Round 349

Round UUID: 8ad32a43-081d-4e32-aee6-e9c440df4ecb

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 30, even if ColourShift is high, as low base intensity generally leads to ineffective outcomes.
3. For FizzIntensity between 30 and 35:
   - Predict 'Effective' if ColourShift is greater than 20, capturing the exception where higher shifts indicate effectiveness despite low intensity.
4. For FizzIntensity between 35 and 45:
   - Predict 'Effective' if ColourShift is greater than or equal to 15 and closer to 20.
   - Predict 'Ineffective' if ColourShift is below 10.
   - Predict 'Ineffective' if ColourShift is below 15 and FizzIntensity is less than 38.
5. 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 correcting predictions for entities with borderline FizzIntensity and high ColourShift uniquely indicating effectiveness.

• Inferences: 200
• Created: 2025-04-21 04:09:54+00:00
• First inference: 2025-04-21 04:09:57+00:00
• Last inference: 2025-04-21 04:17:56+00:00
• Completed: yes
• Train accuracy: 0.64375 (Krichevsky-Trofimov 0.192)
• Validation accuracy: 0.7 (Krichevsky-Trofimov 0.156)
• Test accuracy: 0.75 (Krichevsky-Trofimov 0.126)