Round 276

Round UUID: 290f457f-5fc5-4ec6-8d26-3f9d53df6cea

Prompt:

To determine if an entity is Effective or Ineffective, follow these specific rules in sequence:

Rule 1: If FizzIntensity is less than 25, classify as Ineffective regardless of other factors.

Rule 2: If FizzIntensity is between 25 and 40:
   - Only classify as Effective if ColourShift is between 12 and 15 (inclusive) AND FizzIntensity is greater than 28
   - Otherwise, classify as Ineffective

Rule 3: If FizzIntensity is between 40 and 60, AND ColourShift is between 13 and 24 (inclusive), classify as Effective.

Rule 4: If FizzIntensity is between 40 and 60, but ColourShift is outside the range of 13 to 24, classify as Ineffective.

Rule 5: If FizzIntensity is greater than 60, AND ColourShift is between 13 and 24 (inclusive), classify as Effective.

Rule 6: If FizzIntensity is greater than 60, but ColourShift is outside the range of 13 to 24, classify as Ineffective.

Rule 7: For borderline cases where ColourShift is just outside the specified ranges (within 0.5 units), if FizzIntensity is above 45, classify as Effective.

Rule 8: If the product of (FizzIntensity/40) and (ColourShift/15) is greater than 1.7, classify as Effective.

Apply these rules in sequence. If no rule applies, default to Ineffective.

• Inferences: 200
• Created: 2025-04-21 09:47:16+00:00
• First inference: 2025-04-21 09:47:20+00:00
• Last inference: 2025-04-21 09:58:15+00:00
• Completed: yes
• Train accuracy: 0.6125 (KT 0.213)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.4 (KT 0.397)