 9, 40027_udp-: 1, 40029_udp-: 3, 53_udp_dns-: 126,
FNs: 40028_udp-: 5, 40029_udp-: 2, 40025_udp-: 10, 40023_udp-: 2, 53_udp_dns-: 4, 40024_udp-: 1, 40005_udp-: 1,
Precision: 0,0479452054794521
Recall: 0,21875
F-Measure: 0,0786516853932584


40029_tcp-skypeexe
TP:5, FP:1, FN:0
FPs: 80_tcp_http-iexploreexe: 1,
FNs:
Precision: 0,833333333333333
Recall: 1
F-Measure: 0,909090909090909


22_tcp_ssh-puttyexe
TP:4, FP:0, FN:2
FPs:
FNs: 443_tcp_https-firefoxexe: 1, 5938_tcp-teamviewer_serviceexe: 1,
Precision: 1
Recall: 0,666666666666667
F-Measure: 0,8


27021_udp-
TP:4, FP:45, FN:117
FPs: 27017_udp-: 13, 27018_udp-: 11, 27019_udp-: 14, 27020_udp-: 7,
FNs: 53_udp_dns-: 113, 51654_udp-: 2, 443_udp_https-: 1, 43265_udp-: 1,
Precision: 0,0816326530612245
Recall: 0,0330578512396694
F-Measure: 0,0470588235294118


40029_udp-
TP:4, FP:96, FN:22
FPs: 40003_udp-: 2, 40020_udp-: 2, 40023_udp-: 1, 40027_udp-: 1, 40030_udp-: 1, 443_udp_https-: 1, 50321_udp-: 1, 51413
udp-: 35, 51654_udp-: 28, 53_udp_dns-: 3, 6881_udp-: 17, 6889_udp-: 3, 8999_udp-: 1,
FNs: 40024_udp-: 2, 40028_udp-: 5, 53_udp_dns-: 3, 40020_udp-: 3, 40023_udp-: 2, 40025_udp-: 6, 40036_udp-: 1,
Precision: 0,04
Recall: 0,153846153846154
F-Measure: 0,0634920634920635


9875_udp-
TP:4, FP:0, FN:1
FPs:
FNs: 57621_udp-: 1,
Precision: 1
Recall: 0,8
F-Measure: 0,888888888888889


49001_udp-
TP:3, FP:90, FN:51
FPs: 137_udp-: 33, 3800_udp-: 4, 43265_udp-: 2, 50321_udp-: 4, 51413_udp-: 4, 51654_udp-: 9, 5353_udp-: 1, 6881_udp-: 2
, 6882_udp-: 1, 6889_udp-: 3, 8621_udp-: 4, 8999_udp-: 2,
FNs: 51413_udp-: 8, 6881_udp-: 5, 53_udp_dns-: 13, 5004_udp-: 13, 51654_udp-: 1, 40028_udp-: 5, 50321_udp-: 3, 6889_udp
: 2, 547_udp_dhcpv6c-: 1,
Precision: 0,032258064516129
Recall: 0,0555555555555556
F-Measure: 0,0408163265306122


50321_udp-
TP:3, FP:40, FN:89
FPs: 1024_udp-: 2, 3800_udp-: 5, 49001_udp-: 3, 51413_udp-: 3, 6881_udp-: 18, 6889_udp-: 3, 8621_udp-: 5, 8999_udp-: 1,

FNs: 40029_udp-: 1, 5004_udp-: 21, 53_udp_dns-: 33, 6881_udp-: 18, 49001_udp-: 4, 6889_udp-: 6, 57621_udp-: 1, 547_udp_
hcpv6c-: 4, 40028_udp-: 1,
Precision: 0,0697674418604651
Recall: 0,0326086956521739
F-Measure: 0,0444444444444444


139_tcp-
TP:2, FP:0, FN:20
FPs:
FNs: 139_tcp-system: 20,
Precision: 1
Recall: 0,0909090909090909
F-Measure: 0,166666666666667


40024_udp-
TP:2, FP:40, FN:8
FPs: 40003_udp-: 2, 40018_udp-: 7, 40020_udp-: 1, 40025_udp-: 1, 40027_udp-: 1, 40028_udp-: 1, 40029_udp-: 2, 40030_udp
: 1, 40036_udp-: 1, 53_udp_dns-: 23,
FNs: 40036_udp-: 2, 40028_udp-: 1, 53_udp_dns-: 3, 40025_udp-: 2,
Precision: 0,0476190476190476
Recall: 0,2
F-Measure: 0,0769230769230769


40028_udp-
TP:2, FP:131, FN:4
FPs: 3800_udp-: 1, 40003_udp-: 3, 40020_udp-: 5, 40024_udp-: 1, 40029_udp-: 5, 40036_udp-: 1, 43265_udp-: 2, 443_tcp_ht
ps-chromeexe: 1, 443_udp_https-: 3, 49001_udp-: 5, 50321_udp-: 1, 51654_udp-: 4, 53_udp_dns-: 84, 6881_udp-: 11, 6882_u
p-: 1, 6889_udp-: 1, 8621_udp-: 1, 8999_udp-: 1,
FNs: 51654_udp-: 1, 40024_udp-: 1, 53_udp_dns-: 2,
Precision: 0,0150375939849624
Recall: 0,333333333333333
F-Measure: 0,0287769784172662


443_tcp_https-onedriveexe
TP:2, FP:0, FN:1110
FPs:
FNs: 443_tcp_https-: 1110,
Precision: 1
Recall: 0,00179856115107914
F-Measure: 0,00359066427289048


6892_udp-
TP:2, FP:71, FN:2
FPs: 6881_udp-: 69, 6882_udp-: 1, 6992_udp-: 1,
FNs: 6881_udp-: 1, 5004_udp-: 1,
Precision: 0,0273972602739726
Recall: 0,5
F-Measure: 0,0519480519480519


27017_udp-
TP:1, FP:0, FN:353
FPs:
FNs: 53_udp_dns-: 322, 27021_udp-: 13, 443_udp_https-: 2, 51654_udp-: 15, 27018_udp-: 1,
Precision: 1
Recall: 0,00282485875706215
F-Measure: 0,00563380281690141


27018_udp-
TP:1, FP:6, FN:344
FPs: 27017_udp-: 1, 27019_udp-: 1, 27020_udp-: 4,
FNs: 53_udp_dns-: 319, 27021_udp-: 11, 51654_udp-: 12, 443_udp_https-: 2,
Precision: 0,142857142857143
Recall: 0,00289855072463768
F-Measure: 0,00568181818181818


40027_udp-
TP:1, FP:0, FN:12
FPs:
FNs: 53_udp_dns-: 8, 40020_udp-: 1, 40024_udp-: 1, 443_udp_https-: 1, 40029_udp-: 1,
Precision: 1
Recall: 0,0769230769230769
F-Measure: 0,142857142857143


1024_udp-
TP:0, FP:1, FN:8
FPs: 8621_udp-: 1,
FNs: 5004_udp-: 6, 50321_udp-: 2,
Precision: 0
Recall: 0
F-Measure: 0


11888_udp-
TP:0, FP:0, FN:8
FPs:
FNs: 6881_udp-: 3, 5004_udp-: 2, 53_udp_dns-: 2, 6889_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


1900_udp-
TP:0, FP:0, FN:7883
FPs:
FNs: 57621_udp-: 6112, 53_udp_dns-: 46, 51654_udp-: 99, 5004_udp-: 1606, 3702_udp-: 20,
Precision: 0
Recall: 0
F-Measure: 0


27019_udp-
TP:0, FP:0, FN:1968
FPs:
FNs: 53_udp_dns-: 1937, 443_udp_https-: 2, 27021_udp-: 14, 27018_udp-: 1, 51654_udp-: 14,
Precision: 0
Recall: 0
F-Measure: 0


27020_udp-
TP:0, FP:1, FN:281
FPs: 443_tcp_https-chromeexe: 1,
FNs: 53_udp_dns-: 256, 27021_udp-: 7, 51654_udp-: 13, 27018_udp-: 4, 443_udp_https-: 1,
Precision: 0
Recall: 0
F-Measure: 0


