Round 435

Round UUID: 04a9650c-1bfd-4a9e-bdc2-95a009432360

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 50.0 and 55.0 and ColourShift < 10.0, classify as Effective. 
5. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift >= 14.0, classify as Ineffective.
6. If FizzIntensity is between 40.0 and 45.0 (inclusive) and ColourShift < 12.0, classify as Effective.
7. If FizzIntensity is between 30.0 and 39.0 (inclusive) and ColourShift <= 16.0, classify as Effective unless ColourShift > 20.0, then classify as Ineffective.
8. If FizzIntensity < 25.0, classify as Ineffective.
9. If ColourShift > 20.0, classify as Ineffective regardless of FizzIntensity.
10. If FizzIntensity is between 36.0 and 40.0 and ColourShift > 14.0, classify as Ineffective.
11. If FizzIntensity is between 25.0 and 30.0 and ColourShift <= 12.0, classify as Effective.
12. If FizzIntensity is between 42.0 and 45.0 (inclusive) and ColourShift < 10.0, classify as Effective.
13. If FizzIntensity is between 44.0 and 50.0 (inclusive) and ColourShift is below 14.0, classify as Effective to capture those that were misclassified as Ineffective.

• Inferences: 200
• Created: 2025-04-24 15:53:35+00:00
• First inference: 2025-04-24 15:53:39+00:00
• Last inference: 2025-04-24 16:06:28+00:00
• Completed: yes
• Train accuracy: 0.53125 (KT 0.275)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.8 (KT 0.098)