{
  "TestName": "cli",
  "DateTime": "2017-05-19T11:17:12.2855817+02:00",
  "DateTimeString": "2017-05-19-11-17-12-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": 0.25,
  "CrossValidationFolds": 2,
  "TrainingToVerificationRation": 0.2
}


PS D:\AppIdentCli> .\AppIdentCli.exe -f -m 30 -r 0.2 -s 0.25 -d ..\all_appIdentDataSource.bin
19.5.2017 11:17:12 Loading: ..\all_appIdentDataSource.bin
19.5.2017 11:20:05 Repartitioning ratio 0,2 with min flows 30
19.5.2017 11:20:05 Running feature elimination with trashold 0,25.
19.5.2017 11:52:49 Looking for best parameters.
19.5.2017 12:22:27 RandomForest grid search.
19.5.2017 12:22:27 RandomForest grid search.
19.5.2017 12:22:27 RandomForest grid search.
19.5.2017 12:22:27 RandomForest grid search.
19.5.2017 12:22:27 RandomForest grid search.
19.5.2017 12:22:39 RandomForest grid search.
19.5.2017 12:23:45 RandomForest grid search.
19.5.2017 12:24:13 RandomForest grid search.
19.5.2017 12:30:51 RandomForest grid search.
19.5.2017 12:49:26 RandomForest grid search.
19.5.2017 13:02:01 RandomForest grid search.
19.5.2017 13:03:06 RandomForest grid search.
19.5.2017 13:04:07 RandomForest grid search.
19.5.2017 13:06:01 RandomForest grid search.
19.5.2017 13:07:19 RandomForest grid search.
19.5.2017 13:15:53 RandomForest grid search.
19.5.2017 13:16:41 RandomForest grid search.
19.5.2017 13:17:01 RandomForest grid search.
19.5.2017 13:18:03 RandomForest grid search.
19.5.2017 13:29:18 RandomForest grid search.
19.5.2017 13:39:51 RandomForest grid search.
19.5.2017 13:46:40 RandomForest grid search.
19.5.2017 13:46:52 RandomForest grid search.
19.5.2017 13:47:10 RandomForest grid search.
19.5.2017 13:47:28 RandomForest grid search.
19.5.2017 14:12:00 RandomForest grid search.
19.5.2017 14:17:37 RandomForest grid search.
19.5.2017 14:40:54 RandomForest grid search.
19.5.2017 14:40:58 RandomForest grid search.
19.5.2017 14:41:18 RandomForest grid search.
19.5.2017 15:09:04 RandomForest grid search.
19.5.2017 15:20:47 RandomForest grid search.
19.5.2017 15:30:09 RandomForest grid search.
19.5.2017 15:30:13 RandomForest grid search.
19.5.2017 15:36:58 RandomForest grid search.
19.5.2017 15:39:11 RandomForest grid search.
19.5.2017 15:44:04 RandomForest grid search.
19.5.2017 15:45:50 RandomForest grid search.
19.5.2017 15:46:06 RandomForest grid search.
19.5.2017 15:49:59 RandomForest grid search.
19.5.2017 15:50:13 RandomForest grid search.
19.5.2017 15:54:34 RandomForest grid search.
19.5.2017 15:54:56 RandomForest grid search.
19.5.2017 15:55:02 RandomForest grid search.
19.5.2017 15:55:12 RandomForest grid search.
19.5.2017 15:55:46 RandomForest grid search.
19.5.2017 15:56:10 RandomForest grid search.
19.5.2017 15:56:46 RandomForest grid search.
19.5.2017 16:01:28 RandomForest grid search.
19.5.2017 16:53:52 RandomForest grid search.
19.5.2017 16:54:51 RandomForest grid search.
19.5.2017 17:34:27 RandomForest grid search.
19.5.2017 17:51:08 RandomForest grid search.
19.5.2017 17:57:10 RandomForest grid search.
19.5.2017 18:01:11 RandomForest grid search.
19.5.2017 18:01:11 RandomForest grid search.
19.5.2017 18:01:11 RandomForest grid search.
19.5.2017 18:01:18 RandomForest grid search.
19.5.2017 18:01:22 RandomForest grid search.
19.5.2017 18:01:13 RandomForest grid search.
19.5.2017 18:04:22 RandomForest grid search.
19.5.2017 18:04:33 RandomForest grid search.
19.5.2017 18:04:35 RandomForest grid search.
19.5.2017 18:04:54 RandomForest grid search.
19.5.2017 18:05:16 RandomForest grid search.
19.5.2017 18:05:17 RandomForest grid search.
19.5.2017 18:19:59 RandomForest grid search.
19.5.2017 18:20:48 RandomForest grid search.
19.5.2017 18:21:21 RandomForest grid search.
19.5.2017 19:13:48 RandomForest grid search.
19.5.2017 19:21:46 RandomForest grid search.
19.5.2017 19:27:56 RandomForest grid search.
19.5.2017 19:33:13 RandomForest grid search.
19.5.2017 19:40:29 RandomForest grid search.
19.5.2017 19:46:47 RandomForest grid search.
27.5.2017 8:32:41 Running cross validation.
27.5.2017 9:03:15 RandomForest cross validation.
27.5.2017 9:03:15 RandomForest cross validation.
### CV Results ###

