ML Model Dashboard
Exoplanet Classification Performance
Champion Model: Stacking ClassifierAccuracy: 87.94%Test Samples: 1,418
Accuracy
87.94%
Best performing
Precision
87.91%
Macro average
Recall
87.94%
Macro average
F1 Score
87.89%
Balanced metric
Confusion Matrix
Confirmed
Candidate
Confirmed
769
71
Candidate
100
478
True Negatives (TN)769
True Positives (TP)478
False Positives (FP)71
False Negatives (FN)100
Performance Breakdown
Accuracy87.94%
Precision87.91%
Recall87.94%
F1 Score87.89%
Exceptional Performance
All metrics above 87% indicate a highly reliable model with balanced precision and recall, minimizing both false positives and false negatives.
Classification Report
| Class | Precision | Recall | F1-Score | Support |
|---|---|---|---|---|
| Confirmed | 87.91% | 87.94% | 87.89% | 840 |
| Candidate | 87.91% | 87.94% | 87.89% | 578 |
| Weighted Average | 87.91% | 87.94% | 87.89% | 1,418 |
Total Test Samples
1,418
Training Time
84.83s