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Upload results.txt

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  1. results.txt +141 -0
results.txt ADDED
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+ ==========================] - 2969s 2s/step - loss: 0.2642 - accuracy: 0.9627
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+ Loss: 0.26420989632606506
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+ Accuracy: 0.9626917243003845
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+ Predicting the class labels...
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+ Classification report:
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+ /anaconda/envs/azureml_py38/lib/python3.8/site-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
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+ _warn_prf(average, modifier, msg_start, len(result))
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+ precision recall f1-score support
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+
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+ 9002Rat 1.00 0.71 0.83 133
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+ AnglerEK 1.00 0.67 0.80 12
12
+ BandarChorRansomware 1.00 0.86 0.92 7
13
+ Banload 0.97 0.85 0.90 362
14
+ Bartalex 1.00 0.75 0.86 4
15
+ BasBanke 1.00 1.00 1.00 1
16
+ Bazarbackdoor 0.95 0.99 0.97 8498
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+ Benign 0.94 0.87 0.90 1298
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+ BitRAT 0.00 0.00 0.00 1
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+ Bizarro 1.00 0.80 0.89 10
20
+ BlackMatter 1.00 1.00 1.00 1
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+ BlackholeEK 0.82 0.76 0.79 62
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+ CVE-2008-2551 1.00 0.67 0.80 3
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+ CVE-2015-0359 1.00 1.00 1.00 3
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+ CVE-2017-11882 0.98 0.46 0.62 138
25
+ CertBreaker 1.00 1.00 1.00 2
26
+ ClownicRansomware 0.00 0.00 0.00 1
27
+ CobaltStrike 0.98 0.79 0.87 100
28
+ CobraCarbonSystem 0.96 0.90 0.93 746
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+ CoreShell 0.93 0.89 0.91 45
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+ DearCryRansomware 1.00 1.00 1.00 1
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+ DecafRansomware 0.00 0.00 0.00 2
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+ DistTrack 1.00 0.88 0.94 17
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+ DnSpyTrojan 1.00 0.71 0.83 7
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+ Exaramel 0.00 0.00 0.00 1
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+ EyService 1.00 0.77 0.87 31
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+ FakeDivX 1.00 0.97 0.99 35
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+ Fanny 1.00 1.00 1.00 255
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+ Fareit 1.00 1.00 1.00 373
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+ FighterPOS 0.97 0.88 0.92 41
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+ FritzFrog 1.00 1.00 1.00 16
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+ Gamaredon 0.92 0.81 0.86 113
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+ GandCrab 1.00 1.00 1.00 5689
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+ GootLoader 1.00 1.00 1.00 3808
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+ Grief 1.00 1.00 1.00 8
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+ GrimPlant 0.99 0.97 0.98 384
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+ HavexRat 1.00 0.83 0.90 23
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+ HawkEyeKeylogger 1.00 1.00 1.00 25
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+ HeaderTip 0.82 1.00 0.90 9
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+ Hoplight 0.51 0.22 0.31 260
50
+ Houdini 0.97 0.78 0.87 37
51
+ HyperSSL 1.00 0.88 0.93 8
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+ IcedId 0.99 0.99 0.99 2103
53
+ Infy 0.94 0.97 0.96 2754
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+ IsmAgent 0.94 0.89 0.91 18
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+ Jaff 0.96 0.96 0.96 25
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+ KRBanker 0.96 0.99 0.98 1846
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+ Keybase 0.97 0.91 0.94 261
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+ KghSpy 1.00 0.73 0.84 11
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+ Kobalos 1.00 0.67 0.80 6
