- 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 |
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