2869_tcp-
TP:0, FP:0, FN:1018
FPs:
FNs: 80_tcp_http-iexploreexe: 447, 80_tcp_http-firefoxexe: 185, 80_tcp_http-steamexe: 209, 80_tcp_http-: 175, 80_tcp_ht
p-utorrentexe: 2,
Precision: 0
Recall: 0
F-Measure: 0


3128_tcp-system
TP:0, FP:0, FN:161
FPs:
FNs: 3128_tcp-: 75, 80_tcp_http-: 39, 80_tcp_http-iexploreexe: 17, 3128_tcp-chromeexe: 29, 3128_tcp-steamwebhelperexe:
,
Precision: 0
Recall: 0
F-Measure: 0


3800_udp-
TP:0, FP:0, FN:36
FPs:
FNs: 49001_udp-: 4, 5004_udp-: 24, 50321_udp-: 5, 547_udp_dhcpv6c-: 2, 40028_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40003_udp-
TP:0, FP:259, FN:23
FPs: 53_udp_dns-: 259,
FNs: 40020_udp-: 9, 40028_udp-: 3, 40024_udp-: 2, 53_udp_dns-: 5, 40029_udp-: 2, 5004_udp-: 1, 40036_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40005_udp-
TP:0, FP:18, FN:1
FPs: 40020_udp-: 1, 53_udp_dns-: 17,
FNs: 40025_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40018_udp-
TP:0, FP:0, FN:9
FPs:
FNs: 40024_udp-: 7, 53_udp_dns-: 2,
Precision: 0
Recall: 0
F-Measure: 0


40023_udp-
TP:0, FP:7, FN:1
FPs: 40020_udp-: 2, 40029_udp-: 2, 40030_udp-: 1, 40036_udp-: 2,
FNs: 40029_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40025_udp-
TP:0, FP:27, FN:1
FPs: 40005_udp-: 1, 40020_udp-: 10, 40024_udp-: 2, 40029_udp-: 6, 40030_udp-: 2, 40036_udp-: 1, 443_udp_https-: 5,
FNs: 40024_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40030_udp-
TP:0, FP:0, FN:5
FPs:
FNs: 40025_udp-: 2, 40024_udp-: 1, 40023_udp-: 1, 40029_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp-
TP:0, FP:10, FN:5
FPs: 40003_udp-: 1, 40024_udp-: 2, 40029_udp-: 1, 51413_udp-: 1, 51654_udp-: 1, 53_udp_dns-: 3, 6889_udp-: 1,
FNs: 40028_udp-: 1, 40025_udp-: 1, 40023_udp-: 2, 40024_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-googledrivesyncexe
TP:0, FP:0, FN:21
FPs:
FNs: 443_tcp_https-: 21,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-mshtaexe
TP:0, FP:0, FN:4
FPs:
FNs: 443_tcp_https-: 4,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-msmpengexe
TP:0, FP:0, FN:38
FPs:
FNs: 443_tcp_https-: 38,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-skypebrowserhostexe
TP:0, FP:3, FN:512
FPs: 443_tcp_https-: 3,
FNs: 443_tcp_https-: 509, 443_tcp_https-iexploreexe: 2, 80_tcp_http-: 1,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-skypeexe
TP:0, FP:159, FN:3698
FPs: 443_tcp_https-: 154, 443_tcp_https-iexploreexe: 2, 443_tcp_https-utorrentexe: 1, 5223_tcp_jabberssl-apsdaemonexe:
,
FNs: 443_tcp_https-: 3660, 443_tcp_https-chromeexe: 34, 80_tcp_http-: 4,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-spotifyexe
TP:0, FP:7, FN:4092
FPs: 443_tcp_https-: 6, 443_tcp_https-system: 1,
FNs: 443_tcp_https-: 2715, 443_tcp_https-firefoxexe: 1367, 3128_tcp-: 2, 443_tcp_https-chromeexe: 5, 5938_tcp-: 1, 5762
_udp-: 2,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-steamexe
TP:0, FP:0, FN:33
FPs:
FNs: 443_tcp_https-: 10, 443_tcp_https-firefoxexe: 23,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-steamwebhelperexe
TP:0, FP:0, FN:24
FPs:
FNs: 443_tcp_https-: 19, 443_tcp_https-firefoxexe: 5,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-svchostexe
TP:0, FP:0, FN:445
FPs:
FNs: 443_tcp_https-: 427, 80_tcp_http-: 18,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-thunderbirdexe
TP:0, FP:0, FN:17
FPs:
FNs: 443_tcp_https-: 17,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-utorrentexe
TP:0, FP:0, FN:244
FPs:
FNs: 443_tcp_https-: 240, 443_tcp_https-firefoxexe: 2, 80_tcp_http-: 1, 443_tcp_https-skypeexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


465_tcp-thunderbirdexe
TP:0, FP:0, FN:63
FPs:
FNs: 51654_udp-: 1, 443_tcp_https-: 62,
Precision: 0
Recall: 0
F-Measure: 0


47993_udp-
TP:0, FP:0, FN:65
FPs:
FNs: 53_udp_dns-: 38, 443_udp_https-: 12, 51654_udp-: 5, 43265_udp-: 10,
Precision: 0
Recall: 0
F-Measure: 0


5351_udp-
TP:0, FP:0, FN:131
FPs:
FNs: 5353_udp-: 4, 5355_udp-: 120, 53_udp_dns-: 7,
Precision: 0
Recall: 0
F-Measure: 0


67_udp_dhcps-
TP:0, FP:1, FN:304
FPs: 67_udp_dhcpc-: 1,
FNs: 5004_udp-: 26, 51654_udp-: 265, 53_udp_dns-: 6, 67_udp_dhcpc-: 3, 5353_udp-: 4,
Precision: 0
Recall: 0
F-Measure: 0


6882_udp-
TP:0, FP:0, FN:14
FPs:
FNs: 53_udp_dns-: 5, 6881_udp-: 4, 6892_udp-: 1, 49001_udp-: 1, 40028_udp-: 1, 5004_udp-: 2,
Precision: 0
Recall: 0
F-Measure: 0


6992_udp-
TP:0, FP:0, FN:2
FPs:
FNs: 5004_udp-: 1, 6892_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


80_tcp_http-avgmfapxexe
TP:0, FP:0, FN:10
FPs:
FNs: 80_tcp_http-iexploreexe: 1, 80_tcp_http-: 8, 80_tcp_http-spotifyexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


80_tcp_http-itunesexe
TP:0, FP:0, FN:159
FPs:
FNs: 80_tcp_http-: 102, 80_tcp_http-iexploreexe: 37, 80_tcp_http-spotifyexe: 20,
Precision: 0
Recall: 0
F-Measure: 0


80_tcp_http-system
TP:0, FP:1, FN:80
FPs: 80_tcp_http-: 1,
FNs: 80_tcp_http-: 58, 80_tcp_http-teamviewer_serviceexe: 8, 80_tcp_http-iexploreexe: 9, 80_tcp_http-spotifyexe: 3, 312
_tcp-steamwebhelperexe: 1, 80_tcp_http-utorrentieexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


8621_udp-
TP:0, FP:0, FN:41
FPs:
FNs: 5004_udp-: 22, 49001_udp-: 4, 50321_udp-: 5, 53_udp_dns-: 6, 1024_udp-: 1, 6881_udp-: 2, 40028_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


8999_udp-
TP:0, FP:0, FN:58
FPs:
FNs: 6881_udp-: 14, 5004_udp-: 18, 53_udp_dns-: 15, 49001_udp-: 2, 40029_udp-: 1, 547_udp_dhcpv6c-: 1, 6889_udp-: 5, 50
21_udp-: 1, 40028_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


995_tcp-thunderbirdexe
TP:0, FP:0, FN:147
FPs:
FNs: 443_tcp_https-: 146, 443_tcp_https-firefoxexe: 1,
Precision: 0
Recall: 0
F-Measure: 0