### Training stats ###
>> model error mean: 0,017916
>> model std:  0,000156

### Validation stats ###
>> model error mean: 0,02634
>> model std:  0,000259
27.5.2017 10:19:54 Cross validation results:
443_tcp_https
TP:11800, FP:10, FN:11
FPs: 465_tcp: 6, 5222_tcp_jabber: 2, 5223_tcp_jabberssl: 1, 5938_tcp: 1,
FNs: 139_tcp: 2, 5938_tcp: 5, 22_tcp_ssh: 1, 465_tcp: 2, 80_tcp_http: 1,
Precision: 0,999153259949196
Recall: 0,999068664803996
F-Measure: 0,999110960585919


53_udp_dns
TP:4496, FP:17, FN:8
FPs: 40005_udp: 1, 40018_udp: 4, 40020_udp: 3, 40024_udp: 1, 40027_udp: 1, 40030_udp: 2, 40036_udp: 2, 67_udp_dhcpc: 3,

FNs: 40025_udp: 1, 5005_udp: 2, 5355_udp: 1, 5938_udp: 1, 27017_udp: 1, 137_udp: 1, 40005_udp: 1,
Precision: 0,996233104365167
Recall: 0,998223801065719
F-Measure: 0,997227459243651


5355_udp
TP:4399, FP:1, FN:0
FPs: 53_udp_dns: 1,
FNs:
Precision: 0,999772727272727
Recall: 1
F-Measure: 0,999886350721673


80_tcp_http
TP:2685, FP:51, FN:39
FPs: 2869_tcp: 16, 3128_tcp: 33, 40028_udp: 1, 443_tcp_https: 1,
FNs: 3128_tcp: 37, 6969_tcp: 1, 2869_tcp: 1,
Precision: 0,981359649122807
Recall: 0,98568281938326
F-Measure: 0,983516483516484


1900_udp
TP:1235, FP:2, FN:1
FPs: 3800_udp: 1, 6881_udp: 1,
FNs: 1024_udp: 1,
Precision: 0,998383185125303
Recall: 0,999190938511327
F-Measure: 0,998786898503842


27019_udp
TP:244, FP:14, FN:52
FPs: 27017_udp: 7, 27018_udp: 3, 27020_udp: 1, 27021_udp: 2, 43265_udp: 1,
FNs: 27017_udp: 48, 27018_udp: 4,
Precision: 0,945736434108527
Recall: 0,824324324324324
F-Measure: 0,88086642599278


3128_tcp
TP:220, FP:40, FN:34
FPs: 2869_tcp: 2, 40028_udp: 1, 80_tcp_http: 37,
FNs: 80_tcp_http: 33, 2869_tcp: 1,
Precision: 0,846153846153846
Recall: 0,866141732283465
F-Measure: 0,856031128404669


443_udp_https
TP:195, FP:1, FN:0
FPs: 40018_udp: 1,
FNs:
Precision: 0,994897959183674
Recall: 1
F-Measure: 0,997442455242967


2869_tcp
TP:161, FP:2, FN:18
FPs: 3128_tcp: 1, 80_tcp_http: 1,
FNs: 80_tcp_http: 16, 3128_tcp: 2,
Precision: 0,987730061349693
Recall: 0,899441340782123
F-Measure: 0,941520467836257


51654_udp
TP:151, FP:3, FN:3
FPs: 3800_udp: 1, 49001_udp: 1, 6881_udp: 1,
FNs: 40025_udp: 1, 11888_udp: 2,
Precision: 0,980519480519481
Recall: 0,980519480519481
F-Measure: 0,980519480519481


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


51413_udp
TP:59, FP:16, FN:6
FPs: 1024_udp: 2, 3800_udp: 2, 6881_udp: 10, 8621_udp: 1, 8999_udp: 1,
FNs: 6881_udp: 5, 8999_udp: 1,
Precision: 0,786666666666667
Recall: 0,907692307692308
F-Measure: 0,842857142857143


138_udp
TP:57, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27017_udp
TP:56, FP:180, FN:11
FPs: 27018_udp: 60, 27019_udp: 48, 27020_udp: 47, 27021_udp: 24, 53_udp_dns: 1,
FNs: 27019_udp: 7, 27018_udp: 4,
Precision: 0,23728813559322
Recall: 0,835820895522388
F-Measure: 0,36963696369637


6881_udp
TP:56, FP:114, FN:47
FPs: 1024_udp: 3, 11888_udp: 10, 3800_udp: 7, 40003_udp: 1, 49001_udp: 11, 50321_udp: 10, 51413_udp: 5, 6882_udp: 9, 68
9_udp: 22, 6892_udp: 11, 6992_udp: 11, 8621_udp: 5, 8999_udp: 9,
FNs: 6889_udp: 3, 8999_udp: 3, 1900_udp: 1, 6992_udp: 4, 1024_udp: 10, 40003_udp: 2, 50321_udp: 3, 51413_udp: 10, 6892_
dp: 2, 3800_udp: 1, 6882_udp: 2, 11888_udp: 4, 8621_udp: 1, 51654_udp: 1,
Precision: 0,329411764705882
Recall: 0,54368932038835
F-Measure: 0,41025641025641


137_udp
TP:43, FP:1, FN:0
FPs: 53_udp_dns: 1,
FNs:
Precision: 0,977272727272727
Recall: 1
F-Measure: 0,988505747126437


3702_udp
TP:36, FP:2, FN:0
FPs: 40027_udp: 1, 40029_udp: 1,
FNs:
Precision: 0,947368421052632
Recall: 1
F-Measure: 0,972972972972973


139_tcp
TP:34, FP:6, FN:0
FPs: 12350_tcp: 2, 40029_tcp: 2, 443_tcp_https: 2,
FNs:
Precision: 0,85
Recall: 1
F-Measure: 0,918918918918919