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+ Korlia 0.95 0.88 0.91 192
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+ LockyRansomware 0.67 1.00 0.80 16
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+ LokiPasswordStealer 0.97 0.99 0.98 3246
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+ Magnat 1.00 0.71 0.83 35
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+ Maze 0.97 0.93 0.95 236
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+ MedusaLocker 1.00 1.00 1.00 1
66
+ Mispadu 0.88 0.58 0.70 12
67
+ Molerats 0.95 0.75 0.84 28
68
+ MooBot 1.00 1.00 1.00 1
69
+ Moqhao 1.00 0.80 0.89 10
70
+ MosesStaff 1.00 1.00 1.00 2
71
+ Nanhaishu 0.80 1.00 0.89 4
72
+ Networm 1.00 1.00 1.00 1
73
+ Nimrev 1.00 0.95 0.98 88
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+ NjRat 0.96 0.82 0.89 33
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+ NuclearEK 0.00 0.00 0.00 1
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+ Ohagi 0.97 0.97 0.97 244
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+ Okiru 0.93 0.87 0.90 31
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+ Oscorp 1.00 0.50 0.67 2
79
+ Owowa 1.00 0.67 0.80 3
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+ PIVY 1.00 0.94 0.97 18
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+ PandaBanker 0.97 0.97 0.97 257
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+ PassCV 1.00 0.88 0.93 90
83
+ Pay2Key 0.93 0.88 0.90 16
84
+ Phorpiex 1.00 1.00 1.00 22
85
+ Poseidon 1.00 1.00 1.00 14
86
+ Powersniff 1.00 1.00 1.00 18
87
+ ProjectSauron 1.00 0.82 0.90 11
88
+ PwnPOS 1.00 1.00 1.00 8
89
+ QakBot 0.98 0.99 0.99 3332
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+ QuantumRansomware 1.00 1.00 1.00 1
91
+ QuasarRAT 1.00 1.00 1.00 1
92
+ Ramdo 0.99 0.97 0.98 772
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+ RansomExx 0.99 0.96 0.98 148
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+ Razy 1.00 0.60 0.75 5
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+ Remcos 1.00 0.80 0.89 5
96
+ Retefe 0.00 0.00 0.00 1
97
+ RokRAT 1.00 0.33 0.50 6
98
+ Rovnix 1.00 0.95 0.97 220
99
+ Sakula 1.00 1.00 1.00 2093
100
+ Sanya 1.00 0.75 0.86 8
101
+ ShellCrew 1.00 0.97 0.99 38
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+ Shellbot 0.00 0.00 0.00 1
103
+ ShimRAT 1.00 0.89 0.94 35
104
+ Sierra 0.64 0.79 0.71 420
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+ Slave 1.00 1.00 1.00 17
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+ SmokeLoader 0.92 0.90 0.91 488
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+ SpiderpigRAT 0.97 0.89 0.92 333
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+ SshNet 0.79 0.65 0.71 17
109
+ Stegoloader 0.94 0.84 0.89 19
110
+ TeslaCrypt 1.00 0.75 0.86 4
111
+ Tinba 1.00 0.72 0.84 18
112
+ Tor2Mine 0.75 0.75 0.75 8
113
+ UBoatRAT 0.86 0.75 0.80 8
114
+ Upatre 0.98 0.99 0.98 1681
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+ Valyria 1.00 0.71 0.83 7
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+ Voho 1.00 0.83 0.91 6
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+ WellMail 0.50 0.74 0.60 38
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+ WellMess 0.50 0.26 0.34 38
119
+ WinMM 0.93 0.95 0.94 676
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+ WinsLoader 1.00 1.00 1.00 14
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+ WpBruteBot 0.88 0.93 0.90 1419
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+ XFilesStealer 1.00 0.33 0.50 3
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+ XRat 1.00 1.00 1.00 2
124
+ XTunnel 0.97 0.92 0.94 704
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+ XXMM 0.96 0.82 0.88 28
126
+ XsPlus 1.00 0.96 0.98 26
127
+ Zumanek 1.00 0.40 0.57 5
128
+ zLoader 0.90 0.91 0.91 644
129
+
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+ accuracy 0.96 47523
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+ macro avg 0.90 0.80 0.84 47523
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+ weighted avg 0.96 0.96 0.96 47523
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+
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+ Confusion matrix:
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+ [[ 94 0 0 ... 0 0 1]
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+ [ 0 8 0 ... 0 0 0]
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+ [ 0 0 6 ... 0 0 0]
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+ ...
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+ [ 0 0 0 ... 25 0 0]
140
+ [ 0 0 0 ... 0 2 0]
141
+ [ 0 0 0 ... 0 0 588]]