PS D:\AppIdentCli> .\AppIdentCli.exe -e -m 30 -r 0.35 -n  -d ..\all_appIdentDataSource.bin
19.5.2017 19:12:28 Loading: ..\all_appIdentDataSource.bin
19.5.2017 19:15:34 Repartitioning ratio 0,35 with min flows 30
19.5.2017 19:15:34 Running feature elimination with trashold 2.
19.5.2017 19:16:16 Running classification
19.5.2017 20:56:11 Classification results:
5355_udp-
TP:28697, FP:165, FN:246
FPs: 137_udp-: 36, 53_udp_dns-: 9, 5351_udp-: 120,
FNs: 5004_udp-: 246,
Precision: 0,994283140461506
Recall: 0,991500535535363
F-Measure: 0,992889888417957


53_udp_dns-
TP:28471, FP:4045, FN:596
FPs: 11888_udp-: 2, 137_udp-: 56, 138_udp-: 32, 1900_udp-: 46, 27017_udp-: 322, 27018_udp-: 319, 27019_udp-: 1937, 2702
_udp-: 256, 27021_udp-: 113, 27036_udp-: 1, 3478_udp-: 3, 3702_udp-: 1, 40003_udp-: 5, 40018_udp-: 2, 40020_udp-: 4, 40
24_udp-: 3, 40027_udp-: 8, 40028_udp-: 2, 40029_udp-: 3, 4070_tcp-spotifyexe: 1, 43265_udp-: 51, 443_udp_https-: 120, 4
993_udp-: 38, 49001_udp-: 13, 5004_udp-: 1, 50321_udp-: 33, 51413_udp-: 275, 51654_udp-: 4, 5351_udp-: 7, 67_udp_dhcps-
 6, 6881_udp-: 219, 6882_udp-: 5, 6889_udp-: 136, 8621_udp-: 6, 8999_udp-: 15,
FNs: 40020_udp-: 126, 40003_udp-: 259, 40005_udp-: 17, 51654_udp-: 51, 40028_udp-: 84, 40024_udp-: 23, 5004_udp-: 15, 4
029_udp-: 3, 57621_udp-: 2, 40036_udp-: 3, 443_udp_https-: 4, 5355_udp-: 9,
Precision: 0,875599704760733
Recall: 0,979495647985688
F-Measure: 0,924638293035416


443_tcp_https-
TP:8082, FP:45333, FN:2210
FPs: 12350_tcp-skypeexe: 1, 22_tcp_ssh-winscpexe: 2, 3128_tcp-steamwebhelperexe: 2, 4070_tcp-spotifyexe: 10, 443_tcp_ht
ps-firefoxexe: 6083, 443_tcp_https-googledrivesyncexe: 21, 443_tcp_https-chromeexe: 5305, 443_tcp_https-iexploreexe: 70
4, 443_tcp_https-itunesexe: 6271, 443_tcp_https-mshtaexe: 4, 443_tcp_https-msmpengexe: 38, 443_tcp_https-onedriveexe: 1
10, 443_tcp_https-skypebrowserhostexe: 509, 443_tcp_https-skypeexe: 3660, 443_tcp_https-spotifyexe: 2715, 443_tcp_https
steamexe: 10, 443_tcp_https-steamwebhelperexe: 19, 443_tcp_https-svchostexe: 427, 443_tcp_https-system: 11621, 443_tcp_
ttps-thunderbirdexe: 17, 443_tcp_https-utorrentexe: 240, 465_tcp-thunderbirdexe: 62, 5222_tcp_jabber-pidginexe: 4, 5223
tcp_jabberssl-apsdaemonexe: 10, 53_tcp_dns-system: 1, 5938_tcp-: 2, 5938_tcp-system: 1, 5938_tcp-teamviewer_serviceexe:
5, 80_tcp_http-: 12, 80_tcp_http-firefoxexe: 3, 80_tcp_http-iexploreexe: 2, 80_tcp_http-spotifyexe: 1, 80_tcp_http-stea
exe: 1, 80_tcp_http-teamviewer_serviceexe: 2, 80_tcp_http-utorrentexe: 2, 995_tcp-thunderbirdexe: 146,
FNs: 443_tcp_https-firefoxexe: 1847, 443_tcp_https-skypeexe: 154, 443_tcp_https-system: 25, 443_tcp_https-iexploreexe:
2, 443_tcp_https-skypebrowserhostexe: 3, 443_tcp_https-chromeexe: 14, 443_tcp_https-spotifyexe: 6, 80_tcp_http-: 62, 44
_udp_https-: 1, 443_tcp_https-itunesexe: 3, 51654_udp-: 3,
Precision: 0,151305812973884
Recall: 0,7852701127089
F-Measure: 0,253724080556297


443_tcp_https-firefoxexe
TP:7463, FP:14489, FN:6093
FPs: 22_tcp_ssh-puttyexe: 1, 4070_tcp-spotifyexe: 1, 443_tcp_https-: 1847, 443_tcp_https-chromeexe: 2418, 443_tcp_https
iexploreexe: 1, 443_tcp_https-spotifyexe: 1367, 443_tcp_https-steamexe: 23, 443_tcp_https-steamwebhelperexe: 5, 443_tcp
https-system: 8818, 443_tcp_https-utorrentexe: 2, 80_tcp_http-spotifyexe: 1, 80_tcp_http-utorrentexe: 4, 995_tcp-thunde
birdexe: 1,
FNs: 443_tcp_https-: 6083, 443_tcp_https-chromeexe: 1, 80_tcp_http-: 8, 51654_udp-: 1,
Precision: 0,339969023323615
Recall: 0,550531130126881
F-Measure: 0,420355976118058


80_tcp_http-
TP:7031, FP:3281, FN:2393
FPs: 12350_tcp-skypeexe: 3, 22_tcp_ssh-winscpexe: 13, 2869_tcp-: 175, 2869_tcp-system: 80, 3128_tcp-: 102, 3128_tcp-chr
meexe: 75, 3128_tcp-spotifyexe: 3, 3128_tcp-steamwebhelperexe: 56, 3128_tcp-system: 39, 443_tcp_https-: 62, 443_tcp_htt
s-firefoxexe: 8, 443_tcp_https-chromeexe: 2, 443_tcp_https-iexploreexe: 8, 443_tcp_https-itunesexe: 393, 443_tcp_https-
kypebrowserhostexe: 1, 443_tcp_https-skypeexe: 4, 443_tcp_https-svchostexe: 18, 443_tcp_https-system: 2, 443_tcp_https-
torrentexe: 1, 45776_tcp-utorrentexe: 1, 5223_tcp_jabberssl-apsdaemonexe: 4, 5938_tcp-system: 1, 6969_tcp-utorrentexe:
1, 80_tcp_http-avgmfapxexe: 8, 80_tcp_http-firefoxexe: 483, 80_tcp_http-iexploreexe: 852, 80_tcp_http-itunesexe: 102, 8
_tcp_http-onedriveexe: 40, 80_tcp_http-spotifyexe: 45, 80_tcp_http-steamexe: 55, 80_tcp_http-system: 58, 80_tcp_http-te
mviewer_serviceexe: 39, 80_tcp_http-utorrentexe: 389, 80_tcp_http-utorrentieexe: 108,
FNs: 80_tcp_http-iexploreexe: 1462, 80_tcp_http-spotifyexe: 662, 80_tcp_http-utorrentieexe: 172, 80_tcp_http-utorrentex
: 7, 80_tcp_http-steamexe: 26, 57621_udp-: 9, 80_tcp_http-onedriveexe: 20, 80_tcp_http-firefoxexe: 18, 443_tcp_https-:
2, 80_tcp_http-system: 1, 443_tcp_https-chromeexe: 1, 3128_tcp-: 1, 443_tcp_https-itunesexe: 2,
Precision: 0,681826997672614
Recall: 0,746073853989813
F-Measure: 0,712505066882854