5938_tcp
TP:32, FP:5, FN:1
FPs: 443_tcp_https: 5,
FNs: 443_tcp_https: 1,
Precision: 0,864864864864865
Recall: 0,96969696969697
F-Measure: 0,914285714285714


5353_udp
TP:23, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


3478_udp
TP:21, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5351_udp
TP:20, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5938_udp
TP:18, FP:1, FN:0
FPs: 53_udp_dns: 1,
FNs:
Precision: 0,947368421052632
Recall: 1
F-Measure: 0,972972972972973


27036_udp
TP:17, FP:1, FN:0
FPs: 4070_tcp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


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


6969_tcp
TP:17, FP:1, FN:0
FPs: 80_tcp_http: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


11000_udp
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


547_udp_dhcpv6c
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


57621_udp
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


6889_udp
TP:16, FP:7, FN:30
FPs: 1024_udp: 1, 50321_udp: 1, 6881_udp: 3, 6882_udp: 1, 8621_udp: 1,
FNs: 6881_udp: 22, 1024_udp: 6, 11888_udp: 1, 49001_udp: 1,
Precision: 0,695652173913043
Recall: 0,347826086956522
F-Measure: 0,463768115942029


4070_tcp
TP:15, FP:0, FN:3
FPs:
FNs: 27036_udp: 1, 40029_tcp: 2,
Precision: 1
Recall: 0,833333333333333
F-Measure: 0,909090909090909


5004_udp
TP:15, FP:1, FN:0
FPs: 5005_udp: 1,
FNs:
Precision: 0,9375
Recall: 1
F-Measure: 0,967741935483871


995_tcp
TP:15, FP:0, FN:3
FPs:
FNs: 465_tcp: 3,
Precision: 1
Recall: 0,833333333333333
F-Measure: 0,909090909090909


5223_tcp_jabberssl
TP:14, FP:1, FN:1
FPs: 22_tcp_ssh: 1,
FNs: 443_tcp_https: 1,
Precision: 0,933333333333333
Recall: 0,933333333333333
F-Measure: 0,933333333333333


5005_udp
TP:13, FP:2, FN:1
FPs: 53_udp_dns: 2,
FNs: 5004_udp: 1,
Precision: 0,866666666666667
Recall: 0,928571428571429
F-Measure: 0,896551724137931


67_udp_dhcpc
TP:13, FP:0, FN:3
FPs:
FNs: 53_udp_dns: 3,
Precision: 1
Recall: 0,8125
F-Measure: 0,896551724137931


9875_udp
TP:13, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


22_tcp_ssh
TP:12, FP:1, FN:1
FPs: 443_tcp_https: 1,
FNs: 5223_tcp_jabberssl: 1,
Precision: 0,923076923076923
Recall: 0,923076923076923
F-Measure: 0,923076923076923


43265_udp
TP:12, FP:13, FN:3
FPs: 47993_udp: 13,
FNs: 47993_udp: 1, 27019_udp: 1, 8621_udp: 1,
Precision: 0,48
Recall: 0,8
F-Measure: 0,6


45776_tcp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5222_tcp_jabber
TP:12, FP:0, FN:2
FPs:
FNs: 443_tcp_https: 2,
Precision: 1
Recall: 0,857142857142857
F-Measure: 0,923076923076923


40029_tcp
TP:11, FP:2, FN:3
FPs: 4070_tcp: 2,
FNs: 12350_tcp: 1, 139_tcp: 2,
Precision: 0,846153846153846
Recall: 0,785714285714286
F-Measure: 0,814814814814815


40023_udp
TP:10, FP:19, FN:3
FPs: 40005_udp: 6, 40020_udp: 4, 40029_udp: 4, 40036_udp: 5,
FNs: 40018_udp: 1, 40005_udp: 1, 40025_udp: 1,
Precision: 0,344827586206897
Recall: 0,769230769230769
F-Measure: 0,476190476190476


465_tcp
TP:10, FP:5, FN:6
FPs: 443_tcp_https: 2, 995_tcp: 3,
FNs: 443_tcp_https: 6,
Precision: 0,666666666666667
Recall: 0,625
F-Measure: 0,645161290322581


12350_tcp
TP:9, FP:1, FN:2
FPs: 40029_tcp: 1,
FNs: 139_tcp: 2,
Precision: 0,9
Recall: 0,818181818181818
F-Measure: 0,857142857142857


40018_udp
TP:9, FP:14, FN:10
FPs: 40005_udp: 1, 40023_udp: 1, 40024_udp: 2, 40027_udp: 1, 40028_udp: 2, 40029_udp: 3, 40030_udp: 2, 40036_udp: 2,
FNs: 53_udp_dns: 4, 40027_udp: 2, 443_udp_https: 1, 40024_udp: 1, 40025_udp: 1, 40005_udp: 1,
Precision: 0,391304347826087
Recall: 0,473684210526316
F-Measure: 0,428571428571429


1024_udp
TP:7, FP:35, FN:8
FPs: 11888_udp: 1, 1900_udp: 1, 3800_udp: 7, 50321_udp: 2, 6881_udp: 10, 6882_udp: 1, 6889_udp: 6, 6992_udp: 3, 8621_ud
: 4,
FNs: 6889_udp: 1, 51413_udp: 2, 11888_udp: 2, 6881_udp: 3,
Precision: 0,166666666666667
Recall: 0,466666666666667
F-Measure: 0,245614035087719


