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==========================] - 2969s 2s/step - loss: 0.2642 - accuracy: 0.9627 Loss: 0.26420989632606506 Accuracy: 0.9626917243003845 Predicting the class labels... Classification report: /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. _warn_prf(average, modifier, msg_start, len(result)) precision recall f1-score support 9002Rat 1.00 0.71 0.83 133 AnglerEK 1.00 0.67 0.80 12 BandarChorRansomware 1.00 0.86 0.92 7 Banload 0.97 0.85 0.90 362 Bartalex 1.00 0.75 0.86 4 BasBanke 1.00 1.00 1.00 1 Bazarbackdoor 0.95 0.99 0.97 8498 Benign 0.94 0.87 0.90 1298 BitRAT 0.00 0.00 0.00 1 Bizarro 1.00 0.80 0.89 10 BlackMatter 1.00 1.00 1.00 1 BlackholeEK 0.82 0.76 0.79 62 CVE-2008-2551 1.00 0.67 0.80 3 CVE-2015-0359 1.00 1.00 1.00 3 CVE-2017-11882 0.98 0.46 0.62 138 CertBreaker 1.00 1.00 1.00 2 ClownicRansomware 0.00 0.00 0.00 1 CobaltStrike 0.98 0.79 0.87 100 CobraCarbonSystem 0.96 0.90 0.93 746 CoreShell 0.93 0.89 0.91 45 DearCryRansomware 1.00 1.00 1.00 1 DecafRansomware 0.00 0.00 0.00 2 DistTrack 1.00 0.88 0.94 17 DnSpyTrojan 1.00 0.71 0.83 7 Exaramel 0.00 0.00 0.00 1 EyService 1.00 0.77 0.87 31 FakeDivX 1.00 0.97 0.99 35 Fanny 1.00 1.00 1.00 255 Fareit 1.00 1.00 1.00 373 FighterPOS 0.97 0.88 0.92 41 FritzFrog 1.00 1.00 1.00 16 Gamaredon 0.92 0.81 0.86 113 GandCrab 1.00 1.00 1.00 5689 GootLoader 1.00 1.00 1.00 3808 Grief 1.00 1.00 1.00 8 GrimPlant 0.99 0.97 0.98 384 HavexRat 1.00 0.83 0.90 23 HawkEyeKeylogger 1.00 1.00 1.00 25 HeaderTip 0.82 1.00 0.90 9 Hoplight 0.51 0.22 0.31 260 Houdini 0.97 0.78 0.87 37 HyperSSL 1.00 0.88 0.93 8 IcedId 0.99 0.99 0.99 2103 Infy 0.94 0.97 0.96 2754 IsmAgent 0.94 0.89 0.91 18 Jaff 0.96 0.96 0.96 25 KRBanker 0.96 0.99 0.98 1846 Keybase 0.97 0.91 0.94 261 KghSpy 1.00 0.73 0.84 11 Kobalos 1.00 0.67 0.80 6 Korlia 0.95 0.88 0.91 192 LockyRansomware 0.67 1.00 0.80 16 LokiPasswordStealer 0.97 0.99 0.98 3246 Magnat 1.00 0.71 0.83 35 Maze 0.97 0.93 0.95 236 MedusaLocker 1.00 1.00 1.00 1 Mispadu 0.88 0.58 0.70 12 Molerats 0.95 0.75 0.84 28 MooBot 1.00 1.00 1.00 1 Moqhao 1.00 0.80 0.89 10 MosesStaff 1.00 1.00 1.00 2 Nanhaishu 0.80 1.00 0.89 4 Networm 1.00 1.00 1.00 1 Nimrev 1.00 0.95 0.98 88 NjRat 0.96 0.82 0.89 33 NuclearEK 0.00 0.00 0.00 1 Ohagi 0.97 0.97 0.97 244 Okiru 0.93 0.87 0.90 31 Oscorp 1.00 0.50 0.67 2 Owowa 1.00 0.67 0.80 3 PIVY 1.00 0.94 0.97 18 PandaBanker 0.97 0.97 0.97 257 PassCV 1.00 0.88 0.93 90 Pay2Key 0.93 0.88 0.90 16 Phorpiex 1.00 1.00 1.00 22 Poseidon 1.00 1.00 1.00 14 Powersniff 1.00 1.00 1.00 18 ProjectSauron 1.00 0.82 0.90 11 PwnPOS 1.00 1.00 1.00 8 QakBot 0.98 0.99 0.99 3332 QuantumRansomware 1.00 1.00 1.00 1 QuasarRAT 1.00 1.00 1.00 1 Ramdo 0.99 0.97 0.98 772 RansomExx 0.99 0.96 0.98 148 Razy 1.00 0.60 0.75 5 Remcos 1.00 0.80 0.89 5 Retefe 0.00 0.00 0.00 1 RokRAT 1.00 0.33 0.50 6 Rovnix 1.00 0.95 0.97 220 Sakula 1.00 1.00 1.00 2093 Sanya 1.00 0.75 0.86 8 ShellCrew 1.00 0.97 0.99 38 Shellbot 0.00 0.00 0.00 1 ShimRAT 1.00 0.89 0.94 35 Sierra 0.64 0.79 0.71 420 Slave 1.00 1.00 1.00 17 SmokeLoader 0.92 0.90 0.91 488 SpiderpigRAT 0.97 0.89 0.92 333 SshNet 0.79 0.65 0.71 17 Stegoloader 0.94 0.84 0.89 19 TeslaCrypt 1.00 0.75 0.86 4 Tinba 1.00 0.72 0.84 18 Tor2Mine 0.75 0.75 0.75 8 UBoatRAT 0.86 0.75 0.80 8 Upatre 0.98 0.99 0.98 1681 Valyria 1.00 0.71 0.83 7 Voho 1.00 0.83 0.91 6 WellMail 0.50 0.74 0.60 38 WellMess 0.50 0.26 0.34 38 WinMM 0.93 0.95 0.94 676 WinsLoader 1.00 1.00 1.00 14 WpBruteBot 0.88 0.93 0.90 1419 XFilesStealer 1.00 0.33 0.50 3 XRat 1.00 1.00 1.00 2 XTunnel 0.97 0.92 0.94 704 XXMM 0.96 0.82 0.88 28 XsPlus 1.00 0.96 0.98 26 Zumanek 1.00 0.40 0.57 5 zLoader 0.90 0.91 0.91 644 accuracy 0.96 47523 macro avg 0.90 0.80 0.84 47523 weighted avg 0.96 0.96 0.96 47523 Confusion matrix: [[ 94 0 0 ... 0 0 1] [ 0 8 0 ... 0 0 0] [ 0 0 6 ... 0 0 0] ... [ 0 0 0 ... 25 0 0] [ 0 0 0 ... 0 2 0] [ 0 0 0 ... 0 0 588]] |