80_tcp_http-spotifyexe
TP:3936, FP:1063, FN:72
FPs: 80_tcp_http-: 662, 80_tcp_http-avgmfapxexe: 1, 80_tcp_http-firefoxexe: 93, 80_tcp_http-iexploreexe: 182, 80_tcp_ht
p-itunesexe: 20, 80_tcp_http-steamexe: 93, 80_tcp_http-system: 3, 80_tcp_http-utorrentieexe: 9,
FNs: 80_tcp_http-iexploreexe: 12, 80_tcp_http-: 45, 80_tcp_http-steamexe: 2, 3128_tcp-: 10, 80_tcp_http-firefoxexe: 1,
43_tcp_https-: 1, 443_tcp_https-firefoxexe: 1,
Precision: 0,787357471494299
Recall: 0,982035928143713
F-Measure: 0,873986899078494


443_udp_https-
TP:1116, FP:70, FN:135
FPs: 11000_udp-: 18, 137_udp-: 5, 27017_udp-: 2, 27018_udp-: 2, 27019_udp-: 2, 27020_udp-: 1, 27021_udp-: 1, 40027_udp-
 1, 4070_tcp-spotifyexe: 1, 43265_udp-: 14, 443_tcp_https-: 1, 47993_udp-: 12, 51654_udp-: 3, 53_udp_dns-: 4, 5938_tcp-
eamviewer_serviceexe: 1, 6881_udp-: 1, 80_tcp_http-iexploreexe: 1,
FNs: 53_udp_dns-: 120, 57621_udp-: 6, 40025_udp-: 5, 40028_udp-: 3, 40029_udp-: 1,
Precision: 0,94097807757167
Recall: 0,892086330935252
F-Measure: 0,915880180549856


51654_udp-
TP:954, FP:527, FN:52
FPs: 1900_udp-: 99, 27017_udp-: 15, 27018_udp-: 12, 27019_udp-: 14, 27020_udp-: 13, 27021_udp-: 2, 40028_udp-: 1, 43265
udp-: 6, 443_tcp_https-: 3, 443_tcp_https-firefoxexe: 1, 443_tcp_https-itunesexe: 9, 465_tcp-thunderbirdexe: 1, 47993_u
p-: 5, 49001_udp-: 1, 5223_tcp_jabberssl-apsdaemonexe: 7, 53_udp_dns-: 51, 67_udp_dhcpc-: 21, 67_udp_dhcps-: 265, 6881_
dp-: 1,
FNs: 40028_udp-: 4, 443_udp_https-: 3, 49001_udp-: 9, 53_udp_dns-: 4, 5353_udp-: 1, 547_udp_dhcpv6c-: 1, 40029_udp-: 28
 40036_udp-: 1, 57621_udp-: 1,
Precision: 0,644159351789331
Recall: 0,94831013916501
F-Measure: 0,767189384800965


443_tcp_https-itunesexe
TP:608, FP:5, FN:6674
FPs: 443_tcp_https-: 3, 80_tcp_http-: 2,
FNs: 443_tcp_https-: 6271, 80_tcp_http-: 393, 51654_udp-: 9, 57621_udp-: 1,
Precision: 0,99184339314845
Recall: 0,0834935457291953
F-Measure: 0,154021532615579


443_tcp_https-system
TP:402, FP:232, FN:20448
FPs: 443_tcp_https-: 25, 443_tcp_https-iexploreexe: 207,
FNs: 443_tcp_https-: 11621, 443_tcp_https-firefoxexe: 8818, 80_tcp_http-: 2, 80_tcp_http-firefoxexe: 1, 443_tcp_https-c
romeexe: 5, 443_tcp_https-spotifyexe: 1,
Precision: 0,634069400630915
Recall: 0,0192805755395683
F-Measure: 0,0374231986594675


80_tcp_http-utorrentexe
TP:387, FP:11, FN:468
FPs: 2869_tcp-: 2, 80_tcp_http-: 7, 80_tcp_http-steamexe: 2,
FNs: 80_tcp_http-: 389, 80_tcp_http-utorrentieexe: 17, 80_tcp_http-iexploreexe: 25, 443_tcp_https-firefoxexe: 4, 57621_
dp-: 27, 3128_tcp-steamwebhelperexe: 3, 80_tcp_http-firefoxexe: 1, 443_tcp_https-: 2,
Precision: 0,972361809045226
Recall: 0,452631578947368
F-Measure: 0,617717478052674


80_tcp_http-iexploreexe
TP:351, FP:2545, FN:1221
FPs: 2869_tcp-: 447, 2869_tcp-system: 144, 3128_tcp-: 7, 3128_tcp-chromeexe: 30, 3128_tcp-system: 17, 80_tcp_http-: 146
, 80_tcp_http-avgmfapxexe: 1, 80_tcp_http-firefoxexe: 274, 80_tcp_http-itunesexe: 37, 80_tcp_http-spotifyexe: 12, 80_tc
_http-steamexe: 38, 80_tcp_http-system: 9, 80_tcp_http-teamviewer_serviceexe: 4, 80_tcp_http-utorrentexe: 25, 80_tcp_ht
p-utorrentieexe: 38,
FNs: 80_tcp_http-: 852, 80_tcp_http-spotifyexe: 182, 3128_tcp-: 2, 80_tcp_http-utorrentieexe: 117, 443_tcp_https-: 2, 4
3_tcp_https-chromeexe: 32, 5938_tcp-: 27, 80_tcp_http-firefoxexe: 4, 40029_tcp-skypeexe: 1, 80_tcp_http-steamexe: 1, 44
_udp_https-: 1,
Precision: 0,121201657458564
Recall: 0,223282442748092
F-Measure: 0,157117278424351


3128_tcp-
TP:335, FP:246, FN:273
FPs: 3128_tcp-chromeexe: 146, 3128_tcp-spotifyexe: 1, 3128_tcp-steamwebhelperexe: 6, 3128_tcp-system: 75, 443_tcp_https
chromeexe: 2, 443_tcp_https-spotifyexe: 2, 80_tcp_http-: 1, 80_tcp_http-firefoxexe: 1, 80_tcp_http-iexploreexe: 2, 80_t
p_http-spotifyexe: 10,
FNs: 3128_tcp-chromeexe: 144, 80_tcp_http-: 102, 3128_tcp-steamwebhelperexe: 20, 80_tcp_http-iexploreexe: 7,
Precision: 0,576592082616179
Recall: 0,550986842105263
F-Measure: 0,56349873843566


138_udp-
TP:305, FP:0, FN:32
FPs:
FNs: 53_udp_dns-: 32,
Precision: 1
Recall: 0,905044510385757
F-Measure: 0,950155763239875


3128_tcp-chromeexe
TP:219, FP:235, FN:397
FPs: 3128_tcp-: 144, 3128_tcp-spotifyexe: 14, 3128_tcp-steamwebhelperexe: 48, 3128_tcp-system: 29,
FNs: 80_tcp_http-iexploreexe: 30, 3128_tcp-: 146, 80_tcp_http-: 75, 3128_tcp-steamwebhelperexe: 142, 3128_tcp-spotifyex
: 3, 5222_tcp_jabber-pidginexe: 1,
Precision: 0,482378854625551
Recall: 0,355519480519481
F-Measure: 0,409345794392523


3128_tcp-steamwebhelperexe
TP:216, FP:190, FN:113
FPs: 3128_tcp-: 20, 3128_tcp-chromeexe: 142, 3128_tcp-spotifyexe: 21, 3128_tcp-system: 1, 80_tcp_http-steamexe: 2, 80_t
p_http-system: 1, 80_tcp_http-utorrentexe: 3,
FNs: 80_tcp_http-: 56, 3128_tcp-chromeexe: 48, 3128_tcp-: 6, 57621_udp-: 1, 443_tcp_https-: 2,
Precision: 0,532019704433498
Recall: 0,656534954407295
F-Measure: 0,587755102040816