40003_udp
TP:6, FP:16, FN:10
FPs: 40005_udp: 2, 40020_udp: 1, 40024_udp: 2, 40025_udp: 2, 40027_udp: 1, 40028_udp: 1, 40029_udp: 1, 40036_udp: 4, 68
1_udp: 2,
FNs: 40005_udp: 2, 40036_udp: 3, 40025_udp: 2, 40027_udp: 1, 6881_udp: 1, 40028_udp: 1,
Precision: 0,272727272727273
Recall: 0,375
F-Measure: 0,315789473684211


40024_udp
TP:5, FP:9, FN:9
FPs: 40005_udp: 1, 40018_udp: 1, 40020_udp: 2, 40025_udp: 2, 40027_udp: 1, 40030_udp: 2,
FNs: 40025_udp: 4, 40003_udp: 2, 40018_udp: 2, 53_udp_dns: 1,
Precision: 0,357142857142857
Recall: 0,357142857142857
F-Measure: 0,357142857142857


40020_udp
TP:4, FP:4, FN:13
FPs: 40027_udp: 1, 40028_udp: 3,
FNs: 40023_udp: 4, 6992_udp: 1, 40003_udp: 1, 53_udp_dns: 3, 40036_udp: 1, 40024_udp: 2, 40025_udp: 1,
Precision: 0,5
Recall: 0,235294117647059
F-Measure: 0,32


40025_udp
TP:4, FP:28, FN:4
FPs: 40003_udp: 2, 40005_udp: 5, 40018_udp: 1, 40020_udp: 1, 40023_udp: 1, 40024_udp: 4, 40027_udp: 1, 40028_udp: 4, 40
29_udp: 2, 40030_udp: 3, 40036_udp: 2, 51654_udp: 1, 53_udp_dns: 1,
FNs: 40024_udp: 2, 40003_udp: 2,
Precision: 0,125
Recall: 0,5
F-Measure: 0,2


40005_udp
TP:3, FP:6, FN:18
FPs: 40003_udp: 2, 40018_udp: 1, 40023_udp: 1, 40027_udp: 1, 53_udp_dns: 1,
FNs: 40023_udp: 6, 40028_udp: 1, 40003_udp: 2, 40025_udp: 5, 40027_udp: 1, 53_udp_dns: 1, 40024_udp: 1, 40018_udp: 1,
Precision: 0,333333333333333
Recall: 0,142857142857143
F-Measure: 0,2


40027_udp
TP:3, FP:12, FN:9
FPs: 40003_udp: 1, 40005_udp: 1, 40018_udp: 2, 40028_udp: 3, 40029_udp: 1, 40030_udp: 1, 40036_udp: 3,
FNs: 40024_udp: 1, 40028_udp: 1, 40018_udp: 1, 40025_udp: 1, 40003_udp: 1, 3702_udp: 1, 53_udp_dns: 1, 40020_udp: 1, 40
05_udp: 1,
Precision: 0,2
Recall: 0,25
F-Measure: 0,222222222222222


40030_udp
TP:3, FP:0, FN:11
FPs:
FNs: 40024_udp: 2, 40028_udp: 1, 53_udp_dns: 2, 40018_udp: 2, 40027_udp: 1, 40025_udp: 3,
Precision: 1
Recall: 0,214285714285714
F-Measure: 0,352941176470588


6882_udp
TP:3, FP:2, FN:11
FPs: 6881_udp: 2,
FNs: 6881_udp: 9, 1024_udp: 1, 6889_udp: 1,
Precision: 0,6
Recall: 0,214285714285714
F-Measure: 0,315789473684211


11888_udp
TP:2, FP:14, FN:12
FPs: 1024_udp: 2, 3800_udp: 1, 49001_udp: 4, 51654_udp: 2, 6881_udp: 4, 6889_udp: 1,
FNs: 6881_udp: 10, 50321_udp: 1, 1024_udp: 1,
Precision: 0,125
Recall: 0,142857142857143
F-Measure: 0,133333333333333


27018_udp
TP:2, FP:10, FN:64
FPs: 27017_udp: 4, 27019_udp: 4, 27020_udp: 2,
FNs: 27017_udp: 60, 27020_udp: 1, 27019_udp: 3,
Precision: 0,166666666666667
Recall: 0,0303030303030303
F-Measure: 0,0512820512820513


40028_udp
TP:2, FP:6, FN:15
FPs: 40003_udp: 1, 40005_udp: 1, 40027_udp: 1, 40029_udp: 2, 40030_udp: 1,
FNs: 40020_udp: 3, 40003_udp: 1, 40027_udp: 3, 40018_udp: 2, 3128_tcp: 1, 80_tcp_http: 1, 40025_udp: 4,
Precision: 0,25
Recall: 0,117647058823529
F-Measure: 0,16


40029_udp
TP:2, FP:0, FN:14
FPs:
FNs: 40025_udp: 2, 3702_udp: 1, 40018_udp: 3, 40023_udp: 4, 40003_udp: 1, 40028_udp: 2, 40027_udp: 1,
Precision: 1
Recall: 0,125
F-Measure: 0,222222222222222


50321_udp
TP:2, FP:4, FN:14
FPs: 11888_udp: 1, 6881_udp: 3,
FNs: 6881_udp: 10, 8999_udp: 1, 1024_udp: 2, 6889_udp: 1,
Precision: 0,333333333333333
Recall: 0,125
F-Measure: 0,181818181818182


