Round 434

Round UUID: d37e9e19-8d86-465f-a7f9-eb99cdd7598a

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 49.9 (exclusive) and ColourShift < 14.0, classify as Effective.
4. If FizzIntensity is between 45.0 and 48.0 (exclusive) and ColourShift >= 14.0, classify as Ineffective.
5. 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.
6. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift < 12.0, classify as Effective.
7. If FizzIntensity < 25.0, classify as Ineffective.
8. If FizzIntensity is between 25.0 and 30.0 and ColourShift > 15.0, classify as Ineffective.
9. If ColourShift > 20.0, classify as Ineffective regardless of FizzIntensity.
10. If ColourShift > 14.0 and FizzIntensity is between 41.0 and 44.9 (inclusive), classify as Ineffective.
11. If FizzIntensity < 30.0 and ColourShift is above 8.0, classify as Ineffective.
12. Add a new rule: If FizzIntensity is between 42.0 and 45.0 (inclusive) and ColourShift < 10.0, classify as Effective, aiming to address misclassification in this range.

• Inferences: 200
• Created: 2025-04-24 15:42:29+00:00
• First inference: 2025-04-24 15:42:32+00:00
• Last inference: 2025-04-24 15:53:23+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)