Training file: D:\education\university\projects\year3\s2\ai\working space\AI v1.0\SavedDatasets\v7.0.train.csv Testing file: D:\education\university\projects\year3\s2\ai\working space\AI v1.0\SavedDatasets\v7.0.test.csv =============== Create the pipeline =============== =============== Train the model =============== =============== Save the model =============== ************************************************************ * Metrics for multi-class classification model *----------------------------------------------------------- * MacroAccuracy : 0.508 * MicroAccuracy: 0.508 * LogLoss: 1.033 LogLoss for class 1 = 0.9938 LogLoss for class 2 = 1.4287 LogLoss for class 3 = 1.4934 LogLoss for class 4 = 0.2683 LogLoss for class 5 = 1.1944 LogLoss for class 6 = 1.2994 LogLoss for class 7 = 0.5555 * LogLossReduction: 0.469 Confusion table ||======================================================== PREDICTED || 0 | 1 | 2 | 3 | 4 | 5 | 6 | Recall TRUTH ||======================================================== 0. anger || 5 | 0 | 0 | 0 | 1 | 3 | 0 | 0.5556 1. disgust || 0 | 3 | 2 | 2 | 1 | 0 | 1 | 0.3333 2. fear || 0 | 2 | 3 | 1 | 1 | 2 | 0 | 0.3333 3. joy || 0 | 1 | 0 | 8 | 0 | 0 | 0 | 0.8889 4. neutral || 5 | 0 | 1 | 0 | 2 | 1 | 0 | 0.2222 5. sadness || 1 | 1 | 0 | 0 | 3 | 4 | 0 | 0.4444 6. surprise || 0 | 0 | 2 | 0 | 0 | 0 | 7 | 0.7778 ||======================================================== Precision ||0.4545 |0.4286 |0.3750 |0.7273 |0.2500 |0.4000 |0.8750 | ************************************************************************************************************* * Metrics for Multi-class Classification model *------------------------------------------------------------------------------------------------------------ * Average MicroAccuracy: 0.576 - Standard deviation: (.076) - Confidence Interval 95%: (.074) * Average MacroAccuracy: 0.562 - Standard deviation: (.074) - Confidence Interval 95%: (.073) * Average LogLoss: 1.112 - Standard deviation: (.152) - Confidence Interval 95%: (.149) * Average LogLossReduction: .417 - Standard deviation: (.077) - Confidence Interval 95%: (.076) ************************************************************************************************************* Confusion table ||======================================================== PREDICTED || 0 | 1 | 2 | 3 | 4 | 5 | 6 | Recall TRUTH ||======================================================== 0. anger || 1 | 1 | 0 | 0 | 2 | 2 | 0 | 0.1667 1. disgust || 0 | 1 | 3 | 0 | 0 | 2 | 0 | 0.1667 2. fear || 0 | 1 | 1 | 1 | 4 | 0 | 0 | 0.1429 3. joy || 0 | 1 | 0 | 8 | 0 | 0 | 0 | 0.8889 4. neutral || 1 | 0 | 1 | 0 | 2 | 2 | 0 | 0.3333 5. sadness || 1 | 0 | 0 | 0 | 2 | 5 | 0 | 0.6250 6. surprise || 0 | 0 | 1 | 0 | 0 | 0 | 10 | 0.9091 ||======================================================== Precision ||0.3333 |0.2500 |0.1667 |0.8889 |0.2000 |0.4545 |1.0000 | Confusion table ||======================================================== PREDICTED || 0 | 1 | 2 | 3 | 4 | 5 | 6 | Recall TRUTH ||======================================================== 0. anger || 6 | 0 | 1 | 0 | 1 | 0 | 0 | 0.7500 1. disgust || 0 | 11 | 1 | 1 | 0 | 0 | 0 | 0.8462 2. fear || 2 | 1 | 6 | 1 | 1 | 4 | 3 | 0.3333 3. joy || 0 | 4 | 0 | 6 | 0 | 0 | 0 | 0.6000 4. neutral || 9 | 1 | 2 | 0 | 1 | 3 | 0 | 0.0625 5. sadness || 2 | 2 | 2 | 0 | 1 | 5 | 0 | 0.4167 6. surprise || 0 | 0 | 0 | 0 | 0 | 0 | 8 | 1.0000 ||======================================================== Precision ||0.3158 |0.5789 |0.5000 |0.7500 |0.2500 |0.4167 |0.7273 | Confusion table ||======================================================== PREDICTED || 0 | 1 | 2 | 3 | 4 | 5 | 6 | Recall TRUTH ||======================================================== 0. anger || 10 | 0 | 0 | 0 | 1 | 1 | 0 | 0.8333 1. disgust || 0 | 5 | 1 | 0 | 1 | 0 | 0 | 0.7143 2. fear || 1 | 2 | 5 | 0 | 1 | 0 | 0 | 0.5556 3. joy || 0 | 0 | 0 | 6 | 0 | 0 | 0 | 1.0000 4. neutral || 3 | 0 | 1 | 0 | 0 | 1 | 0 | 0.0000 5. sadness || 2 | 0 | 1 | 0 | 3 | 4 | 0 | 0.4000 6. surprise || 0 | 0 | 1 | 0 | 0 | 0 | 11 | 0.9167 ||======================================================== Precision ||0.6250 |0.7143 |0.5556 |1.0000 |0.0000 |0.6667 |1.0000 | Confusion table ||======================================================== PREDICTED || 0 | 1 | 2 | 3 | 4 | 5 | 6 | Recall TRUTH ||======================================================== 0. anger || 3 | 0 | 1 | 0 | 0 | 4 | 0 | 0.3750 1. disgust || 0 | 5 | 0 | 2 | 0 | 1 | 1 | 0.5556 2. fear || 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0.0000 3. joy || 0 | 0 | 0 | 8 | 0 | 0 | 0 | 1.0000 4. neutral || 8 | 0 | 2 | 0 | 0 | 0 | 0 | 0.0000 5. sadness || 1 | 1 | 0 | 0 | 0 | 4 | 0 | 0.6667 6. surprise || 0 | 0 | 0 | 0 | 0 | 0 | 6 | 1.0000 ||======================================================== Precision ||0.2500 |0.8333 |0.0000 |0.8000 |0.0000 |0.3636 |0.8571 | Confusion table ||======================================================== PREDICTED || 0 | 1 | 2 | 3 | 4 | 5 | 6 | Recall TRUTH ||======================================================== 0. anger || 5 | 0 | 3 | 0 | 2 | 1 | 0 | 0.4545 1. disgust || 1 | 4 | 3 | 0 | 0 | 1 | 1 | 0.4000 2. fear || 0 | 1 | 6 | 0 | 0 | 1 | 1 | 0.6667 3. joy || 0 | 0 | 0 | 12 | 0 | 0 | 0 | 1.0000 4. neutral || 1 | 0 | 0 | 0 | 4 | 3 | 0 | 0.5000 5. sadness || 1 | 0 | 0 | 1 | 0 | 7 | 0 | 0.7778 6. surprise || 0 | 1 | 2 | 0 | 0 | 0 | 5 | 0.6250 ||======================================================== Precision ||0.6250 |0.6667 |0.4286 |0.9231 |0.6667 |0.5385 |0.7143 | D:\education\university\projects\year3\s2\ai\working space\AI v1.0\CrossValid\bin\Debug\netcoreapp3.1\CrossValid.exe (process 77064) exited with code 0. To automatically close the console when debugging stops, enable Tools->Options->Debugging->Automatically close the console when debugging stops. Press any key to close this window . . .