3800_udp
TP:1, FP:4, FN:19
FPs: 49001_udp: 1, 6881_udp: 1, 8621_udp: 2,
FNs: 6881_udp: 7, 1024_udp: 7, 51413_udp: 2, 1900_udp: 1, 51654_udp: 1, 11888_udp: 1,
Precision: 0,2
Recall: 0,05
F-Measure: 0,08


47993_udp
TP:1, FP:1, FN:13
FPs: 43265_udp: 1,
FNs: 43265_udp: 13,
Precision: 0,5
Recall: 0,0714285714285714
F-Measure: 0,125


6992_udp
TP:1, FP:7, FN:15
FPs: 40020_udp: 1, 6881_udp: 4, 6892_udp: 2,
FNs: 1024_udp: 3, 6881_udp: 11, 6892_udp: 1,
Precision: 0,125
Recall: 0,0625
F-Measure: 0,0833333333333333


8621_udp
TP:1, FP:3, FN:14
FPs: 43265_udp: 1, 6881_udp: 1, 8999_udp: 1,
FNs: 6881_udp: 5, 1024_udp: 4, 3800_udp: 2, 49001_udp: 1, 51413_udp: 1, 6889_udp: 1,
Precision: 0,25
Recall: 0,0666666666666667
F-Measure: 0,105263157894737


8999_udp
TP:1, FP:6, FN:11
FPs: 49001_udp: 1, 50321_udp: 1, 51413_udp: 1, 6881_udp: 3,
FNs: 6881_udp: 9, 8621_udp: 1, 51413_udp: 1,
Precision: 0,142857142857143
Recall: 0,0833333333333333
F-Measure: 0,105263157894737


27020_udp
TP:0, FP:1, FN:50
FPs: 27018_udp: 1,
FNs: 27017_udp: 47, 27018_udp: 2, 27019_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


27021_udp
TP:0, FP:0, FN:26
FPs:
FNs: 27017_udp: 24, 27019_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp
TP:0, FP:4, FN:18
FPs: 40003_udp: 3, 40020_udp: 1,
FNs: 40003_udp: 4, 40025_udp: 2, 40027_udp: 3, 53_udp_dns: 2, 40018_udp: 2, 40023_udp: 5,
Precision: 0
Recall: 0
F-Measure: 0


49001_udp
TP:0, FP:2, FN:18
FPs: 6889_udp: 1, 8621_udp: 1,
FNs: 6881_udp: 11, 51654_udp: 1, 11888_udp: 4, 3800_udp: 1, 8999_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


6892_udp
TP:0, FP:3, FN:13
FPs: 6881_udp: 2, 6992_udp: 1,
FNs: 6881_udp: 11, 6992_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0



27.5.2017 10:19:54 Running classification
27.5.2017 10:21:13 Classification results:
443_tcp_https
TP:11800, FP:10, FN:11
FPs: 465_tcp: 6, 5222_tcp_jabber: 2, 5223_tcp_jabberssl: 1, 5938_tcp: 1,
FNs: 139_tcp: 2, 5938_tcp: 5, 22_tcp_ssh: 1, 465_tcp: 2, 80_tcp_http: 1,
Precision: 0,999153259949196
Recall: 0,999068664803996
F-Measure: 0,999110960585919


53_udp_dns
TP:4496, FP:17, FN:8
FPs: 40005_udp: 1, 40018_udp: 4, 40020_udp: 3, 40024_udp: 1, 40027_udp: 1, 40030_udp: 2, 40036_udp: 2, 67_udp_dhcpc: 3,

FNs: 40025_udp: 1, 5005_udp: 2, 5355_udp: 1, 5938_udp: 1, 27017_udp: 1, 137_udp: 1, 40005_udp: 1,
Precision: 0,996233104365167
Recall: 0,998223801065719
F-Measure: 0,997227459243651


5355_udp
TP:4399, FP:1, FN:0
FPs: 53_udp_dns: 1,
FNs:
Precision: 0,999772727272727
Recall: 1
F-Measure: 0,999886350721673


80_tcp_http
TP:2685, FP:51, FN:39
FPs: 2869_tcp: 16, 3128_tcp: 33, 40028_udp: 1, 443_tcp_https: 1,
FNs: 3128_tcp: 37, 6969_tcp: 1, 2869_tcp: 1,
Precision: 0,981359649122807
Recall: 0,98568281938326
F-Measure: 0,983516483516484


1900_udp
TP:1235, FP:2, FN:1
FPs: 3800_udp: 1, 6881_udp: 1,
FNs: 1024_udp: 1,
Precision: 0,998383185125303
Recall: 0,999190938511327
F-Measure: 0,998786898503842


27019_udp
TP:244, FP:14, FN:52
FPs: 27017_udp: 7, 27018_udp: 3, 27020_udp: 1, 27021_udp: 2, 43265_udp: 1,
FNs: 27017_udp: 48, 27018_udp: 4,
Precision: 0,945736434108527
Recall: 0,824324324324324
F-Measure: 0,88086642599278


3128_tcp
TP:220, FP:40, FN:34
FPs: 2869_tcp: 2, 40028_udp: 1, 80_tcp_http: 37,
FNs: 80_tcp_http: 33, 2869_tcp: 1,
Precision: 0,846153846153846
Recall: 0,866141732283465
F-Measure: 0,856031128404669


443_udp_https
TP:195, FP:1, FN:0
FPs: 40018_udp: 1,
FNs:
Precision: 0,994897959183674
Recall: 1
F-Measure: 0,997442455242967


2869_tcp
TP:161, FP:2, FN:18
FPs: 3128_tcp: 1, 80_tcp_http: 1,
FNs: 80_tcp_http: 16, 3128_tcp: 2,
Precision: 0,987730061349693
Recall: 0,899441340782123
F-Measure: 0,941520467836257