80_tcp_http-teamviewer_serviceexe
TP:215, FP:8, FN:46
FPs: 80_tcp_http-system: 8,
FNs: 80_tcp_http-: 39, 443_tcp_https-: 2, 80_tcp_http-iexploreexe: 4, 5938_tcp-: 1,
Precision: 0,964125560538117
Recall: 0,823754789272031
F-Measure: 0,888429752066116


3478_udp-
TP:183, FP:0, FN:5
FPs:
FNs: 53_udp_dns-: 3, 6881_udp-: 2,
Precision: 1
Recall: 0,973404255319149
F-Measure: 0,986522911051213


3702_udp-
TP:178, FP:21, FN:2
FPs: 1900_udp-: 20, 80_tcp_http-steamexe: 1,
FNs: 53_udp_dns-: 1, 5004_udp-: 1,
Precision: 0,894472361809045
Recall: 0,988888888888889
F-Measure: 0,939313984168865


5353_udp-
TP:163, FP:39, FN:7
FPs: 137_udp-: 30, 51654_udp-: 1, 5351_udp-: 4, 67_udp_dhcps-: 4,
FNs: 5004_udp-: 2, 547_udp_dhcpv6c-: 4, 49001_udp-: 1,
Precision: 0,806930693069307
Recall: 0,958823529411765
F-Measure: 0,876344086021505


80_tcp_http-steamexe
TP:153, FP:238, FN:192
FPs: 2869_tcp-: 209, 80_tcp_http-: 26, 80_tcp_http-iexploreexe: 1, 80_tcp_http-spotifyexe: 2,
FNs: 80_tcp_http-spotifyexe: 93, 3702_udp-: 1, 80_tcp_http-iexploreexe: 38, 80_tcp_http-: 55, 80_tcp_http-utorrentexe:
, 443_tcp_https-: 1, 3128_tcp-steamwebhelperexe: 2,
Precision: 0,391304347826087
Recall: 0,443478260869565
F-Measure: 0,415760869565217


6881_udp-
TP:134, FP:152, FN:556
FPs: 11888_udp-: 3, 3478_udp-: 2, 49001_udp-: 5, 50321_udp-: 18, 51413_udp-: 49, 6882_udp-: 4, 6889_udp-: 54, 6892_udp-
 1, 8621_udp-: 2, 8999_udp-: 14,
FNs: 5004_udp-: 131, 6892_udp-: 69, 57621_udp-: 2, 50321_udp-: 18, 49001_udp-: 23, 53_udp_dns-: 219, 51413_udp-: 39, 68
9_udp-: 17, 40029_udp-: 17, 547_udp_dhcpv6c-: 8, 51654_udp-: 1, 40028_udp-: 11, 443_udp_https-: 1,
Precision: 0,468531468531469
Recall: 0,194202898550725
F-Measure: 0,274590163934426


57621_udp-
TP:124, FP:6169, FN:0
FPs: 12350_tcp-skypeexe: 1, 1900_udp-: 6112, 3128_tcp-steamwebhelperexe: 1, 4070_tcp-spotifyexe: 2, 443_tcp_https-chrom
exe: 1, 443_tcp_https-itunesexe: 1, 443_tcp_https-spotifyexe: 2, 443_udp_https-: 6, 50321_udp-: 1, 51654_udp-: 1, 53_ud
_dns-: 2, 6881_udp-: 2, 80_tcp_http-: 9, 80_tcp_http-utorrentexe: 27, 9875_udp-: 1,
FNs:
Precision: 0,0197044334975369
Recall: 1
F-Measure: 0,0386473429951691


139_tcp-system
TP:114, FP:20, FN:7
FPs: 139_tcp-: 20,
FNs: 5938_tcp-: 3, 5938_tcp-teamviewer_serviceexe: 4,
Precision: 0,850746268656716
Recall: 0,942148760330578
F-Measure: 0,894117647058824


4070_tcp-spotifyexe
TP:111, FP:0, FN:17
FPs:
FNs: 443_tcp_https-: 10, 57621_udp-: 2, 443_tcp_https-firefoxexe: 1, 5938_tcp-teamviewer_serviceexe: 2, 443_udp_https-:
1, 53_udp_dns-: 1,
Precision: 1
Recall: 0,8671875
F-Measure: 0,928870292887029


5223_tcp_jabberssl-apsdaemonexe
TP:105, FP:0, FN:23
FPs:
FNs: 51654_udp-: 7, 80_tcp_http-: 4, 443_tcp_https-skypeexe: 2, 443_tcp_https-: 10,
Precision: 1
Recall: 0,8203125
F-Measure: 0,901287553648069


6969_tcp-utorrentexe
TP:102, FP:0, FN:61
FPs:
FNs: 80_tcp_http-: 51, 80_tcp_http-utorrentieexe: 10,
Precision: 1
Recall: 0,625766871165644
F-Measure: 0,769811320754717


2869_tcp-system
TP:96, FP:0, FN:225
FPs:
FNs: 80_tcp_http-: 80, 80_tcp_http-iexploreexe: 144, 80_tcp_http-firefoxexe: 1,
Precision: 1
Recall: 0,299065420560748
F-Measure: 0,460431654676259


51413_udp-
TP:88, FP:47, FN:395
FPs: 49001_udp-: 8, 6881_udp-: 39,
FNs: 6881_udp-: 49, 5004_udp-: 27, 53_udp_dns-: 275, 40029_udp-: 35, 49001_udp-: 4, 50321_udp-: 3, 547_udp_dhcpv6c-: 1,
40036_udp-: 1,
Precision: 0,651851851851852
Recall: 0,182194616977226
F-Measure: 0,284789644012945


80_tcp_http-utorrentieexe
TP:77, FP:420, FN:160
FPs: 6969_tcp-utorrentexe: 10, 80_tcp_http-: 172, 80_tcp_http-firefoxexe: 103, 80_tcp_http-iexploreexe: 117, 80_tcp_htt
-system: 1, 80_tcp_http-utorrentexe: 17,
FNs: 80_tcp_http-iexploreexe: 38, 80_tcp_http-: 108, 80_tcp_http-spotifyexe: 9, 443_tcp_https-chromeexe: 2, 5938_tcp-:
,
Precision: 0,154929577464789
Recall: 0,324894514767932
F-Measure: 0,209809264305177


5938_tcp-
TP:60, FP:52, FN:16
FPs: 139_tcp-system: 3, 443_tcp_https-spotifyexe: 1, 5938_tcp-system: 5, 5938_tcp-teamviewer_serviceexe: 12, 80_tcp_htt
-iexploreexe: 27, 80_tcp_http-teamviewer_serviceexe: 1, 80_tcp_http-utorrentieexe: 3,
FNs: 5938_tcp-system: 13, 5938_tcp-teamviewer_serviceexe: 1, 443_tcp_https-: 2,
Precision: 0,535714285714286
Recall: 0,789473684210526
F-Measure: 0,638297872340425


5938_tcp-teamviewer_serviceexe
TP:55, FP:30, FN:23
FPs: 139_tcp-system: 4, 22_tcp_ssh-puttyexe: 1, 22_tcp_ssh-winscpexe: 1, 4070_tcp-spotifyexe: 2, 5222_tcp_jabber-pidgin
xe: 1, 5938_tcp-: 1, 5938_tcp-system: 20,
FNs: 443_tcp_https-: 5, 5938_tcp-: 12, 5938_tcp-system: 4, 43265_udp-: 1, 443_udp_https-: 1,
Precision: 0,647058823529412
Recall: 0,705128205128205
F-Measure: 0,674846625766871


5004_udp-
TP:40, FP:2239, FN:1
FPs: 1024_udp-: 6, 11888_udp-: 2, 137_udp-: 2, 1900_udp-: 1606, 3702_udp-: 1, 3800_udp-: 24, 40003_udp-: 1, 43265_udp-:
1, 49001_udp-: 13, 5005_udp-: 2, 50321_udp-: 21, 51413_udp-: 27, 53_udp_dns-: 15, 5353_udp-: 2, 5355_udp-: 246, 5938_ud
-: 38, 67_udp_dhcps-: 26, 6881_udp-: 131, 6882_udp-: 2, 6889_udp-: 31, 6892_udp-: 1, 6992_udp-: 1, 8621_udp-: 22, 8999_
dp-: 18,
FNs: 53_udp_dns-: 1,
Precision: 0,0175515577007459
Recall: 0,975609756097561
F-Measure: 0,0344827586206897


