| ==========================] - 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]] |