51654_udp
TP:151, FP:3, FN:3
FPs: 3800_udp: 1, 49001_udp: 1, 6881_udp: 1,
FNs: 40025_udp: 1, 11888_udp: 2,
Precision: 0,980519480519481
Recall: 0,980519480519481
F-Measure: 0,980519480519481


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


51413_udp
TP:59, FP:16, FN:6
FPs: 1024_udp: 2, 3800_udp: 2, 6881_udp: 10, 8621_udp: 1, 8999_udp: 1,
FNs: 6881_udp: 5, 8999_udp: 1,
Precision: 0,786666666666667
Recall: 0,907692307692308
F-Measure: 0,842857142857143


138_udp
TP:57, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


27017_udp
TP:56, FP:180, FN:11
FPs: 27018_udp: 60, 27019_udp: 48, 27020_udp: 47, 27021_udp: 24, 53_udp_dns: 1,
FNs: 27019_udp: 7, 27018_udp: 4,
Precision: 0,23728813559322
Recall: 0,835820895522388
F-Measure: 0,36963696369637


6881_udp
TP:56, FP:114, FN:47
FPs: 1024_udp: 3, 11888_udp: 10, 3800_udp: 7, 40003_udp: 1, 49001_udp: 11, 50321_udp: 10, 51413_udp: 5, 6882_udp: 9, 68
9_udp: 22, 6892_udp: 11, 6992_udp: 11, 8621_udp: 5, 8999_udp: 9,
FNs: 6889_udp: 3, 8999_udp: 3, 1900_udp: 1, 6992_udp: 4, 1024_udp: 10, 40003_udp: 2, 50321_udp: 3, 51413_udp: 10, 6892_
dp: 2, 3800_udp: 1, 6882_udp: 2, 11888_udp: 4, 8621_udp: 1, 51654_udp: 1,
Precision: 0,329411764705882
Recall: 0,54368932038835
F-Measure: 0,41025641025641


137_udp
TP:43, FP:1, FN:0
FPs: 53_udp_dns: 1,
FNs:
Precision: 0,977272727272727
Recall: 1
F-Measure: 0,988505747126437


3702_udp
TP:36, FP:2, FN:0
FPs: 40027_udp: 1, 40029_udp: 1,
FNs:
Precision: 0,947368421052632
Recall: 1
F-Measure: 0,972972972972973


139_tcp
TP:34, FP:6, FN:0
FPs: 12350_tcp: 2, 40029_tcp: 2, 443_tcp_https: 2,
FNs:
Precision: 0,85
Recall: 1
F-Measure: 0,918918918918919


5938_tcp
TP:32, FP:5, FN:1
FPs: 443_tcp_https: 5,
FNs: 443_tcp_https: 1,
Precision: 0,864864864864865
Recall: 0,96969696969697
F-Measure: 0,914285714285714


5353_udp
TP:23, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


3478_udp
TP:21, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5351_udp
TP:20, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5938_udp
TP:18, FP:1, FN:0
FPs: 53_udp_dns: 1,
FNs:
Precision: 0,947368421052632
Recall: 1
F-Measure: 0,972972972972973


27036_udp
TP:17, FP:1, FN:0
FPs: 4070_tcp: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


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


6969_tcp
TP:17, FP:1, FN:0
FPs: 80_tcp_http: 1,
FNs:
Precision: 0,944444444444444
Recall: 1
F-Measure: 0,971428571428571


11000_udp
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


547_udp_dhcpv6c
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


57621_udp
TP:16, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


6889_udp
TP:16, FP:7, FN:30
FPs: 1024_udp: 1, 50321_udp: 1, 6881_udp: 3, 6882_udp: 1, 8621_udp: 1,
FNs: 6881_udp: 22, 1024_udp: 6, 11888_udp: 1, 49001_udp: 1,
Precision: 0,695652173913043
Recall: 0,347826086956522
F-Measure: 0,463768115942029


4070_tcp
TP:15, FP:0, FN:3
FPs:
FNs: 27036_udp: 1, 40029_tcp: 2,
Precision: 1
Recall: 0,833333333333333
F-Measure: 0,909090909090909


5004_udp
TP:15, FP:1, FN:0
FPs: 5005_udp: 1,
FNs:
Precision: 0,9375
Recall: 1
F-Measure: 0,967741935483871


995_tcp
TP:15, FP:0, FN:3
FPs:
FNs: 465_tcp: 3,
Precision: 1
Recall: 0,833333333333333
F-Measure: 0,909090909090909


5223_tcp_jabberssl
TP:14, FP:1, FN:1
FPs: 22_tcp_ssh: 1,
FNs: 443_tcp_https: 1,
Precision: 0,933333333333333
Recall: 0,933333333333333
F-Measure: 0,933333333333333


5005_udp
TP:13, FP:2, FN:1
FPs: 53_udp_dns: 2,
FNs: 5004_udp: 1,
Precision: 0,866666666666667
Recall: 0,928571428571429
F-Measure: 0,896551724137931


67_udp_dhcpc
TP:13, FP:0, FN:3
FPs:
FNs: 53_udp_dns: 3,
Precision: 1
Recall: 0,8125
F-Measure: 0,896551724137931


9875_udp
TP:13, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


22_tcp_ssh
TP:12, FP:1, FN:1
FPs: 443_tcp_https: 1,
FNs: 5223_tcp_jabberssl: 1,
Precision: 0,923076923076923
Recall: 0,923076923076923
F-Measure: 0,923076923076923