5005_udp-
TP:38, FP:0, FN:2
FPs:
FNs: 5004_udp-: 2,
Precision: 1
Recall: 0,95
F-Measure: 0,974358974358974


5938_udp-
TP:37, FP:0, FN:38
FPs:
FNs: 5004_udp-: 38,
Precision: 1
Recall: 0,493333333333333
F-Measure: 0,660714285714286


12350_tcp-skypeexe
TP:34, FP:0, FN:5
FPs:
FNs: 443_tcp_https-: 1, 80_tcp_http-: 3, 57621_udp-: 1,
Precision: 1
Recall: 0,871794871794872
F-Measure: 0,931506849315069


443_tcp_https-chromeexe
TP:33, FP:97, FN:7730
FPs: 443_tcp_https-: 14, 443_tcp_https-firefoxexe: 1, 443_tcp_https-iexploreexe: 3, 443_tcp_https-skypeexe: 34, 443_tcp
https-spotifyexe: 5, 443_tcp_https-system: 5, 80_tcp_http-: 1, 80_tcp_http-iexploreexe: 32, 80_tcp_http-utorrentieexe:
,
FNs: 443_tcp_https-firefoxexe: 2418, 443_tcp_https-: 5305, 80_tcp_http-: 2, 40028_udp-: 1, 27020_udp-: 1, 57621_udp-: 1
 3128_tcp-: 2,
Precision: 0,253846153846154
Recall: 0,00425093391730001
F-Measure: 0,00836183960471304


443_tcp_https-iexploreexe
TP:32, FP:94, FN:7235
FPs: 443_tcp_https-: 92, 443_tcp_https-skypebrowserhostexe: 2,
FNs: 443_tcp_https-: 7014, 80_tcp_http-: 8, 443_tcp_https-system: 207, 443_tcp_https-firefoxexe: 1, 443_tcp_https-chrom
exe: 3, 443_tcp_https-skypeexe: 2,
Precision: 0,253968253968254
Recall: 0,00440346773083804
F-Measure: 0,00865683754903287


5222_tcp_jabber-pidginexe
TP:26, FP:1, FN:5
FPs: 3128_tcp-chromeexe: 1,
FNs: 443_tcp_https-: 4, 5938_tcp-teamviewer_serviceexe: 1,
Precision: 0,962962962962963
Recall: 0,838709677419355
F-Measure: 0,896551724137931


137_udp-
TP:23, FP:0, FN:289
FPs:
FNs: 53_udp_dns-: 56, 547_udp_dhcpv6c-: 127, 5355_udp-: 36, 5353_udp-: 30, 49001_udp-: 33, 5004_udp-: 2, 443_udp_https-
 5,
Precision: 1
Recall: 0,0737179487179487
F-Measure: 0,137313432835821


67_udp_dhcpc-
TP:22, FP:3, FN:22
FPs: 67_udp_dhcps-: 3,
FNs: 51654_udp-: 21, 67_udp_dhcps-: 1,
Precision: 0,88
Recall: 0,5
F-Measure: 0,63768115942029


5938_tcp-system
TP:21, FP:17, FN:27
FPs: 5938_tcp-: 13, 5938_tcp-teamviewer_serviceexe: 4,
FNs: 5938_tcp-teamviewer_serviceexe: 20, 5938_tcp-: 5, 80_tcp_http-: 1, 443_tcp_https-: 1,
Precision: 0,552631578947368
Recall: 0,4375
F-Measure: 0,488372093023256


80_tcp_http-onedriveexe
TP:21, FP:20, FN:40
FPs: 80_tcp_http-: 20,
FNs: 80_tcp_http-: 40,
Precision: 0,51219512195122
Recall: 0,344262295081967
F-Measure: 0,411764705882353


547_udp_dhcpv6c-
TP:17, FP:149, FN:0
FPs: 137_udp-: 127, 3800_udp-: 2, 49001_udp-: 1, 50321_udp-: 4, 51413_udp-: 1, 51654_udp-: 1, 5353_udp-: 4, 6881_udp-:
, 8999_udp-: 1,
FNs:
Precision: 0,102409638554217
Recall: 1
F-Measure: 0,185792349726776


22_tcp_ssh-winscpexe
TP:16, FP:1, FN:16
FPs: 80_tcp_http-firefoxexe: 1,
FNs: 80_tcp_http-: 13, 443_tcp_https-: 2, 5938_tcp-teamviewer_serviceexe: 1,
Precision: 0,941176470588235
Recall: 0,5
F-Measure: 0,653061224489796


27036_udp-
TP:16, FP:0, FN:1
FPs:
FNs: 53_udp_dns-: 1,
Precision: 1
Recall: 0,941176470588235
F-Measure: 0,96969696969697


53_tcp_dns-system
TP:16, FP:0, FN:1
FPs:
FNs: 443_tcp_https-: 1,
Precision: 1
Recall: 0,941176470588235
F-Measure: 0,96969696969697


80_tcp_http-firefoxexe
TP:15, FP:211, FN:958
FPs: 2869_tcp-: 185, 2869_tcp-system: 1, 443_tcp_https-system: 1, 80_tcp_http-: 18, 80_tcp_http-iexploreexe: 4, 80_tcp_
ttp-spotifyexe: 1, 80_tcp_http-utorrentexe: 1,
FNs: 80_tcp_http-: 483, 80_tcp_http-iexploreexe: 274, 80_tcp_http-utorrentieexe: 103, 80_tcp_http-spotifyexe: 93, 443_t
p_https-: 3, 22_tcp_ssh-winscpexe: 1, 3128_tcp-: 1,
Precision: 0,0663716814159292
Recall: 0,0154162384378212
F-Measure: 0,0250208507089241


43265_udp-
TP:13, FP:12, FN:76
FPs: 27021_udp-: 1, 47993_udp-: 10, 5938_tcp-teamviewer_serviceexe: 1,
FNs: 443_udp_https-: 14, 53_udp_dns-: 51, 51654_udp-: 6, 40028_udp-: 2, 49001_udp-: 2, 5004_udp-: 1,
Precision: 0,52
Recall: 0,146067415730337
F-Measure: 0,228070175438596


45776_tcp-utorrentexe
TP:12, FP:0, FN:1
FPs:
FNs: 80_tcp_http-: 1,
Precision: 1
Recall: 0,923076923076923
F-Measure: 0,96


11000_udp-
TP:10, FP:0, FN:18
FPs:
FNs: 443_udp_https-: 18,
Precision: 1
Recall: 0,357142857142857
F-Measure: 0,526315789473684


6889_udp-
TP:8, FP:31, FN:232
FPs: 11888_udp-: 1, 49001_udp-: 2, 50321_udp-: 6, 6881_udp-: 17, 8999_udp-: 5,
FNs: 6881_udp-: 54, 53_udp_dns-: 136, 5004_udp-: 31, 50321_udp-: 3, 49001_udp-: 3, 40036_udp-: 1, 40029_udp-: 3, 40028_
dp-: 1,
Precision: 0,205128205128205
Recall: 0,0333333333333333
F-Measure: 0,0573476702508961


3128_tcp-spotifyexe
TP:7, FP:3, FN:39
FPs: 3128_tcp-chromeexe: 3,
FNs: 3128_tcp-steamwebhelperexe: 21, 3128_tcp-chromeexe: 14, 80_tcp_http-: 3, 3128_tcp-: 1,
Precision: 0,7
Recall: 0,152173913043478
F-Measure: 0,25


40020_udp-
TP:7, FP:139, FN:25
FPs: 40003_udp-: 9, 40027_udp-: 1, 40029_udp-: 3, 53_udp_dns-: 126,
FNs: 40028_udp-: 5, 40029_udp-: 2, 40025_udp-: 10, 40023_udp-: 2, 53_udp_dns-: 4, 40024_udp-: 1, 40005_udp-: 1,
Precision: 0,0479452054794521
Recall: 0,21875
F-Measure: 0,0786516853932584


