Round 404

Round UUID: a2262eb9-2257-4d32-9d1b-c8b68d299933

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 > 12.0, classify as Ineffective.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift <= 14.0, classify as Effective.
5. If FizzIntensity is between 43.0 and 45.0 (exclusive) and ColourShift <= 14.0, classify as Effective to capture borderline areas better.
6. If FizzIntensity is between 42.0 and 43.9 (exclusive) and ColourShift > 14.0, classify as Ineffective.
7. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift <= 10.0, classify as Effective.
8. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift > 10.0, classify as Ineffective.
9. If FizzIntensity is between 39.0 and 41.0 (inclusive) and ColourShift > 14.0, classify as Ineffective.
10. If FizzIntensity is between 35.0 and 40.0 (inclusive) and ColourShift <= 11.0, classify as Effective.
11. If FizzIntensity is between 34.0 and 44.0 (inclusive) and ColourShift <= 16.0, classify as Effective.
12. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 10.0, classify as Effective.
13. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift > 10.0, classify as Ineffective.
14. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift <= 12.0, classify as Effective.
15. If FizzIntensity is between 20.0 and 24.9 (inclusive) and ColourShift <= 15.0, classify as Effective.
16. If FizzIntensity < 25.0 or ColourShift > 20.0, classify as Ineffective.
17. If FizzIntensity is below 20.0, classify as Ineffective.
18. If FizzIntensity is between 41.0 and 44.9 (inclusive) and ColourShift > 15.0, classify as Ineffective to minimize false positives based on previous outcomes.
19. If FizzIntensity is between 44.0 and 45.0 (exclusive) and ColourShift > 12 and <= 14.0, classify as Effective to address identified false negatives.
20. If FizzIntensity is between 30.0 and 36.0 (inclusive) and ColourShift < 12.0, classify as Effective, adding a potential rule to capture low FizzIntensity effective cases that were previously missed.

• Inferences: 200
• Created: 2025-04-24 10:44:30+00:00
• First inference: 2025-04-24 10:44:36+00:00
• Last inference: 2025-04-24 10:54:18+00:00
• Completed: yes
• Train accuracy: 0.625 (KT 0.205)
• Validation accuracy: 0.6 (KT 0.222)
• Test accuracy: 0.8 (KT 0.098)