43265_udp
TP:12, FP:13, FN:3
FPs: 47993_udp: 13,
FNs: 47993_udp: 1, 27019_udp: 1, 8621_udp: 1,
Precision: 0,48
Recall: 0,8
F-Measure: 0,6


45776_tcp
TP:12, FP:0, FN:0
FPs:
FNs:
Precision: 1
Recall: 1
F-Measure: 1


5222_tcp_jabber
TP:12, FP:0, FN:2
FPs:
FNs: 443_tcp_https: 2,
Precision: 1
Recall: 0,857142857142857
F-Measure: 0,923076923076923


40029_tcp
TP:11, FP:2, FN:3
FPs: 4070_tcp: 2,
FNs: 12350_tcp: 1, 139_tcp: 2,
Precision: 0,846153846153846
Recall: 0,785714285714286
F-Measure: 0,814814814814815


40023_udp
TP:10, FP:19, FN:3
FPs: 40005_udp: 6, 40020_udp: 4, 40029_udp: 4, 40036_udp: 5,
FNs: 40018_udp: 1, 40005_udp: 1, 40025_udp: 1,
Precision: 0,344827586206897
Recall: 0,769230769230769
F-Measure: 0,476190476190476


465_tcp
TP:10, FP:5, FN:6
FPs: 443_tcp_https: 2, 995_tcp: 3,
FNs: 443_tcp_https: 6,
Precision: 0,666666666666667
Recall: 0,625
F-Measure: 0,645161290322581


12350_tcp
TP:9, FP:1, FN:2
FPs: 40029_tcp: 1,
FNs: 139_tcp: 2,
Precision: 0,9
Recall: 0,818181818181818
F-Measure: 0,857142857142857


40018_udp
TP:9, FP:14, FN:10
FPs: 40005_udp: 1, 40023_udp: 1, 40024_udp: 2, 40027_udp: 1, 40028_udp: 2, 40029_udp: 3, 40030_udp: 2, 40036_udp: 2,
FNs: 53_udp_dns: 4, 40027_udp: 2, 443_udp_https: 1, 40024_udp: 1, 40025_udp: 1, 40005_udp: 1,
Precision: 0,391304347826087
Recall: 0,473684210526316
F-Measure: 0,428571428571429


1024_udp
TP:7, FP:35, FN:8
FPs: 11888_udp: 1, 1900_udp: 1, 3800_udp: 7, 50321_udp: 2, 6881_udp: 10, 6882_udp: 1, 6889_udp: 6, 6992_udp: 3, 8621_ud
: 4,
FNs: 6889_udp: 1, 51413_udp: 2, 11888_udp: 2, 6881_udp: 3,
Precision: 0,166666666666667
Recall: 0,466666666666667
F-Measure: 0,245614035087719


40003_udp
TP:6, FP:16, FN:10
FPs: 40005_udp: 2, 40020_udp: 1, 40024_udp: 2, 40025_udp: 2, 40027_udp: 1, 40028_udp: 1, 40029_udp: 1, 40036_udp: 4, 68
1_udp: 2,
FNs: 40005_udp: 2, 40036_udp: 3, 40025_udp: 2, 40027_udp: 1, 6881_udp: 1, 40028_udp: 1,
Precision: 0,272727272727273
Recall: 0,375
F-Measure: 0,315789473684211


40024_udp
TP:5, FP:9, FN:9
FPs: 40005_udp: 1, 40018_udp: 1, 40020_udp: 2, 40025_udp: 2, 40027_udp: 1, 40030_udp: 2,
FNs: 40025_udp: 4, 40003_udp: 2, 40018_udp: 2, 53_udp_dns: 1,
Precision: 0,357142857142857
Recall: 0,357142857142857
F-Measure: 0,357142857142857


40020_udp
TP:4, FP:4, FN:13
FPs: 40027_udp: 1, 40028_udp: 3,
FNs: 40023_udp: 4, 6992_udp: 1, 40003_udp: 1, 53_udp_dns: 3, 40036_udp: 1, 40024_udp: 2, 40025_udp: 1,
Precision: 0,5
Recall: 0,235294117647059
F-Measure: 0,32


40025_udp
TP:4, FP:28, FN:4
FPs: 40003_udp: 2, 40005_udp: 5, 40018_udp: 1, 40020_udp: 1, 40023_udp: 1, 40024_udp: 4, 40027_udp: 1, 40028_udp: 4, 40
29_udp: 2, 40030_udp: 3, 40036_udp: 2, 51654_udp: 1, 53_udp_dns: 1,
FNs: 40024_udp: 2, 40003_udp: 2,
Precision: 0,125
Recall: 0,5
F-Measure: 0,2


40005_udp
TP:3, FP:6, FN:18
FPs: 40003_udp: 2, 40018_udp: 1, 40023_udp: 1, 40027_udp: 1, 53_udp_dns: 1,
FNs: 40023_udp: 6, 40028_udp: 1, 40003_udp: 2, 40025_udp: 5, 40027_udp: 1, 53_udp_dns: 1, 40024_udp: 1, 40018_udp: 1,
Precision: 0,333333333333333
Recall: 0,142857142857143
F-Measure: 0,2


40027_udp
TP:3, FP:12, FN:9
FPs: 40003_udp: 1, 40005_udp: 1, 40018_udp: 2, 40028_udp: 3, 40029_udp: 1, 40030_udp: 1, 40036_udp: 3,
FNs: 40024_udp: 1, 40028_udp: 1, 40018_udp: 1, 40025_udp: 1, 40003_udp: 1, 3702_udp: 1, 53_udp_dns: 1, 40020_udp: 1, 40
05_udp: 1,
Precision: 0,2
Recall: 0,25
F-Measure: 0,222222222222222


