Round 417

Round UUID: 5bc25803-60e2-4baf-88bc-ed8b8c07d96d

Prompt:

Evaluate the outcomes based on the following clear, explicit, and refined rules:

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity is between 48.0 and 50.0 (exclusive) and ColourShift < 12.0, classify as Effective.
3. If FizzIntensity is between 46.0 and 48.0 (exclusive) and ColourShift <= 14.0, classify as Effective.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift >= 12.0, classify as Ineffective.
5. If FizzIntensity is between 42.0 and 46.0 (inclusive) and ColourShift > 14.0, classify as Ineffective.
6. If FizzIntensity is between 40.0 and 42.9 (exclusive) and ColourShift <= 10.0, classify as Effective; otherwise, classify as Ineffective.
7. If FizzIntensity is between 39.0 and 41.0 (inclusive) and ColourShift > 14.0, classify as Ineffective.
8. If FizzIntensity is between 36.0 and 40.0 (inclusive) and ColourShift <= 10.0, classify as Effective.
9. If FizzIntensity is between 34.0 and 44.0 (inclusive) and ColourShift <= 16.0, classify as Effective, except if ColourShift > 20.0.
10. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 10.0, classify as Effective; otherwise, classify as Ineffective.
11. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift <= 12.0, classify as Effective.
12. If FizzIntensity is between 20.0 and 24.9 (inclusive) and ColourShift <= 15.0, classify as Effective.
13. If FizzIntensity < 25.0 or ColourShift > 20.0, classify as Ineffective.
14. If FizzIntensity < 20.0, classify as Ineffective.
15. Introduce: If FizzIntensity is between 41.0 and 44.9 (inclusive) and ColourShift > 18.0, classify as Ineffective to minimize false positives.
16. Introduce: If FizzIntensity is between 43.0 and 46.0 (inclusive) and ColourShift <= 18.0, classify as Effective to mitigate previous false negatives.
17. Introduce: If FizzIntensity is between 32.0 and 39.0 (exclusive) and ColourShift > 12.0, classify as Ineffective to reduce errors in this range.

• Inferences: 200
• Created: 2025-04-24 12:58:32+00:00
• First inference: 2025-04-24 12:58:36+00:00
• Last inference: 2025-04-24 13:09:43+00:00
• Completed: yes
• Train accuracy: 0.60625 (KT 0.218)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.7 (KT 0.156)