40029_tcp-skypeexe
TP:5, FP:1, FN:0
FPs: 80_tcp_http-iexploreexe: 1,
FNs:
Precision: 0,833333333333333
Recall: 1
F-Measure: 0,909090909090909


22_tcp_ssh-puttyexe
TP:4, FP:0, FN:2
FPs:
FNs: 443_tcp_https-firefoxexe: 1, 5938_tcp-teamviewer_serviceexe: 1,
Precision: 1
Recall: 0,666666666666667
F-Measure: 0,8


27021_udp-
TP:4, FP:45, FN:117
FPs: 27017_udp-: 13, 27018_udp-: 11, 27019_udp-: 14, 27020_udp-: 7,
FNs: 53_udp_dns-: 113, 51654_udp-: 2, 443_udp_https-: 1, 43265_udp-: 1,
Precision: 0,0816326530612245
Recall: 0,0330578512396694
F-Measure: 0,0470588235294118


40029_udp-
TP:4, FP:96, FN:22
FPs: 40003_udp-: 2, 40020_udp-: 2, 40023_udp-: 1, 40027_udp-: 1, 40030_udp-: 1, 443_udp_https-: 1, 50321_udp-: 1, 51413
udp-: 35, 51654_udp-: 28, 53_udp_dns-: 3, 6881_udp-: 17, 6889_udp-: 3, 8999_udp-: 1,
FNs: 40024_udp-: 2, 40028_udp-: 5, 53_udp_dns-: 3, 40020_udp-: 3, 40023_udp-: 2, 40025_udp-: 6, 40036_udp-: 1,
Precision: 0,04
Recall: 0,153846153846154
F-Measure: 0,0634920634920635


9875_udp-
TP:4, FP:0, FN:1
FPs:
FNs: 57621_udp-: 1,
Precision: 1
Recall: 0,8
F-Measure: 0,888888888888889


49001_udp-
TP:3, FP:90, FN:51
FPs: 137_udp-: 33, 3800_udp-: 4, 43265_udp-: 2, 50321_udp-: 4, 51413_udp-: 4, 51654_udp-: 9, 5353_udp-: 1, 6881_udp-: 2
, 6882_udp-: 1, 6889_udp-: 3, 8621_udp-: 4, 8999_udp-: 2,
FNs: 51413_udp-: 8, 6881_udp-: 5, 53_udp_dns-: 13, 5004_udp-: 13, 51654_udp-: 1, 40028_udp-: 5, 50321_udp-: 3, 6889_udp
: 2, 547_udp_dhcpv6c-: 1,
Precision: 0,032258064516129
Recall: 0,0555555555555556
F-Measure: 0,0408163265306122


50321_udp-
TP:3, FP:40, FN:89
FPs: 1024_udp-: 2, 3800_udp-: 5, 49001_udp-: 3, 51413_udp-: 3, 6881_udp-: 18, 6889_udp-: 3, 8621_udp-: 5, 8999_udp-: 1,

FNs: 40029_udp-: 1, 5004_udp-: 21, 53_udp_dns-: 33, 6881_udp-: 18, 49001_udp-: 4, 6889_udp-: 6, 57621_udp-: 1, 547_udp_
hcpv6c-: 4, 40028_udp-: 1,
Precision: 0,0697674418604651
Recall: 0,0326086956521739
F-Measure: 0,0444444444444444


139_tcp-
TP:2, FP:0, FN:20
FPs:
FNs: 139_tcp-system: 20,
Precision: 1
Recall: 0,0909090909090909
F-Measure: 0,166666666666667


40024_udp-
TP:2, FP:40, FN:8
FPs: 40003_udp-: 2, 40018_udp-: 7, 40020_udp-: 1, 40025_udp-: 1, 40027_udp-: 1, 40028_udp-: 1, 40029_udp-: 2, 40030_udp
: 1, 40036_udp-: 1, 53_udp_dns-: 23,
FNs: 40036_udp-: 2, 40028_udp-: 1, 53_udp_dns-: 3, 40025_udp-: 2,
Precision: 0,0476190476190476
Recall: 0,2
F-Measure: 0,0769230769230769


40028_udp-
TP:2, FP:131, FN:4
FPs: 3800_udp-: 1, 40003_udp-: 3, 40020_udp-: 5, 40024_udp-: 1, 40029_udp-: 5, 40036_udp-: 1, 43265_udp-: 2, 443_tcp_ht
ps-chromeexe: 1, 443_udp_https-: 3, 49001_udp-: 5, 50321_udp-: 1, 51654_udp-: 4, 53_udp_dns-: 84, 6881_udp-: 11, 6882_u
p-: 1, 6889_udp-: 1, 8621_udp-: 1, 8999_udp-: 1,
FNs: 51654_udp-: 1, 40024_udp-: 1, 53_udp_dns-: 2,
Precision: 0,0150375939849624
Recall: 0,333333333333333
F-Measure: 0,0287769784172662


443_tcp_https-onedriveexe
TP:2, FP:0, FN:1110
FPs:
FNs: 443_tcp_https-: 1110,
Precision: 1
Recall: 0,00179856115107914
F-Measure: 0,00359066427289048


6892_udp-
TP:2, FP:71, FN:2
FPs: 6881_udp-: 69, 6882_udp-: 1, 6992_udp-: 1,
FNs: 6881_udp-: 1, 5004_udp-: 1,
Precision: 0,0273972602739726
Recall: 0,5
F-Measure: 0,0519480519480519


27017_udp-
TP:1, FP:0, FN:353
FPs:
FNs: 53_udp_dns-: 322, 27021_udp-: 13, 443_udp_https-: 2, 51654_udp-: 15, 27018_udp-: 1,
Precision: 1
Recall: 0,00282485875706215
F-Measure: 0,00563380281690141


27018_udp-
TP:1, FP:6, FN:344
FPs: 27017_udp-: 1, 27019_udp-: 1, 27020_udp-: 4,
FNs: 53_udp_dns-: 319, 27021_udp-: 11, 51654_udp-: 12, 443_udp_https-: 2,
Precision: 0,142857142857143
Recall: 0,00289855072463768
F-Measure: 0,00568181818181818


40027_udp-
TP:1, FP:0, FN:12
FPs:
FNs: 53_udp_dns-: 8, 40020_udp-: 1, 40024_udp-: 1, 443_udp_https-: 1, 40029_udp-: 1,
Precision: 1
Recall: 0,0769230769230769
F-Measure: 0,142857142857143


1024_udp-
TP:0, FP:1, FN:8
FPs: 8621_udp-: 1,
FNs: 5004_udp-: 6, 50321_udp-: 2,
Precision: 0
Recall: 0
F-Measure: 0


11888_udp-
TP:0, FP:0, FN:8
FPs:
FNs: 6881_udp-: 3, 5004_udp-: 2, 53_udp_dns-: 2, 6889_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


1900_udp-
TP:0, FP:0, FN:7883
FPs:
FNs: 57621_udp-: 6112, 53_udp_dns-: 46, 51654_udp-: 99, 5004_udp-: 1606, 3702_udp-: 20,
Precision: 0
Recall: 0
F-Measure: 0


27019_udp-
TP:0, FP:0, FN:1968
FPs:
FNs: 53_udp_dns-: 1937, 443_udp_https-: 2, 27021_udp-: 14, 27018_udp-: 1, 51654_udp-: 14,
Precision: 0
Recall: 0
F-Measure: 0


27020_udp-
TP:0, FP:1, FN:281
FPs: 443_tcp_https-chromeexe: 1,
FNs: 53_udp_dns-: 256, 27021_udp-: 7, 51654_udp-: 13, 27018_udp-: 4, 443_udp_https-: 1,
Precision: 0
Recall: 0
F-Measure: 0


