Round 421

Round UUID: cadd96d7-e117-41ba-bc4d-6c5f4c229fde

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 45.0 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 43.0 and 46.0 (inclusive) and ColourShift < 14.0, classify as Effective.
6. If FizzIntensity is between 42.0 and 44.9 (exclusive) and ColourShift > 14.0, classify as Ineffective.
7. If FizzIntensity is between 40.0 and 42.9 (exclusive) and ColourShift <= 11.0, classify as Effective; otherwise, classify as Ineffective.
8. If FizzIntensity is between 39.0 and 41.0 (inclusive) and ColourShift > 14.0, classify as Ineffective.
9. If FizzIntensity is between 34.0 and 39.0 (inclusive) and ColourShift <= 16.0, classify as Effective unless ColourShift > 20.0, then classify as Ineffective.
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 20.0 and 24.9 (inclusive) and ColourShift <= 15.0, classify as Effective.
12. If FizzIntensity < 25.0, classify as Ineffective.
13. If ColourShift > 20.0, classify as Ineffective regardless of FizzIntensity.
14. Introduce: If FizzIntensity is between 41.0 and 44.9 (inclusive) and ColourShift > 18.0, classify as Ineffective to minimize false positives.
15. Update: If FizzIntensity is between 43.0 and 46.0 (inclusive) and ColourShift <= 16.0, classify as Effective to mitigate previous false negatives.
16. If FizzIntensity is between 39.0 and 43.0 (exclusive) and ColourShift > 12.0, classify as Ineffective to correct misclassifications.
17. If FizzIntensity is between 35.0 and 39.0 (inclusive) and ColourShift <= 12.0, classify as Effective; otherwise, classify as Ineffective to address past confusion.
18. If FizzIntensity is between 41.0 and 50.0 (inclusive) and ColourShift > 16.0, classify as Ineffective to reduce false positives.

• Inferences: 200
• Created: 2025-04-24 13:41:53+00:00
• First inference: 2025-04-24 13:41:58+00:00
• Last inference: 2025-04-24 13:52:04+00:00
• Completed: yes
• Train accuracy: 0.6125 (KT 0.213)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.8 (KT 0.098)