Round 382

Round UUID: 554eabb7-fa37-43b2-a3ea-bf669c8fed44

Prompt:

Evaluate the entity outcomes based on the following clear and precise rules:

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity is between 46.0 and 50.0 (exclusive) and ColourShift <= 10.0, classify as Effective.
3. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift <= 17.0, classify as Effective to cover borderline cases including those with higher ColourShift.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift > 10.0, classify as Ineffective, strictly adhering to this threshold to minimize false positives.
5. If FizzIntensity between 42.0 and 45.0 (exclusive) and ColourShift <= 11.0, classify as Effective to enhance accuracy in borderline predictions.
6. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift > 13.0, classify as Ineffective to minimize misclassifications based on higher ColourShift.
7. If FizzIntensity is above 50.0 and ColourShift > 25.0, classify as Effective to capture high-performance outliers.
8. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift <= 10.0, classify as Effective.
9. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift > 10.0, classify as Ineffective.
10. If FizzIntensity is between 38.0 and 40.0 (exclusive) and ColourShift <= 12.0, classify as Effective.
11. If FizzIntensity is between 35.0 and 38.0 (inclusive) and ColourShift <= 9.0, classify as Effective.
12. If FizzIntensity is between 32.0 and 35.9 (inclusive) and ColourShift <= 11.0, classify as Effective.
13. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 5.0, classify as Effective.
14. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift > 10.0, classify as Ineffective.
15. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift <= 13.0, classify as Effective.
16. If FizzIntensity is < 25.0 or ColourShift > 18.0, classify as Ineffective.
17. If FizzIntensity is between 20.0 and 24.9 (inclusive), explicitly classify as Ineffective regardless of ColourShift.
18. If FizzIntensity is below 20.0, classify as Ineffective.
19. Additionally, if FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift > 21.0, classify as Ineffective to further curb false positives.

• Inferences: 200
• Created: 2025-04-24 07:00:38+00:00
• First inference: 2025-04-24 07:00:43+00:00
• Last inference: 2025-04-24 07:10:19+00:00
• Completed: yes
• Train accuracy: 0.60625 (KT 0.218)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.6 (KT 0.222)