2869_tcp-
TP:0, FP:0, FN:1018
FPs:
FNs: 80_tcp_http-iexploreexe: 447, 80_tcp_http-firefoxexe: 185, 80_tcp_http-steamexe: 209, 80_tcp_http-: 175, 80_tcp_ht
p-utorrentexe: 2,
Precision: 0
Recall: 0
F-Measure: 0


3128_tcp-system
TP:0, FP:0, FN:161
FPs:
FNs: 3128_tcp-: 75, 80_tcp_http-: 39, 80_tcp_http-iexploreexe: 17, 3128_tcp-chromeexe: 29, 3128_tcp-steamwebhelperexe:
,
Precision: 0
Recall: 0
F-Measure: 0


3800_udp-
TP:0, FP:0, FN:36
FPs:
FNs: 49001_udp-: 4, 5004_udp-: 24, 50321_udp-: 5, 547_udp_dhcpv6c-: 2, 40028_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40003_udp-
TP:0, FP:259, FN:23
FPs: 53_udp_dns-: 259,
FNs: 40020_udp-: 9, 40028_udp-: 3, 40024_udp-: 2, 53_udp_dns-: 5, 40029_udp-: 2, 5004_udp-: 1, 40036_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40005_udp-
TP:0, FP:18, FN:1
FPs: 40020_udp-: 1, 53_udp_dns-: 17,
FNs: 40025_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40018_udp-
TP:0, FP:0, FN:9
FPs:
FNs: 40024_udp-: 7, 53_udp_dns-: 2,
Precision: 0
Recall: 0
F-Measure: 0


40023_udp-
TP:0, FP:7, FN:1
FPs: 40020_udp-: 2, 40029_udp-: 2, 40030_udp-: 1, 40036_udp-: 2,
FNs: 40029_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40025_udp-
TP:0, FP:27, FN:1
FPs: 40005_udp-: 1, 40020_udp-: 10, 40024_udp-: 2, 40029_udp-: 6, 40030_udp-: 2, 40036_udp-: 1, 443_udp_https-: 5,
FNs: 40024_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40030_udp-
TP:0, FP:0, FN:5
FPs:
FNs: 40025_udp-: 2, 40024_udp-: 1, 40023_udp-: 1, 40029_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp-
TP:0, FP:10, FN:5
FPs: 40003_udp-: 1, 40024_udp-: 2, 40029_udp-: 1, 51413_udp-: 1, 51654_udp-: 1, 53_udp_dns-: 3, 6889_udp-: 1,
FNs: 40028_udp-: 1, 40025_udp-: 1, 40023_udp-: 2, 40024_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-googledrivesyncexe
TP:0, FP:0, FN:21
FPs:
FNs: 443_tcp_https-: 21,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-mshtaexe
TP:0, FP:0, FN:4
FPs:
FNs: 443_tcp_https-: 4,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-msmpengexe
TP:0, FP:0, FN:38
FPs:
FNs: 443_tcp_https-: 38,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-skypebrowserhostexe
TP:0, FP:3, FN:512
FPs: 443_tcp_https-: 3,
FNs: 443_tcp_https-: 509, 443_tcp_https-iexploreexe: 2, 80_tcp_http-: 1,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-skypeexe
TP:0, FP:159, FN:3698
FPs: 443_tcp_https-: 154, 443_tcp_https-iexploreexe: 2, 443_tcp_https-utorrentexe: 1, 5223_tcp_jabberssl-apsdaemonexe:
,
FNs: 443_tcp_https-: 3660, 443_tcp_https-chromeexe: 34, 80_tcp_http-: 4,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-spotifyexe
TP:0, FP:7, FN:4092
FPs: 443_tcp_https-: 6, 443_tcp_https-system: 1,
FNs: 443_tcp_https-: 2715, 443_tcp_https-firefoxexe: 1367, 3128_tcp-: 2, 443_tcp_https-chromeexe: 5, 5938_tcp-: 1, 5762
_udp-: 2,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-steamexe
TP:0, FP:0, FN:33
FPs:
FNs: 443_tcp_https-: 10, 443_tcp_https-firefoxexe: 23,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-steamwebhelperexe
TP:0, FP:0, FN:24
FPs:
FNs: 443_tcp_https-: 19, 443_tcp_https-firefoxexe: 5,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-svchostexe
TP:0, FP:0, FN:445
FPs:
FNs: 443_tcp_https-: 427, 80_tcp_http-: 18,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-thunderbirdexe
TP:0, FP:0, FN:17
FPs:
FNs: 443_tcp_https-: 17,
Precision: 0
Recall: 0
F-Measure: 0


443_tcp_https-utorrentexe
TP:0, FP:0, FN:244
FPs:
FNs: 443_tcp_https-: 240, 443_tcp_https-firefoxexe: 2, 80_tcp_http-: 1, 443_tcp_https-skypeexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


465_tcp-thunderbirdexe
TP:0, FP:0, FN:63
FPs:
FNs: 51654_udp-: 1, 443_tcp_https-: 62,
Precision: 0
Recall: 0
F-Measure: 0


47993_udp-
TP:0, FP:0, FN:65
FPs:
FNs: 53_udp_dns-: 38, 443_udp_https-: 12, 51654_udp-: 5, 43265_udp-: 10,
Precision: 0
Recall: 0
F-Measure: 0


5351_udp-
TP:0, FP:0, FN:131
FPs:
FNs: 5353_udp-: 4, 5355_udp-: 120, 53_udp_dns-: 7,
Precision: 0
Recall: 0
F-Measure: 0


67_udp_dhcps-
TP:0, FP:1, FN:304
FPs: 67_udp_dhcpc-: 1,
FNs: 5004_udp-: 26, 51654_udp-: 265, 53_udp_dns-: 6, 67_udp_dhcpc-: 3, 5353_udp-: 4,
Precision: 0
Recall: 0
F-Measure: 0


6882_udp-
TP:0, FP:0, FN:14
FPs:
FNs: 53_udp_dns-: 5, 6881_udp-: 4, 6892_udp-: 1, 49001_udp-: 1, 40028_udp-: 1, 5004_udp-: 2,
Precision: 0
Recall: 0
F-Measure: 0


6992_udp-
TP:0, FP:0, FN:2
FPs:
FNs: 5004_udp-: 1, 6892_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


80_tcp_http-avgmfapxexe
TP:0, FP:0, FN:10
FPs:
FNs: 80_tcp_http-iexploreexe: 1, 80_tcp_http-: 8, 80_tcp_http-spotifyexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


80_tcp_http-itunesexe
TP:0, FP:0, FN:159
FPs:
FNs: 80_tcp_http-: 102, 80_tcp_http-iexploreexe: 37, 80_tcp_http-spotifyexe: 20,
Precision: 0
Recall: 0
F-Measure: 0


80_tcp_http-system
TP:0, FP:1, FN:80
FPs: 80_tcp_http-: 1,
FNs: 80_tcp_http-: 58, 80_tcp_http-teamviewer_serviceexe: 8, 80_tcp_http-iexploreexe: 9, 80_tcp_http-spotifyexe: 3, 312
_tcp-steamwebhelperexe: 1, 80_tcp_http-utorrentieexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


8621_udp-
TP:0, FP:0, FN:41
FPs:
FNs: 5004_udp-: 22, 49001_udp-: 4, 50321_udp-: 5, 53_udp_dns-: 6, 1024_udp-: 1, 6881_udp-: 2, 40028_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


8999_udp-
TP:0, FP:0, FN:58
FPs:
FNs: 6881_udp-: 14, 5004_udp-: 18, 53_udp_dns-: 15, 49001_udp-: 2, 40029_udp-: 1, 547_udp_dhcpv6c-: 1, 6889_udp-: 5, 50
21_udp-: 1, 40028_udp-: 1,
Precision: 0
Recall: 0
F-Measure: 0


995_tcp-thunderbirdexe
TP:0, FP:0, FN:147
FPs:
FNs: 443_tcp_https-: 146, 443_tcp_https-firefoxexe: 1,
Precision: 0
Recall: 0
F-Measure: 0


