Round 388

Round UUID: 2f5362da-bc91-4495-a95f-e25f01d8dc4f

Prompt:

Evaluate the outcomes based on the following refined 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 <= 12.0, classify as Effective.
3. If FizzIntensity is between 46.0 and 50.0 (exclusive) and ColourShift <= 15.0, classify as Effective to capture borderline effective scenarios.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift > 12.0, classify as Ineffective to minimize false positives.
5. If FizzIntensity is between 42.0 and 46.0 (exclusive) and ColourShift <= 13.0, classify as Effective, addressing a critical area of border misclassification.
6. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift > 15.0, classify as Ineffective.
7. If FizzIntensity > 50.0 and ColourShift > 30.0, classify as Effective for high-performance outliers.
8. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift <= 11.0, classify as Effective.
9. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift > 11.0, 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 <= 12.0, classify as Effective.
12. If FizzIntensity is between 32.0 and 35.9 (inclusive) and ColourShift <= 13.0, classify as Effective.
13. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 7.0, 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 <= 14.0, classify as Effective.
16. If FizzIntensity < 25.0 or ColourShift > 20.0, classify as Ineffective.
17. If FizzIntensity is between 20.0 and 24.9 (inclusive), classify as Ineffective regardless of ColourShift.
18. If FizzIntensity is below 20.0, classify as Ineffective.
19. If FizzIntensity is between 41.0 and 45.0 (exclusive) and ColourShift < 16.0, classify as Effective for better handling of borderline cases. 
20. If FizzIntensity is between 42.0 and 44.0 and ColourShift > 22.0, classify as Ineffective to prevent false positives. 
21. If FizzIntensity is between 43.0 and 45.0 (exclusive) and ColourShift < 14.0, classify as Effective.

• Inferences: 200
• Created: 2025-04-24 08:00:04+00:00
• First inference: 2025-04-24 08:00:11+00:00
• Last inference: 2025-04-24 08:10:19+00:00
• Completed: yes
• Train accuracy: 0.60625 (KT 0.218)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.7 (KT 0.156)