Round 348

Round UUID: 274f56e0-4f76-4737-b9df-e1f1db5250f6

Prompt:

To classify the outcomes of the dataset entities based on FizzIntensity and ColourShift, use the following rules:

1. Predict 'Effective' if FizzIntensity is greater than or equal to 45.
2. Predict 'Ineffective' if FizzIntensity is less than 35 and ColourShift is less than or equal to 10.
3. For FizzIntensity between 35 and 45, consider:
   - Predict 'Effective' if ColourShift is greater than or equal to 13 and less than or equal to 20.
   - Predict 'Effective' if ColourShift is above 15 and FizzIntensity is closer to 45.
   - Predict 'Ineffective' if ColourShift is below 10.
   - Predict 'Ineffective' if ColourShift is below 15 and FizzIntensity is not greater than 38.
4. If FizzIntensity is less than 40 and ColourShift is between 10 and 13, predict 'Ineffective' unless ColourShift exceeds 12.5.

These rules aim to better handle edge cases highlighted in the dataset analysis, particularly within the mid FizzIntensity range and consider interactions with ColourShift values above 10.

• Inferences: 200
• Created: 2025-04-21 04:01:07+00:00
• First inference: 2025-04-21 04:01:12+00:00
• Last inference: 2025-04-21 04:09:45+00:00
• Completed: yes
• Train accuracy: 0.66875 (KT 0.175)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.55 (KT 0.260)