Round 387

Round UUID: 26466ff9-af8a-45b2-9774-097a0013d9b9

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 45.0 and 50.0 (exclusive) and ColourShift <= 15.0, classify as Effective to better handle borderline cases.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift > 12.0, classify as Ineffective to reduce false positives.
5. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift <= 12.0, classify as Effective.
6. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift > 15.0, classify as Ineffective to minimize misclassifications.
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 <= 12.0, classify as Effective.
9. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift > 12.0, classify as Ineffective.
10. If FizzIntensity is between 38.0 and 40.0 (exclusive) and ColourShift <= 13.0, classify as Effective.
11. If FizzIntensity is between 35.0 and 38.0 (inclusive) and ColourShift <= 10.0, classify as Effective.
12. If FizzIntensity is between 32.0 and 35.9 (inclusive) and ColourShift <= 12.0, classify as Effective.
13. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 6.0, 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 < 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 refinement of borderline cases.
20. If FizzIntensity is between 42.0 and 44.0 and ColourShift > 22.0, classify as Ineffective to control false positives.
21. If FizzIntensity is between 43.0 and 45.0 (exclusive) and ColourShift < 13.0, classify as Effective.

• Inferences: 200
• Created: 2025-04-24 07:50:02+00:00
• First inference: 2025-04-24 07:50:10+00:00
• Last inference: 2025-04-24 07:59:48+00:00
• Completed: yes
• Train accuracy: 0.61875 (KT 0.209)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.85 (KT 0.071)