40030_udp
TP:3, FP:0, FN:11
FPs:
FNs: 40024_udp: 2, 40028_udp: 1, 53_udp_dns: 2, 40018_udp: 2, 40027_udp: 1, 40025_udp: 3,
Precision: 1
Recall: 0,214285714285714
F-Measure: 0,352941176470588


6882_udp
TP:3, FP:2, FN:11
FPs: 6881_udp: 2,
FNs: 6881_udp: 9, 1024_udp: 1, 6889_udp: 1,
Precision: 0,6
Recall: 0,214285714285714
F-Measure: 0,315789473684211


11888_udp
TP:2, FP:14, FN:12
FPs: 1024_udp: 2, 3800_udp: 1, 49001_udp: 4, 51654_udp: 2, 6881_udp: 4, 6889_udp: 1,
FNs: 6881_udp: 10, 50321_udp: 1, 1024_udp: 1,
Precision: 0,125
Recall: 0,142857142857143
F-Measure: 0,133333333333333


27018_udp
TP:2, FP:10, FN:64
FPs: 27017_udp: 4, 27019_udp: 4, 27020_udp: 2,
FNs: 27017_udp: 60, 27020_udp: 1, 27019_udp: 3,
Precision: 0,166666666666667
Recall: 0,0303030303030303
F-Measure: 0,0512820512820513


40028_udp
TP:2, FP:6, FN:15
FPs: 40003_udp: 1, 40005_udp: 1, 40027_udp: 1, 40029_udp: 2, 40030_udp: 1,
FNs: 40020_udp: 3, 40003_udp: 1, 40027_udp: 3, 40018_udp: 2, 3128_tcp: 1, 80_tcp_http: 1, 40025_udp: 4,
Precision: 0,25
Recall: 0,117647058823529
F-Measure: 0,16


40029_udp
TP:2, FP:0, FN:14
FPs:
FNs: 40025_udp: 2, 3702_udp: 1, 40018_udp: 3, 40023_udp: 4, 40003_udp: 1, 40028_udp: 2, 40027_udp: 1,
Precision: 1
Recall: 0,125
F-Measure: 0,222222222222222


50321_udp
TP:2, FP:4, FN:14
FPs: 11888_udp: 1, 6881_udp: 3,
FNs: 6881_udp: 10, 8999_udp: 1, 1024_udp: 2, 6889_udp: 1,
Precision: 0,333333333333333
Recall: 0,125
F-Measure: 0,181818181818182


3800_udp
TP:1, FP:4, FN:19
FPs: 49001_udp: 1, 6881_udp: 1, 8621_udp: 2,
FNs: 6881_udp: 7, 1024_udp: 7, 51413_udp: 2, 1900_udp: 1, 51654_udp: 1, 11888_udp: 1,
Precision: 0,2
Recall: 0,05
F-Measure: 0,08


47993_udp
TP:1, FP:1, FN:13
FPs: 43265_udp: 1,
FNs: 43265_udp: 13,
Precision: 0,5
Recall: 0,0714285714285714
F-Measure: 0,125


6992_udp
TP:1, FP:7, FN:15
FPs: 40020_udp: 1, 6881_udp: 4, 6892_udp: 2,
FNs: 1024_udp: 3, 6881_udp: 11, 6892_udp: 1,
Precision: 0,125
Recall: 0,0625
F-Measure: 0,0833333333333333


8621_udp
TP:1, FP:3, FN:14
FPs: 43265_udp: 1, 6881_udp: 1, 8999_udp: 1,
FNs: 6881_udp: 5, 1024_udp: 4, 3800_udp: 2, 49001_udp: 1, 51413_udp: 1, 6889_udp: 1,
Precision: 0,25
Recall: 0,0666666666666667
F-Measure: 0,105263157894737


8999_udp
TP:1, FP:6, FN:11
FPs: 49001_udp: 1, 50321_udp: 1, 51413_udp: 1, 6881_udp: 3,
FNs: 6881_udp: 9, 8621_udp: 1, 51413_udp: 1,
Precision: 0,142857142857143
Recall: 0,0833333333333333
F-Measure: 0,105263157894737


27020_udp
TP:0, FP:1, FN:50
FPs: 27018_udp: 1,
FNs: 27017_udp: 47, 27018_udp: 2, 27019_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


27021_udp
TP:0, FP:0, FN:26
FPs:
FNs: 27017_udp: 24, 27019_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


40036_udp
TP:0, FP:4, FN:18
FPs: 40003_udp: 3, 40020_udp: 1,
FNs: 40003_udp: 4, 40025_udp: 2, 40027_udp: 3, 53_udp_dns: 2, 40018_udp: 2, 40023_udp: 5,
Precision: 0
Recall: 0
F-Measure: 0


49001_udp
TP:0, FP:2, FN:18
FPs: 6889_udp: 1, 8621_udp: 1,
FNs: 6881_udp: 11, 51654_udp: 1, 11888_udp: 4, 3800_udp: 1, 8999_udp: 1,
Precision: 0
Recall: 0
F-Measure: 0


6892_udp
TP:0, FP:3, FN:13
FPs: 6881_udp: 2, 6992_udp: 1,
FNs: 6881_udp: 11, 6992_udp: 2,
Precision: 0
Recall: 0
F-Measure: 0


